{"task":"Use paper-spine","agent":"codex","constraints":{"max_risk":"medium","needs_install_command":true,"min_stars":0},"feedback":{"event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","outcome_api":"https://www.openagentskill.com/api/agent/outcome","method":"POST","selected_skill_slug":"wubing2023-paperspine-paper-spine","selected_skill_name":"paper-spine","alternative_skill_slugs":["wubing2023-paperfig","wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","zhoubear-open-paperless","mlnlp-world-ai-paper-collector"],"expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"report_after":["After trying the selected skill, report whether it solved the task.","Mark blocked_by_risk when audit, license, credentials, shell, or network risk prevents safe use.","Mark setup_required when the skill looks relevant but needs missing keys, data, or manual configuration.","Mark not_relevant when the selected skill does not match the task after inspection.","Include output_quality, error_type, workspace, human_review_required, evidence_url, and time_to_useful_ms when available."],"json_example":{"event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","skill_slug":"wubing2023-paperspine-paper-spine","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Solved the task in a sandbox workflow.","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"886ef4d3210591fe6fffebc82667301e9442fd399ed38e96c1c8c9db5ead9711","ref":"main","path":"paperspine5/core/01_PaperSpine4/src/skill/SKILL.md","sync_status":"current"}},"cli_example":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz outcome \"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c\" --skill \"wubing2023-paperspine-paper-spine\" --task \"Use paper-spine\" --agent \"codex\" --outcome success"},"agent_feedback_loop":{"version":"openagentskill-agent-feedback-loop-v3","status":"active","purpose":"Report the result of one resolved skill run so Trust Score v5 and future Resolve rankings learn from real use.","event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","selected_skill_slug":"wubing2023-paperspine-paper-spine","selected_skill_name":"paper-spine","endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","idempotency":"Retrying the same event_id updates the previous outcome.","dry_run":{"supported":true,"instruction":"Set dry_run=true to validate a payload before wiring a new agent integration."},"expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"error_types":["install_failed","runtime_error","not_relevant","permission_blocked","risk_blocked","setup_required","low_quality_output","missing_dependency","timeout","other"],"workspaces":["sandbox","local","ci","production","unknown"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url"],"payload_template":{"event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","skill_slug":"wubing2023-paperspine-paper-spine","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Solved the task in a sandbox workflow.","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"886ef4d3210591fe6fffebc82667301e9442fd399ed38e96c1c8c9db5ead9711","ref":"main","path":"paperspine5/core/01_PaperSpine4/src/skill/SKILL.md","sync_status":"current"}},"cli_example":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz outcome \"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c\" --skill \"wubing2023-paperspine-paper-spine\" --task \"Use paper-spine\" --agent \"codex\" --outcome success","ranking_inputs_updated":["Trust Score v5 outcome confidence","Resolve ranking outcome evidence","Skill detail outcome signal block","Outcome leaderboard"]},"install_receipt":{"version":"openagentskill-install-receipt-v2","receipt_id":"receipt_144c60b5-b9af-437d-a74f-45ce52b9856c","resolve_event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","generated_at":"2026-09-05T13:25:54.504Z","task":"Use paper-spine","agent":"codex","constraints":{"max_risk":"medium","needs_install_command":true,"min_stars":0},"urls":{"web":"https://www.openagentskill.com/resolve?task=Use+paper-spine&agent=codex&max_risk=medium","json":"https://www.openagentskill.com/api/agent/receipt?task=Use+paper-spine&agent=codex&max_risk=medium","text":"https://www.openagentskill.com/api/agent/receipt?task=Use+paper-spine&agent=codex&max_risk=medium&format=text","resolve_json":"https://www.openagentskill.com/api/agent/resolve?task=Use+paper-spine&agent=codex&max_risk=medium","resolve_text":"https://www.openagentskill.com/api/agent/resolve?task=Use+paper-spine&agent=codex&max_risk=medium&format=text"},"selected_skill":{"slug":"wubing2023-paperspine-paper-spine","name":"paper-spine","description":"Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step.","category":"research","url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine","api_url":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperspine-paper-spine","audit_url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit","eval_url":"https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperspine-paper-spine&task=Use%20paper-spine&max_risk=medium","install_api_url":"https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"886ef4d3210591fe6fffebc82667301e9442fd399ed38e96c1c8c9db5ead9711","ref":"main","path":"paperspine5/core/01_PaperSpine4/src/skill/SKILL.md","sync_status":"current"}},"install":{"command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","target":"codex","label":"Codex install prompt","kind":"agent-prompt","value":"Install the \"paper-spine\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","ready":true,"policy":"review","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"blocked":false},"decision":{"recommendation":"Require human approval before installing into a real workspace.","why_selected":["Matches task terms: paper, spine","Useful GitHub adoption: 5,083 stars","Install handoff is available","Repository freshness signal is available","Registry match score 64","Primary pick for Research agents","68/100 Trust Score","0/100 Agent Proven Score"],"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Chunk documents","Create embeddings"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"trust":{"score":68,"label":"Sandbox only","version":"trust-score-v5","base_score":76,"outcome_confidence":0,"outcome_signal":"No agent outcome data yet","outcome_total":0,"outcome_success_rate":null,"decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["68/100 Trust Score v5","76/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]}},"agent_proven":{"score":0,"label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"installAttempts":0,"installSuccessRate":null,"riskBlocked":0,"setupRequired":0,"avgOutputQuality":null,"productionOutcomes":0}},"risk":{"level":"Needs review","safety_tier":"Reviewed with permission notes","safety_score":71,"audit_score":87,"notes":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","71/100 agent safety score"],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","No OpenAgentSkill engagement data yet","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Production credentials, payments, or irreversible account changes without explicit human review"],"minimum_review_before_use":["Trust: 76/100 Strong shortlist","Audit: 87/100 Needs review","Safety: 71/100 Review before install","Review repository, license, install command, and permission surface before production use."]},"alternatives":[{"slug":"wubing2023-paperfig","name":"paperFig","url":"https://www.openagentskill.com/skills/wubing2023-paperfig","audit_url":"https://www.openagentskill.com/skills/wubing2023-paperfig/audit","install_command":"npx skills add WUBING2023/PaperSpine --skill paperFig","trust_score":73,"audit_score":84,"safety_score":68,"reason":"Useful GitHub adoption: 5,088 stars","policy":"review"},{"slug":"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","name":"auto-paper-improvement-loop","url":"https://www.openagentskill.com/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","audit_url":"https://www.openagentskill.com/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop/audit","install_command":"npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop","trust_score":77,"audit_score":88,"safety_score":76,"reason":"Matches task terms: paper","policy":"review"},{"slug":"zhoubear-open-paperless","name":"Open Paperless","url":"https://www.openagentskill.com/skills/zhoubear-open-paperless","audit_url":"https://www.openagentskill.com/skills/zhoubear-open-paperless/audit","install_command":"npx skills add zhoubear/open-paperless","trust_score":73,"audit_score":65,"safety_score":49,"reason":"Matches task terms: paper","policy":"review"},{"slug":"mlnlp-world-ai-paper-collector","name":"AI Paper Collector","url":"https://www.openagentskill.com/skills/mlnlp-world-ai-paper-collector","audit_url":"https://www.openagentskill.com/skills/mlnlp-world-ai-paper-collector/audit","install_command":"npx skills add MLNLP-World/AI-Paper-Collector","trust_score":77,"audit_score":69,"safety_score":57,"reason":"Matches task terms: paper","policy":"review"}],"outcome_feedback":{"event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","skill_slug":"wubing2023-paperspine-paper-spine","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Solved the task in a sandbox workflow.","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"886ef4d3210591fe6fffebc82667301e9442fd399ed38e96c1c8c9db5ead9711","ref":"main","path":"paperspine5/core/01_PaperSpine4/src/skill/SKILL.md","sync_status":"current"}},"dry_run_payload":{"event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","skill_slug":"wubing2023-paperspine-paper-spine","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Solved the task in a sandbox workflow.","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"886ef4d3210591fe6fffebc82667301e9442fd399ed38e96c1c8c9db5ead9711","ref":"main","path":"paperspine5/core/01_PaperSpine4/src/skill/SKILL.md","sync_status":"current"},"dry_run":true},"cli_example":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz outcome \"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c\" --skill \"wubing2023-paperspine-paper-spine\" --task \"Use paper-spine\" --agent \"codex\" --outcome success","instruction":"After one narrow sandbox run, report success, failed, not_relevant, blocked_by_risk, or setup_required so Trust Score v5 and future agent rankings learn from real usage."},"next_steps":["Read the audit page: https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit","Fetch the pre-install eval: https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperspine-paper-spine&task=Use%20paper-spine&max_risk=medium","Do not auto-install yet. Ask for human review before running: npx skills add WUBING2023/PaperSpine --skill paper-spine","Run one narrow task with no production secrets or irreversible side effects.","Report the result to https://www.openagentskill.com/api/agent/outcome using event_id resolve_144c60b5-b9af-437d-a74f-45ce52b9856c."],"stable_fields":["receipt_id","selected_skill","install","trust","risk","alternatives","outcome_feedback","next_steps"],"freshness_policy":"Re-resolve before production use or after 24 hours to refresh trust, audit, and outcome signals."},"recommendation":{"task":"Use paper-spine","agent":"codex","best_skill":{"slug":"wubing2023-paperspine-paper-spine","name":"paper-spine","description":"Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step.","category":"research","url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine","api_url":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperspine-paper-spine","audit_url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit","eval_url":"https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperspine-paper-spine&task=Use%20paper-spine&max_risk=medium","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"886ef4d3210591fe6fffebc82667301e9442fd399ed38e96c1c8c9db5ead9711","ref":"main","path":"paperspine5/core/01_PaperSpine4/src/skill/SKILL.md","sync_status":"current"}},"install":{"command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","target":"codex","label":"Codex install prompt","kind":"agent-prompt","value":"Install the \"paper-spine\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","install_api":"https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install","ready":true,"review_required":true,"auto_install_allowed":false,"policy":"review"},"why_recommended":["Matches task terms: paper, spine","Useful GitHub adoption: 5,083 stars","Install handoff is available","Repository freshness signal is available","Registry match score 64","Primary pick for Research agents","68/100 OpenAgentSkill Trust Score v5","87/100 audit score"],"trust_score_v5":{"score":68,"base_score":76,"outcome_confidence":0,"tier":"review","label":"Sandbox only","version":"trust-score-v5","install_policy":"human_review_before_install","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["68/100 Trust Score v5","76/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","install":"npx skills add WUBING2023/PaperSpine --skill paper-spine","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"agent_compatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"risk":{"level":"medium","label":"Review before production","notes":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"outcomes":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["research","academic-writing","paper-analysis","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","trust_score":68,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"best_for":["research","academic-writing","paper-analysis","agent-skill"],"do_not_use_for":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"known_risks":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":76,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v4":{"score":76,"tier":"strong","label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","install":"npx skills add WUBING2023/PaperSpine --skill paper-spine","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"agent_compatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"risk":{"level":"medium","label":"Review before production","notes":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"outcomes":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","academic-writing","paper-analysis","agent-skill"],"do_not_use_for":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"known_risks":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"trust_score_v3":{"score":76,"tier":"strong","label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","install":"npx skills add WUBING2023/PaperSpine --skill paper-spine","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"agent_compatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"risk":{"level":"medium","label":"Review before production","notes":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]}},"trust_score_v2":{"score":76,"tier":"strong","label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","install":"npx skills add WUBING2023/PaperSpine --skill paper-spine","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"agent_compatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"risk":{"level":"medium","label":"Review before production","notes":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]}},"risk":{"level":"Needs review","safety_tier":"Reviewed with permission notes","safety":"71/100 Review before install","trust":"76/100 Strong shortlist","notes":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace.","reasons":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","71/100 agent safety score"]},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"wubing2023-paperspine-paper-spine","name":"paper-spine","description":"Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step.","category":"research","url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","github_repo":"WUBING2023/PaperSpine"},"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Chunk documents","Create embeddings"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add wubing2023-paperspine-paper-spine"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"paper-spine\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"paper-spine\" as a Claude Code skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"paper-spine\" from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/wubing2023-paperspine-paper-spine"},"trust":{"score":76,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","install":"npx skills add WUBING2023/PaperSpine --skill paper-spine","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","academic-writing","paper-analysis","agent-skill"],"known_risks":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":87,"risk_level":"needs_review","risk_label":"Needs review","warnings":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":91,"label":"Excellent"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"8d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","No OpenAgentSkill engagement data yet","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Use paper-spine","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 76/100 Strong shortlist","Audit: 87/100 Needs review","Safety: 71/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"wubing2023-paperspine-paper-spine (paper-spine)","install_command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","risk_summary":"Needs review; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"wubing2023-paperspine-paper-spine","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine","api":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperspine-paper-spine","audit":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperspine-paper-spine&task=Use%20paper-spine&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20paper-spine&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20paper-spine&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install","manifest":"https://www.openagentskill.com/api/registry/manifest/wubing2023-paperspine-paper-spine"}},"agent_contract":{"version":"openagentskill-resolve-contract-v2","input_task":"Use paper-spine","recommended_skill_slug":"wubing2023-paperspine-paper-spine","recommended_skill_name":"paper-spine","install_command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","install_policy":"review","auto_install_allowed":false,"human_review_required":true,"audit_url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit","eval_url":"https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperspine-paper-spine&task=Use%20paper-spine&max_risk=medium","skill_api_url":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperspine-paper-spine","do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","No OpenAgentSkill engagement data yet","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Production credentials, payments, or irreversible account changes without explicit human review"],"minimum_review_before_use":["Trust: 76/100 Strong shortlist","Audit: 87/100 Needs review","Safety: 71/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"wubing2023-paperspine-paper-spine (paper-spine)","install_command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","risk_summary":"Needs review; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"supply_asset":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Research agents","description":"I need my agent to research a topic, compare sources, and produce a concise report.","useCases":[{"slug":"research-agents","title":"Research agents"},{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"coding-agents","title":"Coding agents"}]},"maintenance":{"status":"fresh","label":"8d since push","daysSincePush":8,"lastPushedAt":"2026-08-28T08:00:38+00:00"},"github_quality":{"stars":5083,"starsLabel":"5.1K","forks":200,"license":"MIT","qualityScore":91,"trustScore":76,"auditScore":87},"coverage_tags":["Research","Research agents","academic-writing","paper-analysis","agent-skill"]},"alternatives":[{"slug":"wubing2023-paperfig","name":"paperFig","url":"https://www.openagentskill.com/skills/wubing2023-paperfig","install_command":"npx skills add WUBING2023/PaperSpine --skill paperFig","trust_score":73,"audit_score":84,"safety_score":68,"why_consider":"Useful GitHub adoption: 5,088 stars","risk":{"level":"Needs review","safety_tier":"Reviewed with permission notes","safety":"68/100 Review before install","trust":"73/100 Strong shortlist","notes":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","SKILL.md does not document dependencies or setup requirements (e.g., matplotlib, numpy, Pillow, PDF and spreadsheet tooling). A user or agent cannot reliably reproduce the environment.","The skill instructs the agent to execute or inspect existing plotting code and project artifacts, but it does not explicitly state safe execution boundaries for untrusted code, reference files, or downloaded content.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]}},{"slug":"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","name":"auto-paper-improvement-loop","url":"https://www.openagentskill.com/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","install_command":"npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop","trust_score":77,"audit_score":88,"safety_score":76,"why_consider":"Matches task terms: paper","risk":{"level":"Needs review","safety_tier":"Reviewed with permission notes","safety":"76/100 Review before install","trust":"77/100 Strong shortlist","notes":["The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.","The argument hint uses an em dash (—) instead of double hyphen (--) for options like 'style-ref' and 'edit-whitelist', which could lead to parsing errors in some environments.","The skill relies on external MCP tools (mcp__codex__codex) that may not be installed or configured, potentially limiting portability.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]}},{"slug":"zhoubear-open-paperless","name":"Open Paperless","url":"https://www.openagentskill.com/skills/zhoubear-open-paperless","install_command":"npx skills add zhoubear/open-paperless","trust_score":73,"audit_score":65,"safety_score":49,"why_consider":"Matches task terms: paper","risk":{"level":"Needs review","safety_tier":"Experimental","safety":"49/100 Avoid automatic install","trust":"73/100 Strong shortlist","notes":["License is unclear","Documentation summary is thin","Repository appears stale","Repository looks stale","Quality score needs review"]}},{"slug":"mlnlp-world-ai-paper-collector","name":"AI Paper Collector","url":"https://www.openagentskill.com/skills/mlnlp-world-ai-paper-collector","install_command":"npx skills add MLNLP-World/AI-Paper-Collector","trust_score":77,"audit_score":69,"safety_score":57,"why_consider":"Matches task terms: paper","risk":{"level":"Needs review","safety_tier":"Experimental","safety":"57/100 Review before install","trust":"77/100 Strong shortlist","notes":["Documentation summary is thin","Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 3y since push"]}}],"decision_packet":{"version":"openagentskill-agent-decision-packet-v1","task":"Use paper-spine","agent":"codex","selected_skill":{"slug":"wubing2023-paperspine-paper-spine","name":"paper-spine","url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine","api_url":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperspine-paper-spine","audit_url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"886ef4d3210591fe6fffebc82667301e9442fd399ed38e96c1c8c9db5ead9711","ref":"main","path":"paperspine5/core/01_PaperSpine4/src/skill/SKILL.md","sync_status":"current"}},"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Chunk documents","Create embeddings"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","target":"codex","label":"Codex install prompt","policy":"review","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true},"trust":{"score":68,"label":"Sandbox only","version":"trust-score-v5","base_score":76,"outcome_confidence":0,"decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["68/100 Trust Score v5","76/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":94,"status":"pass","detail":"5.1K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":82,"status":"pass","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"status":"pass","detail":"8d since push"},{"id":"license","label":"License clarity","score":86,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":60,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"status":"pass","detail":"npx skills add WUBING2023/PaperSpine --skill paper-spine"},{"id":"install_safety","label":"Install command safety","score":92,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"status":"pass","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill"},{"id":"review_status","label":"Review status","score":66,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"status":"info","detail":"No agent outcome data yet"}]},"risk":{"level":"Needs review","audit_label":"Needs review","safety":"71/100 Review before install","trust":"76/100 Strong shortlist","safety_tier":"Reviewed with permission notes","notes":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","No OpenAgentSkill engagement data yet","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Production credentials, payments, or irreversible account changes without explicit human review"],"minimum_review_before_use":["Trust: 76/100 Strong shortlist","Audit: 87/100 Needs review","Safety: 71/100 Review before install","Review repository, license, install command, and permission surface before production use."]},"alternatives":[{"slug":"wubing2023-paperfig","name":"paperFig","url":"https://www.openagentskill.com/skills/wubing2023-paperfig","install_command":"npx skills add WUBING2023/PaperSpine --skill paperFig","trust_score":73,"audit_score":84,"safety_score":68,"why_consider":"Useful GitHub adoption: 5,088 stars","risk":{"level":"Needs review","safety_tier":"Reviewed with permission notes","safety":"68/100 Review before install","trust":"73/100 Strong shortlist","notes":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","SKILL.md does not document dependencies or setup requirements (e.g., matplotlib, numpy, Pillow, PDF and spreadsheet tooling). A user or agent cannot reliably reproduce the environment.","The skill instructs the agent to execute or inspect existing plotting code and project artifacts, but it does not explicitly state safe execution boundaries for untrusted code, reference files, or downloaded content.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]}},{"slug":"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","name":"auto-paper-improvement-loop","url":"https://www.openagentskill.com/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","install_command":"npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop","trust_score":77,"audit_score":88,"safety_score":76,"why_consider":"Matches task terms: paper","risk":{"level":"Needs review","safety_tier":"Reviewed with permission notes","safety":"76/100 Review before install","trust":"77/100 Strong shortlist","notes":["The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.","The argument hint uses an em dash (—) instead of double hyphen (--) for options like 'style-ref' and 'edit-whitelist', which could lead to parsing errors in some environments.","The skill relies on external MCP tools (mcp__codex__codex) that may not be installed or configured, potentially limiting portability.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]}},{"slug":"zhoubear-open-paperless","name":"Open Paperless","url":"https://www.openagentskill.com/skills/zhoubear-open-paperless","install_command":"npx skills add zhoubear/open-paperless","trust_score":73,"audit_score":65,"safety_score":49,"why_consider":"Matches task terms: paper","risk":{"level":"Needs review","safety_tier":"Experimental","safety":"49/100 Avoid automatic install","trust":"73/100 Strong shortlist","notes":["License is unclear","Documentation summary is thin","Repository appears stale","Repository looks stale","Quality score needs review"]}},{"slug":"mlnlp-world-ai-paper-collector","name":"AI Paper Collector","url":"https://www.openagentskill.com/skills/mlnlp-world-ai-paper-collector","install_command":"npx skills add MLNLP-World/AI-Paper-Collector","trust_score":77,"audit_score":69,"safety_score":57,"why_consider":"Matches task terms: paper","risk":{"level":"Needs review","safety_tier":"Experimental","safety":"57/100 Review before install","trust":"77/100 Strong shortlist","notes":["Documentation summary is thin","Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 3y since push"]}}],"outcome_feedback":{"event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","skill_slug":"wubing2023-paperspine-paper-spine","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Solved the task in a sandbox workflow.","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"886ef4d3210591fe6fffebc82667301e9442fd399ed38e96c1c8c9db5ead9711","ref":"main","path":"paperspine5/core/01_PaperSpine4/src/skill/SKILL.md","sync_status":"current"}},"cli_example":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz outcome \"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c\" --skill \"wubing2023-paperspine-paper-spine\" --task \"Use paper-spine\" --agent \"codex\" --outcome success"},"next_agent_action":"Ask for human approval or choose a safer alternative before installing.","stable_fields":["decision_packet.selected_skill","decision_packet.install","decision_packet.risk.do_not_use_when","decision_packet.alternatives","decision_packet.outcome_feedback","decision_packet.trust.decision"]},"agent_instruction":"Use paper-spine for: Use paper-spine\nReview audit: https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit\nAsk for human approval before installing: npx skills add WUBING2023/PaperSpine --skill paper-spine\nIf the audit or policy warnings are unacceptable, choose one of the alternatives."},"recommendation_lanes":{"best_match":{"rank":1,"match_score":64,"raw_match_score":446,"semantic_relevance":64,"registry_source":{"kind":"live_registry","live":true,"auto_install_eligible":true,"warning":null},"skill":{"slug":"wubing2023-paperspine-paper-spine","name":"paper-spine","description":"Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step.","category":"research","github_stars":5083,"created_at":"2026-09-02T15:01:15.890829+00:00","updated_at":"2026-08-28T08:00:38+00:00","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","github_repo":"WUBING2023/PaperSpine","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"886ef4d3210591fe6fffebc82667301e9442fd399ed38e96c1c8c9db5ead9711","ref":"main","path":"paperspine5/core/01_PaperSpine4/src/skill/SKILL.md","sync_status":"current"}},"recommendation_reasons":["Matches task terms: paper, spine","Useful GitHub adoption: 5,083 stars","Install handoff is available","Repository freshness signal is available","Registry match score 64"],"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Research agents","description":"I need my agent to research a topic, compare sources, and produce a concise report.","useCases":[{"slug":"research-agents","title":"Research agents"},{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":5083,"starsLabel":"5.1K","forks":200,"license":"MIT","qualityScore":91,"trustScore":76,"auditScore":87},"maintenance":{"status":"fresh","label":"8d since push","daysSincePush":8,"lastPushedAt":"2026-08-28T08:00:38+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Needs review"]},"coverageTags":["Research","Research agents","academic-writing","paper-analysis","agent-skill"]},"quality":{"score":91,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"5.1K","tone":"positive"},{"label":"Freshness","value":"8d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe."]},"trust":{"version":"trust-score-v4","score":76,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":94,"weight":0.13,"status":"pass","detail":"5.1K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":82,"weight":0.08,"status":"pass","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"8d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":60,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add WUBING2023/PaperSpine --skill paper-spine"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"weight":0.07,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"5.1K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"8d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add WUBING2023/PaperSpine --skill paper-spine"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern"],"warnings":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","install":"npx skills add WUBING2023/PaperSpine --skill paper-spine","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","8d since push"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["research","academic-writing","paper-analysis","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"trust_v5":{"version":"trust-score-v5","score":68,"base_score":76,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["68/100 Trust Score v5","76/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":94,"weight":0.13,"status":"pass","detail":"5.1K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":82,"weight":0.08,"status":"pass","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"8d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":60,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add WUBING2023/PaperSpine --skill paper-spine"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"weight":0.07,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"5.1K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"8d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add WUBING2023/PaperSpine --skill paper-spine"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","install":"npx skills add WUBING2023/PaperSpine --skill paper-spine","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","8d since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["research","academic-writing","paper-analysis","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","trust_score":68,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["research","academic-writing","paper-analysis","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":76,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"audit_score":87,"risk_level":"needs_review","risk_label":"Needs review","warnings":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety":{"score":71,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","summary":"Usable candidate, but the agent should surface permission and audit notes before installation.","recommended_action":"Require human approval before installing into a real workspace.","auto_install_policy":"review","reasons":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","71/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe."],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace.","reasons":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","71/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Research agents","role":"Primary pick","best_for":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Research agents task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","value":"Install the \"paper-spine\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","kind":"agent-prompt","steps":["Review paper-spine trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add wubing2023-paperspine-paper-spine","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"paper-spine\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"paper-spine\" as a Claude Code skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"paper-spine\" from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"wubing2023-paperspine-paper-spine","name":"paper-spine","description":"Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step.","category":"research","url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","github_repo":"WUBING2023/PaperSpine"},"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Chunk documents","Create embeddings"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add wubing2023-paperspine-paper-spine"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"paper-spine\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"paper-spine\" as a Claude Code skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"paper-spine\" from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/wubing2023-paperspine-paper-spine"},"trust":{"score":76,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","install":"npx skills add WUBING2023/PaperSpine --skill paper-spine","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","academic-writing","paper-analysis","agent-skill"],"known_risks":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":87,"risk_level":"needs_review","risk_label":"Needs review","warnings":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":91,"label":"Excellent"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"8d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","No OpenAgentSkill engagement data yet","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Use paper-spine","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 76/100 Strong shortlist","Audit: 87/100 Needs review","Safety: 71/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"wubing2023-paperspine-paper-spine (paper-spine)","install_command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","risk_summary":"Needs review; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"wubing2023-paperspine-paper-spine","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine","api":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperspine-paper-spine","audit":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperspine-paper-spine&task=Use%20paper-spine&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20paper-spine&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20paper-spine&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install","manifest":"https://www.openagentskill.com/api/registry/manifest/wubing2023-paperspine-paper-spine"}},"use_cases":[{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"urls":{"web":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine","api":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperspine-paper-spine","install_api":"https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install","audit":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperspine-paper-spine&task=Use%20paper-spine&max_risk=medium","badge":"https://www.openagentskill.com/api/badge/wubing2023-paperspine-paper-spine?metric=audit","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill"}},"safer_alternative":{"rank":13,"match_score":52,"raw_match_score":366.3,"semantic_relevance":52,"registry_source":{"kind":"live_registry","live":true,"auto_install_eligible":true,"warning":null},"skill":{"slug":"future-house-paper-qa","name":"Paper Qa","description":"High accuracy RAG for answering questions from scientific documents with citations","category":"data","github_stars":8688,"created_at":"2026-05-23T07:49:27.389773+00:00","updated_at":"2026-06-11T18:43:29+00:00","repository":"https://github.com/Future-House/paper-qa","github_repo":"Future-House/paper-qa","source_version":{"version":"1.0.0","commit_sha":null,"content_hash":null,"ref":null,"path":null,"sync_status":"untracked"}},"recommendation_reasons":["Matches task terms: paper","Useful GitHub adoption: 8,688 stars","Install handoff is available","Repository freshness signal is available","Registry match score 52"],"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"GitHub automation","description":"I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.","useCases":[{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"github-automation","title":"GitHub automation"},{"slug":"document-processing","title":"Document processing"}]},"applicableAgents":["CLI","Codex","Claude Code","Cursor","Python"],"install":{"ready":true,"command":"npx skills add Future-House/paper-qa","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":8688,"starsLabel":"8.7K","forks":880,"license":"Apache-2.0","qualityScore":99,"trustScore":89,"auditScore":92},"maintenance":{"status":"active","label":"3mo since push","daysSincePush":85,"lastPushedAt":"2026-06-11T18:43:29+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":true,"notes":["Documentation summary is thin"]},"coverageTags":["Coding","GitHub automation","data","rag","retrieval","ai","science","search"]},"quality":{"score":99,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"8.7K","tone":"positive"},{"label":"Freshness","value":"3mo ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":89,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/runtime risk, install safety, permission surface, and install availability.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency review.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":94,"weight":0.13,"status":"pass","detail":"8.7K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":88,"weight":0.08,"status":"pass","detail":"8.7K stars, 880 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":88,"weight":0.14,"status":"pass","detail":"3mo since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":66,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add Future-House/paper-qa"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":100,"weight":0.07,"status":"pass","detail":"no high-risk permission surface in public metadata"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/Future-House/paper-qa"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"8.7K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"8.7K stars, 880 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3mo since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add Future-House/paper-qa"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"no high-risk permission surface in public metadata"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/Future-House/paper-qa"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern"],"warnings":["Documentation summary is thin"],"evidence":{"stars":"8.7K GitHub stars","repoActivity":"8.7K stars, 880 forks","lastPushed":"3mo since push","license":"Apache-2.0","repository":"https://github.com/Future-House/paper-qa","install":"npx skills add Future-House/paper-qa","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add Future-House/paper-qa","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","3mo since push"]},"agentCompatibility":["Python","RAG","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"low","label":"Low metadata risk","notes":["Documentation summary is thin"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":true,"sandboxRequired":true,"policy":"agent_install_candidate","reason":"Trust Score v4 allows sandbox-first agent installation after normal workspace review."},"bestFor":["data","rag","retrieval","ai","science","search"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"knownRisks":["Documentation summary is thin"]},"trust_v5":{"version":"trust-score-v5","score":86,"base_score":89,"outcome_confidence":0,"tier":"strong","label":"Review then install","summary":"Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.","recommendedAction":"Use as the primary candidate after human or sandbox review.","decision":{"install_policy":"agent_install_candidate","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Ask for approval or run a sandbox-only trial before installing.","reasoning":["86/100 Trust Score v5","89/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Low metadata risk"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":94,"weight":0.13,"status":"pass","detail":"8.7K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":88,"weight":0.08,"status":"pass","detail":"8.7K stars, 880 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":88,"weight":0.14,"status":"pass","detail":"3mo since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":66,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add Future-House/paper-qa"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":100,"weight":0.07,"status":"pass","detail":"no high-risk permission surface in public metadata"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/Future-House/paper-qa"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"8.7K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"8.7K stars, 880 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3mo since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add Future-House/paper-qa"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"no high-risk permission surface in public metadata"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/Future-House/paper-qa"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["Documentation summary is thin","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"8.7K GitHub stars","repoActivity":"8.7K stars, 880 forks","lastPushed":"3mo since push","license":"Apache-2.0","repository":"https://github.com/Future-House/paper-qa","install":"npx skills add Future-House/paper-qa","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"agent_install_candidate"},"installReadiness":{"ready":true,"command":"npx skills add Future-House/paper-qa","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","3mo since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Python","RAG","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"low","label":"Low metadata risk","notes":["Documentation 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decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["data","rag","retrieval","ai","science","search"],"suited_agents":["Python","RAG","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add Future-House/paper-qa","trust_score":86,"trust_version":"trust-score-v5","risk_level":"low","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["data","rag","retrieval","ai","science","search"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"knownRisks":["Documentation summary is thin"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":89,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/runtime risk, install safety, permission surface, and install availability."}}},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"audit_score":92,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Documentation summary is thin"]},"safety":{"score":80,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed","badge":"REVIEWED","summary":"Good audit and safety signals with no high-risk permission hints in public metadata.","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","auto_install_policy":"review","reasons":["Safe-to-try audit","80/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"safe_to_try","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"}],"policy_warnings":["Documentation summary is thin"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed","badge":"REVIEWED","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","reasons":["Safe-to-try audit","80/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for RAG and knowledge","role":"Primary pick","best_for":["RAG and knowledge workflows","general agent builders","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one RAG and knowledge task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add Future-House/paper-qa","value":"Install the \"Paper Qa\" agent skill from https://github.com/Future-House/paper-qa. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: High accuracy RAG for answering questions from scientific documents with citations After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"future-house-paper-qa\",\"task\":\"Install Paper Qa\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","kind":"agent-prompt","steps":["Review Paper Qa trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add future-house-paper-qa","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Paper Qa\" agent skill from https://github.com/Future-House/paper-qa. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: High accuracy RAG for answering questions from scientific documents with citations After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"future-house-paper-qa\",\"task\":\"Install Paper Qa\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Paper Qa\" as a Claude Code skill from https://github.com/Future-House/paper-qa. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: High accuracy RAG for answering questions from scientific documents with citations After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"future-house-paper-qa\",\"task\":\"Install Paper Qa\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Paper Qa\" from https://github.com/Future-House/paper-qa into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: High accuracy RAG for answering questions from scientific documents with citations After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"future-house-paper-qa\",\"task\":\"Install Paper Qa\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"future-house-paper-qa","name":"Paper Qa","description":"High accuracy RAG for answering questions from scientific documents with citations","category":"data","url":"https://www.openagentskill.com/skills/future-house-paper-qa","repository":"https://github.com/Future-House/paper-qa","github_repo":"Future-House/paper-qa"},"suited_tasks":["RAG and knowledge workflows","general agent builders","teams that value GitHub adoption signals","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Inspect repository metadata","Compare code changes"],"suited_agents":["Python","RAG","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add Future-House/paper-qa","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add future-house-paper-qa"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Paper Qa\" agent skill from https://github.com/Future-House/paper-qa. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: High accuracy RAG for answering questions from scientific documents with citations After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"future-house-paper-qa\",\"task\":\"Install Paper Qa\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Paper Qa\" as a Claude Code skill from https://github.com/Future-House/paper-qa. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: High accuracy RAG for answering questions from scientific documents with citations After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"future-house-paper-qa\",\"task\":\"Install Paper Qa\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Paper Qa\" from https://github.com/Future-House/paper-qa into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: High accuracy RAG for answering questions from scientific documents with citations After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"future-house-paper-qa\",\"task\":\"Install Paper Qa\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/future-house-paper-qa/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/future-house-paper-qa"},"trust":{"score":89,"label":"Production candidate","version":"trust-score-v4","install_policy":"agent_install_candidate","evidence":{"stars":"8.7K GitHub stars","repoActivity":"8.7K stars, 880 forks","lastPushed":"3mo since push","license":"Apache-2.0","repository":"https://github.com/Future-House/paper-qa","install":"npx skills add Future-House/paper-qa","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":true,"sandbox_required":true,"reason":"Trust Score v4 allows sandbox-first agent installation after normal workspace review."},"best_for":["data","rag","retrieval","ai","science","search"],"known_risks":["Documentation summary is thin"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":92,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Documentation summary is thin"]},"safety_gate":{"tier":"reviewed","label":"Reviewed","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow."},"quality":{"score":99,"label":"Excellent"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"3mo since push","risk":"Safe to try"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","Documentation summary is thin","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"agent_contract":{"task_input":"Use paper-spine","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 89/100 Production candidate","Audit: 92/100 Safe to try","Safety: 80/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"future-house-paper-qa (Paper Qa)","install_command":"npx skills add Future-House/paper-qa","risk_summary":"Safe to try; Reviewed; Low metadata risk","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"future-house-paper-qa","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/future-house-paper-qa","api":"https://www.openagentskill.com/api/agent/skills/future-house-paper-qa","audit":"https://www.openagentskill.com/skills/future-house-paper-qa/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=future-house-paper-qa&task=Use%20paper-spine&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20paper-spine&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20paper-spine&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/future-house-paper-qa/install","manifest":"https://www.openagentskill.com/api/registry/manifest/future-house-paper-qa"}},"use_cases":[{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"document-processing","title":"Document processing","url":"https://www.openagentskill.com/use-cases/document-processing"}],"urls":{"web":"https://www.openagentskill.com/skills/future-house-paper-qa","api":"https://www.openagentskill.com/api/agent/skills/future-house-paper-qa","install_api":"https://www.openagentskill.com/api/skills/future-house-paper-qa/install","audit":"https://www.openagentskill.com/skills/future-house-paper-qa/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=future-house-paper-qa&task=Use%20paper-spine&max_risk=medium","badge":"https://www.openagentskill.com/api/badge/future-house-paper-qa?metric=audit","repository":"https://github.com/Future-House/paper-qa"}},"popular_alternative":{"rank":11,"match_score":40,"raw_match_score":370.1,"semantic_relevance":40,"registry_source":{"kind":"live_registry","live":true,"auto_install_eligible":true,"warning":null},"skill":{"slug":"paperless-ngx-paperless-ngx","name":"Paperless Ngx","description":"A community-supported supercharged document management system: scan, index and archive all your documents","category":"document-processing","github_stars":42258,"created_at":"2026-06-05T09:01:56.637223+00:00","updated_at":"2026-06-20T01:16:03+00:00","repository":"https://github.com/paperless-ngx/paperless-ngx","github_repo":"paperless-ngx/paperless-ngx","source_version":{"version":"1.0.0","commit_sha":null,"content_hash":null,"ref":null,"path":null,"sync_status":"untracked"}},"recommendation_reasons":["Strong GitHub adoption: 42,258 stars","Quality score 73/100","Install handoff is available","Repository freshness signal is available","Registry match score 40"],"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Document processing","description":"I need my agent to read PDFs, extract tables, and turn documents into structured data.","useCases":[{"slug":"document-processing","title":"Document processing"},{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"web-scraping","title":"Web scraping"}]},"applicableAgents":["CLI","Codex","Claude Code","Cursor","Python"],"install":{"ready":true,"command":"npx skills add paperless-ngx/paperless-ngx","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":42258,"starsLabel":"42K","forks":2813,"license":"GPL-3.0","qualityScore":100,"trustScore":89,"auditScore":92},"maintenance":{"status":"active","label":"3mo since push","daysSincePush":77,"lastPushedAt":"2026-06-20T01:16:03+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":true,"notes":["Documentation summary is thin"]},"coverageTags":["Research","Document processing","document-processing","pdf","documents","extraction","angular","archiving"]},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"42K","tone":"positive"},{"label":"Freshness","value":"3mo ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"GPL-3.0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":89,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/runtime risk, install safety, permission surface, and install availability.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency review.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":100,"weight":0.13,"status":"pass","detail":"42K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":97,"weight":0.08,"status":"pass","detail":"42K stars, 2.8K forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":88,"weight":0.14,"status":"pass","detail":"3mo since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"GPL-3.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":66,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add paperless-ngx/paperless-ngx"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"weight":0.07,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/paperless-ngx/paperless-ngx"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"42K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"42K stars, 2.8K forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3mo since push"},{"status":"pass","label":"License clarity","detail":"GPL-3.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add paperless-ngx/paperless-ngx"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/paperless-ngx/paperless-ngx"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern"],"warnings":["Documentation summary is thin"],"evidence":{"stars":"42K GitHub stars","repoActivity":"42K stars, 2.8K forks","lastPushed":"3mo since push","license":"GPL-3.0","repository":"https://github.com/paperless-ngx/paperless-ngx","install":"npx skills add paperless-ngx/paperless-ngx","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add paperless-ngx/paperless-ngx","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","3mo since push"]},"agentCompatibility":["Python","PDF","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"low","label":"Low metadata risk","notes":["Documentation summary is thin"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":true,"sandboxRequired":true,"policy":"agent_install_candidate","reason":"Trust Score v4 allows sandbox-first agent installation after normal workspace review."},"bestFor":["document-processing","pdf","documents","extraction","angular","archiving"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"knownRisks":["Documentation summary is thin"]},"trust_v5":{"version":"trust-score-v5","score":86,"base_score":89,"outcome_confidence":0,"tier":"strong","label":"Review then install","summary":"Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.","recommendedAction":"Use as the primary candidate after human or sandbox review.","decision":{"install_policy":"agent_install_candidate","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Ask for approval or run a sandbox-only trial before installing.","reasoning":["86/100 Trust Score v5","89/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Low metadata risk"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":100,"weight":0.13,"status":"pass","detail":"42K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":97,"weight":0.08,"status":"pass","detail":"42K stars, 2.8K forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":88,"weight":0.14,"status":"pass","detail":"3mo since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"GPL-3.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":66,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add paperless-ngx/paperless-ngx"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"weight":0.07,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/paperless-ngx/paperless-ngx"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"42K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"42K stars, 2.8K forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3mo since push"},{"status":"pass","label":"License clarity","detail":"GPL-3.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add paperless-ngx/paperless-ngx"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/paperless-ngx/paperless-ngx"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["Documentation summary is thin","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"42K GitHub stars","repoActivity":"42K stars, 2.8K forks","lastPushed":"3mo since push","license":"GPL-3.0","repository":"https://github.com/paperless-ngx/paperless-ngx","install":"npx skills add paperless-ngx/paperless-ngx","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"agent_install_candidate"},"installReadiness":{"ready":true,"command":"npx skills add paperless-ngx/paperless-ngx","policy":"agent_install_candidate","label":"Agent install candidate","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","3mo since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Python","PDF","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"low","label":"Low metadata risk","notes":["Documentation summary is thin"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"agent_install_candidate","reason":"Ask for approval or run a sandbox-only trial before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["document-processing","pdf","documents","extraction","angular","archiving"],"suited_agents":["Python","PDF","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add paperless-ngx/paperless-ngx","trust_score":86,"trust_version":"trust-score-v5","risk_level":"low","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["document-processing","pdf","documents","extraction","angular","archiving"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"knownRisks":["Documentation summary is thin"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":89,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill Trust Score across adoption, recent maintenance, license clarity, documentation, dependency/runtime risk, install safety, permission surface, and install availability."}}},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"audit_score":92,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Documentation summary is thin"]},"safety":{"score":76,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed","badge":"REVIEWED","summary":"Good audit and safety signals with no high-risk permission hints in public metadata.","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","auto_install_policy":"review","reasons":["Safe-to-try audit","76/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"safe_to_try","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["Documentation summary is thin"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed","badge":"REVIEWED","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","reasons":["Safe-to-try audit","76/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Document processing","role":"Primary pick","best_for":["Document processing workflows","general agent builders","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Document processing task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add paperless-ngx/paperless-ngx","value":"Install the \"Paperless Ngx\" agent skill from https://github.com/paperless-ngx/paperless-ngx. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: A community-supported supercharged document management system: scan, index and archive all your documents After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"paperless-ngx-paperless-ngx\",\"task\":\"Install Paperless Ngx\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","kind":"agent-prompt","steps":["Review Paperless Ngx trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add paperless-ngx-paperless-ngx","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Paperless Ngx\" agent skill from https://github.com/paperless-ngx/paperless-ngx. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: A community-supported supercharged document management system: scan, index and archive all your documents After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"paperless-ngx-paperless-ngx\",\"task\":\"Install Paperless Ngx\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Paperless Ngx\" as a Claude Code skill from https://github.com/paperless-ngx/paperless-ngx. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: A community-supported supercharged document management system: scan, index and archive all your documents After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"paperless-ngx-paperless-ngx\",\"task\":\"Install Paperless Ngx\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Paperless Ngx\" from https://github.com/paperless-ngx/paperless-ngx into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: A community-supported supercharged document management system: scan, index and archive all your documents After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"paperless-ngx-paperless-ngx\",\"task\":\"Install Paperless Ngx\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"paperless-ngx-paperless-ngx","name":"Paperless Ngx","description":"A community-supported supercharged document management system: scan, index and archive all your documents","category":"document-processing","url":"https://www.openagentskill.com/skills/paperless-ngx-paperless-ngx","repository":"https://github.com/paperless-ngx/paperless-ngx","github_repo":"paperless-ngx/paperless-ngx"},"suited_tasks":["Document processing workflows","general agent builders","teams that value GitHub adoption signals","Read uploaded files","Extract structured fields","Prepare clean context for downstream agents","Chunk documents","Create embeddings"],"suited_agents":["Python","PDF","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add paperless-ngx/paperless-ngx","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add paperless-ngx-paperless-ngx"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Paperless Ngx\" agent skill from https://github.com/paperless-ngx/paperless-ngx. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: A community-supported supercharged document management system: scan, index and archive all your documents After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"paperless-ngx-paperless-ngx\",\"task\":\"Install Paperless Ngx\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Paperless Ngx\" as a Claude Code skill from https://github.com/paperless-ngx/paperless-ngx. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: A community-supported supercharged document management system: scan, index and archive all your documents After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"paperless-ngx-paperless-ngx\",\"task\":\"Install Paperless Ngx\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Paperless Ngx\" from https://github.com/paperless-ngx/paperless-ngx into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: A community-supported supercharged document management system: scan, index and archive all your documents After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"paperless-ngx-paperless-ngx\",\"task\":\"Install Paperless Ngx\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/paperless-ngx-paperless-ngx/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/paperless-ngx-paperless-ngx"},"trust":{"score":89,"label":"Production candidate","version":"trust-score-v4","install_policy":"agent_install_candidate","evidence":{"stars":"42K GitHub stars","repoActivity":"42K stars, 2.8K forks","lastPushed":"3mo since push","license":"GPL-3.0","repository":"https://github.com/paperless-ngx/paperless-ngx","install":"npx skills add paperless-ngx/paperless-ngx","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":true,"sandbox_required":true,"reason":"Trust Score v4 allows sandbox-first agent installation after normal workspace review."},"best_for":["document-processing","pdf","documents","extraction","angular","archiving"],"known_risks":["Documentation summary is thin"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":92,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Documentation summary is thin"]},"safety_gate":{"tier":"reviewed","label":"Reviewed","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow."},"quality":{"score":100,"label":"Excellent"},"supply":{"track":"Research and knowledge work","scenario":"Document processing","maintenance":"3mo since push","risk":"Safe to try"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","Documentation summary is thin","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"agent_contract":{"task_input":"Use paper-spine","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 89/100 Production candidate","Audit: 92/100 Safe to try","Safety: 76/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"paperless-ngx-paperless-ngx (Paperless Ngx)","install_command":"npx skills add paperless-ngx/paperless-ngx","risk_summary":"Safe to try; Reviewed; Low metadata risk","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"paperless-ngx-paperless-ngx","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/paperless-ngx-paperless-ngx","api":"https://www.openagentskill.com/api/agent/skills/paperless-ngx-paperless-ngx","audit":"https://www.openagentskill.com/skills/paperless-ngx-paperless-ngx/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=paperless-ngx-paperless-ngx&task=Use%20paper-spine&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20paper-spine&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20paper-spine&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/paperless-ngx-paperless-ngx/install","manifest":"https://www.openagentskill.com/api/registry/manifest/paperless-ngx-paperless-ngx"}},"use_cases":[{"slug":"document-processing","title":"Document processing","url":"https://www.openagentskill.com/use-cases/document-processing"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"web-scraping","title":"Web scraping","url":"https://www.openagentskill.com/use-cases/web-scraping"}],"urls":{"web":"https://www.openagentskill.com/skills/paperless-ngx-paperless-ngx","api":"https://www.openagentskill.com/api/agent/skills/paperless-ngx-paperless-ngx","install_api":"https://www.openagentskill.com/api/skills/paperless-ngx-paperless-ngx/install","audit":"https://www.openagentskill.com/skills/paperless-ngx-paperless-ngx/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=paperless-ngx-paperless-ngx&task=Use%20paper-spine&max_risk=medium","badge":"https://www.openagentskill.com/api/badge/paperless-ngx-paperless-ngx?metric=audit","repository":"https://github.com/paperless-ngx/paperless-ngx"}},"new_contender":{"rank":2,"match_score":40,"raw_match_score":388.7,"semantic_relevance":40,"registry_source":{"kind":"live_registry","live":true,"auto_install_eligible":true,"warning":null},"skill":{"slug":"wubing2023-paperfig","name":"paperFig","description":"Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process.","category":"research","github_stars":5088,"created_at":"2026-09-03T09:02:08.916292+00:00","updated_at":"2026-08-28T08:00:38+00:00","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill","github_repo":"WUBING2023/PaperSpine","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"bd477f5bb207afecffe5b437d61ba686753d125ac02a77e4fb9d4ddbc10ee2bc","ref":"main","path":"paperspine5/core/02_PaperFigure/02_paperFig_skill/SKILL.md","sync_status":"current"}},"recommendation_reasons":["Useful GitHub adoption: 5,088 stars","Install handoff is available","Repository freshness signal is available","Registry match score 40"],"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Research agents","description":"I need my agent to research a topic, compare sources, and produce a concise report.","useCases":[{"slug":"research-agents","title":"Research agents"},{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add WUBING2023/PaperSpine --skill paperFig","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":5088,"starsLabel":"5.1K","forks":200,"license":"MIT","qualityScore":84,"trustScore":73,"auditScore":84},"maintenance":{"status":"fresh","label":"8d since push","daysSincePush":8,"lastPushedAt":"2026-08-28T08:00:38+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","SKILL.md does not document dependencies or setup requirements (e.g., matplotlib, numpy, Pillow, PDF and spreadsheet tooling). A user or agent cannot reliably reproduce the environment.","The skill instructs the agent to execute or inspect existing plotting code and project artifacts, but it does not explicitly state safe execution boundaries for untrusted code, reference files, or downloaded content.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"coverageTags":["Research","Research agents","agent-skill"]},"quality":{"score":84,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"5.1K","tone":"positive"},{"label":"Freshness","value":"8d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented."]},"trust":{"version":"trust-score-v4","score":73,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":94,"weight":0.13,"status":"pass","detail":"5.1K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":82,"weight":0.08,"status":"pass","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"8d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":52,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add WUBING2023/PaperSpine --skill paperFig"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"weight":0.07,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"5.1K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"8d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add WUBING2023/PaperSpine --skill paperFig"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern"],"warnings":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill","install":"npx skills add WUBING2023/PaperSpine --skill paperFig","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add WUBING2023/PaperSpine --skill paperFig","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","8d since push"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"trust_v5":{"version":"trust-score-v5","score":65,"base_score":73,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["65/100 Trust Score v5","73/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":94,"weight":0.13,"status":"pass","detail":"5.1K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":82,"weight":0.08,"status":"pass","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"8d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":52,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add WUBING2023/PaperSpine --skill paperFig"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"weight":0.07,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"5.1K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"8d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add WUBING2023/PaperSpine --skill paperFig"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill","install":"npx skills add WUBING2023/PaperSpine --skill paperFig","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add WUBING2023/PaperSpine --skill paperFig","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","8d since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["research","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add WUBING2023/PaperSpine --skill paperFig","trust_score":65,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":73,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"audit_score":84,"risk_level":"needs_review","risk_label":"Needs review","warnings":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","SKILL.md does not document dependencies or setup requirements (e.g., matplotlib, numpy, Pillow, PDF and spreadsheet tooling). A user or agent cannot reliably reproduce the environment.","The skill instructs the agent to execute or inspect existing plotting code and project artifacts, but it does not explicitly state safe execution boundaries for untrusted code, reference files, or downloaded content.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety":{"score":68,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","summary":"Usable candidate, but the agent should surface permission and audit notes before installation.","recommended_action":"Require human approval before installing into a real workspace.","auto_install_policy":"review","reasons":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","68/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented."],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace.","reasons":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","68/100 agent safety score"]},"decision":{"readiness_score":95,"readiness_label":"Production-ready","headline":"Primary pick for Research agents","role":"Primary pick","best_for":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Research agents task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add WUBING2023/PaperSpine --skill paperFig","value":"Install the \"paperFig\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperfig\",\"task\":\"Install paperFig\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","kind":"agent-prompt","steps":["Review paperFig trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add wubing2023-paperfig","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"paperFig\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperfig\",\"task\":\"Install paperFig\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"paperFig\" as a Claude Code skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperfig\",\"task\":\"Install paperFig\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"paperFig\" from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperfig\",\"task\":\"Install paperFig\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"wubing2023-paperfig","name":"paperFig","description":"Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process.","category":"research","url":"https://www.openagentskill.com/skills/wubing2023-paperfig","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill","github_repo":"WUBING2023/PaperSpine"},"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Chunk documents","Create embeddings"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add WUBING2023/PaperSpine --skill paperFig","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add wubing2023-paperfig"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"paperFig\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperfig\",\"task\":\"Install paperFig\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"paperFig\" as a Claude Code skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperfig\",\"task\":\"Install paperFig\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"paperFig\" from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperfig\",\"task\":\"Install paperFig\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/wubing2023-paperfig/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/wubing2023-paperfig"},"trust":{"score":73,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill","install":"npx skills add WUBING2023/PaperSpine --skill paperFig","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":84,"risk_level":"needs_review","risk_label":"Needs review","warnings":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","SKILL.md does not document dependencies or setup requirements (e.g., matplotlib, numpy, Pillow, PDF and spreadsheet tooling). A user or agent cannot reliably reproduce the environment.","The skill instructs the agent to execute or inspect existing plotting code and project artifacts, but it does not explicitly state safe execution boundaries for untrusted code, reference files, or downloaded content.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":84,"label":"Strong"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"8d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","No OpenAgentSkill engagement data yet","SKILL.md does not document dependencies or setup requirements (e.g., matplotlib, numpy, Pillow, PDF and spreadsheet tooling). A user or agent cannot reliably reproduce the environment.","The skill instructs the agent to execute or inspect existing plotting code and project artifacts, but it does not explicitly state safe execution boundaries for untrusted code, reference files, or downloaded content.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"agent_contract":{"task_input":"Use paper-spine","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 73/100 Strong shortlist","Audit: 84/100 Needs review","Safety: 68/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"wubing2023-paperfig (paperFig)","install_command":"npx skills add WUBING2023/PaperSpine --skill paperFig","risk_summary":"Needs review; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"wubing2023-paperfig","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/wubing2023-paperfig","api":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperfig","audit":"https://www.openagentskill.com/skills/wubing2023-paperfig/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperfig&task=Use%20paper-spine&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20paper-spine&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20paper-spine&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/wubing2023-paperfig/install","manifest":"https://www.openagentskill.com/api/registry/manifest/wubing2023-paperfig"}},"use_cases":[{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"urls":{"web":"https://www.openagentskill.com/skills/wubing2023-paperfig","api":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperfig","install_api":"https://www.openagentskill.com/api/skills/wubing2023-paperfig/install","audit":"https://www.openagentskill.com/skills/wubing2023-paperfig/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperfig&task=Use%20paper-spine&max_risk=medium","badge":"https://www.openagentskill.com/api/badge/wubing2023-paperfig?metric=audit","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill"}},"no_skill_option":{"recommended":true,"label":"Build without a third-party skill","reason":"Use a native agent workflow when the third-party permission or maintenance surface is not acceptable.","action":"Use the agent’s built-in tools for one narrow run, then reconsider a skill only if the workflow repeats."}},"selected":{"rank":1,"match_score":64,"raw_match_score":446,"semantic_relevance":64,"registry_source":{"kind":"live_registry","live":true,"auto_install_eligible":true,"warning":null},"skill":{"slug":"wubing2023-paperspine-paper-spine","name":"paper-spine","description":"Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step.","category":"research","github_stars":5083,"created_at":"2026-09-02T15:01:15.890829+00:00","updated_at":"2026-08-28T08:00:38+00:00","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","github_repo":"WUBING2023/PaperSpine","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"886ef4d3210591fe6fffebc82667301e9442fd399ed38e96c1c8c9db5ead9711","ref":"main","path":"paperspine5/core/01_PaperSpine4/src/skill/SKILL.md","sync_status":"current"}},"recommendation_reasons":["Matches task terms: paper, spine","Useful GitHub adoption: 5,083 stars","Install handoff is available","Repository freshness signal is available","Registry match score 64"],"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Research agents","description":"I need my agent to research a topic, compare sources, and produce a concise report.","useCases":[{"slug":"research-agents","title":"Research agents"},{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":5083,"starsLabel":"5.1K","forks":200,"license":"MIT","qualityScore":91,"trustScore":76,"auditScore":87},"maintenance":{"status":"fresh","label":"8d since push","daysSincePush":8,"lastPushedAt":"2026-08-28T08:00:38+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Needs review"]},"coverageTags":["Research","Research agents","academic-writing","paper-analysis","agent-skill"]},"quality":{"score":91,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"5.1K","tone":"positive"},{"label":"Freshness","value":"8d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe."]},"trust":{"version":"trust-score-v4","score":76,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":94,"weight":0.13,"status":"pass","detail":"5.1K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":82,"weight":0.08,"status":"pass","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"8d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":60,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add WUBING2023/PaperSpine --skill paper-spine"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"weight":0.07,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"5.1K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"8d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add WUBING2023/PaperSpine --skill paper-spine"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern"],"warnings":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","install":"npx skills add WUBING2023/PaperSpine --skill paper-spine","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","8d since push"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["research","academic-writing","paper-analysis","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"trust_v5":{"version":"trust-score-v5","score":68,"base_score":76,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["68/100 Trust Score v5","76/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":94,"weight":0.13,"status":"pass","detail":"5.1K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":82,"weight":0.08,"status":"pass","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"8d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":60,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add WUBING2023/PaperSpine --skill paper-spine"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"weight":0.07,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"5.1K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"8d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add WUBING2023/PaperSpine --skill paper-spine"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","install":"npx skills add WUBING2023/PaperSpine --skill paper-spine","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","8d since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["research","academic-writing","paper-analysis","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","trust_score":68,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["research","academic-writing","paper-analysis","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":76,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"audit_score":87,"risk_level":"needs_review","risk_label":"Needs review","warnings":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety":{"score":71,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","summary":"Usable candidate, but the agent should surface permission and audit notes before installation.","recommended_action":"Require human approval before installing into a real workspace.","auto_install_policy":"review","reasons":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","71/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe."],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace.","reasons":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","71/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Research agents","role":"Primary pick","best_for":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Research agents task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","value":"Install the \"paper-spine\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","kind":"agent-prompt","steps":["Review paper-spine trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add wubing2023-paperspine-paper-spine","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"paper-spine\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"paper-spine\" as a Claude Code skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"paper-spine\" from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"wubing2023-paperspine-paper-spine","name":"paper-spine","description":"Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step.","category":"research","url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","github_repo":"WUBING2023/PaperSpine"},"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Chunk documents","Create embeddings"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add wubing2023-paperspine-paper-spine"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"paper-spine\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"paper-spine\" as a Claude Code skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"paper-spine\" from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/wubing2023-paperspine-paper-spine"},"trust":{"score":76,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","install":"npx skills add WUBING2023/PaperSpine --skill paper-spine","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","academic-writing","paper-analysis","agent-skill"],"known_risks":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":87,"risk_level":"needs_review","risk_label":"Needs review","warnings":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":91,"label":"Excellent"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"8d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","No OpenAgentSkill engagement data yet","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Production credentials, payments, or irreversible account changes without explicit human review"],"agent_contract":{"task_input":"Use paper-spine","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 76/100 Strong shortlist","Audit: 87/100 Needs review","Safety: 71/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"wubing2023-paperspine-paper-spine (paper-spine)","install_command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","risk_summary":"Needs review; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"wubing2023-paperspine-paper-spine","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine","api":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperspine-paper-spine","audit":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperspine-paper-spine&task=Use%20paper-spine&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20paper-spine&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20paper-spine&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install","manifest":"https://www.openagentskill.com/api/registry/manifest/wubing2023-paperspine-paper-spine"}},"use_cases":[{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"urls":{"web":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine","api":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperspine-paper-spine","install_api":"https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install","audit":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperspine-paper-spine&task=Use%20paper-spine&max_risk=medium","badge":"https://www.openagentskill.com/api/badge/wubing2023-paperspine-paper-spine?metric=audit","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill"}},"alternatives":[{"rank":2,"match_score":40,"raw_match_score":388.7,"semantic_relevance":40,"registry_source":{"kind":"live_registry","live":true,"auto_install_eligible":true,"warning":null},"skill":{"slug":"wubing2023-paperfig","name":"paperFig","description":"Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process.","category":"research","github_stars":5088,"created_at":"2026-09-03T09:02:08.916292+00:00","updated_at":"2026-08-28T08:00:38+00:00","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill","github_repo":"WUBING2023/PaperSpine","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"bd477f5bb207afecffe5b437d61ba686753d125ac02a77e4fb9d4ddbc10ee2bc","ref":"main","path":"paperspine5/core/02_PaperFigure/02_paperFig_skill/SKILL.md","sync_status":"current"}},"recommendation_reasons":["Useful GitHub adoption: 5,088 stars","Install handoff is available","Repository freshness signal is available","Registry match score 40"],"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Research agents","description":"I need my agent to research a topic, compare sources, and produce a concise report.","useCases":[{"slug":"research-agents","title":"Research agents"},{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add WUBING2023/PaperSpine --skill paperFig","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":5088,"starsLabel":"5.1K","forks":200,"license":"MIT","qualityScore":84,"trustScore":73,"auditScore":84},"maintenance":{"status":"fresh","label":"8d since push","daysSincePush":8,"lastPushedAt":"2026-08-28T08:00:38+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","SKILL.md does not document dependencies or setup requirements (e.g., matplotlib, numpy, Pillow, PDF and spreadsheet tooling). A user or agent cannot reliably reproduce the environment.","The skill instructs the agent to execute or inspect existing plotting code and project artifacts, but it does not explicitly state safe execution boundaries for untrusted code, reference files, or downloaded content.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"coverageTags":["Research","Research agents","agent-skill"]},"quality":{"score":84,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"5.1K","tone":"positive"},{"label":"Freshness","value":"8d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented."]},"trust":{"version":"trust-score-v4","score":73,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":94,"weight":0.13,"status":"pass","detail":"5.1K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":82,"weight":0.08,"status":"pass","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"8d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":52,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add WUBING2023/PaperSpine --skill paperFig"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"weight":0.07,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"5.1K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"8d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add WUBING2023/PaperSpine --skill paperFig"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern"],"warnings":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill","install":"npx skills add WUBING2023/PaperSpine --skill paperFig","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add WUBING2023/PaperSpine --skill paperFig","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","8d since push"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"trust_v5":{"version":"trust-score-v5","score":65,"base_score":73,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["65/100 Trust Score v5","73/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":94,"weight":0.13,"status":"pass","detail":"5.1K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":82,"weight":0.08,"status":"pass","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"8d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":52,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add WUBING2023/PaperSpine --skill paperFig"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"weight":0.07,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"5.1K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"8d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add WUBING2023/PaperSpine --skill paperFig"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill","install":"npx skills add WUBING2023/PaperSpine --skill paperFig","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add WUBING2023/PaperSpine --skill paperFig","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","8d since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["research","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add WUBING2023/PaperSpine --skill paperFig","trust_score":65,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":73,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"audit_score":84,"risk_level":"needs_review","risk_label":"Needs review","warnings":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","SKILL.md does not document dependencies or setup requirements (e.g., matplotlib, numpy, Pillow, PDF and spreadsheet tooling). A user or agent cannot reliably reproduce the environment.","The skill instructs the agent to execute or inspect existing plotting code and project artifacts, but it does not explicitly state safe execution boundaries for untrusted code, reference files, or downloaded content.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety":{"score":68,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","summary":"Usable candidate, but the agent should surface permission and audit notes before installation.","recommended_action":"Require human approval before installing into a real workspace.","auto_install_policy":"review","reasons":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","68/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented."],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace.","reasons":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","68/100 agent safety score"]},"decision":{"readiness_score":95,"readiness_label":"Production-ready","headline":"Primary pick for Research agents","role":"Primary pick","best_for":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Research agents task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add WUBING2023/PaperSpine --skill paperFig","value":"Install the \"paperFig\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperfig\",\"task\":\"Install paperFig\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","kind":"agent-prompt","steps":["Review paperFig trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add wubing2023-paperfig","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"paperFig\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperfig\",\"task\":\"Install paperFig\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"paperFig\" as a Claude Code skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperfig\",\"task\":\"Install paperFig\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"paperFig\" from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperfig\",\"task\":\"Install paperFig\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"wubing2023-paperfig","name":"paperFig","description":"Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process.","category":"research","url":"https://www.openagentskill.com/skills/wubing2023-paperfig","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill","github_repo":"WUBING2023/PaperSpine"},"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Chunk documents","Create embeddings"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add WUBING2023/PaperSpine --skill paperFig","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add wubing2023-paperfig"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"paperFig\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperfig\",\"task\":\"Install paperFig\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"paperFig\" as a Claude Code skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperfig\",\"task\":\"Install paperFig\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"paperFig\" from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Design, implement, revise, and validate publication-quality scientific figures from references, existing plotting code, and real project data. Trace every figure to source code and inputs; deconstruct reference figures; plan the scientific story and multi-panel structure; build complex model architecture and statistical panels; enforce a consistent visual system; and render-verify PDF/SVG/PNG outputs. Use for 科研配图, 论文配图, 找图的源代码, 参考图复刻与改造, 模型框架图, 多面板主图, figure redesign, or standardizing a research-figure process. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperfig\",\"task\":\"Install paperFig\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/wubing2023-paperfig/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/wubing2023-paperfig"},"trust":{"score":73,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"5.1K GitHub stars","repoActivity":"5.1K stars, 200 forks","lastPushed":"8d since push","license":"MIT","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill","install":"npx skills add WUBING2023/PaperSpine --skill paperFig","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":84,"risk_level":"needs_review","risk_label":"Needs review","warnings":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","SKILL.md does not document dependencies or setup requirements (e.g., matplotlib, numpy, Pillow, PDF and spreadsheet tooling). A user or agent cannot reliably reproduce the environment.","The skill instructs the agent to execute or inspect existing plotting code and project artifacts, but it does not explicitly state safe execution boundaries for untrusted code, reference files, or downloaded content.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":84,"label":"Strong"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"8d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","No OpenAgentSkill engagement data yet","SKILL.md does not document dependencies or setup requirements (e.g., matplotlib, numpy, Pillow, PDF and spreadsheet tooling). A user or agent cannot reliably reproduce the environment.","The skill instructs the agent to execute or inspect existing plotting code and project artifacts, but it does not explicitly state safe execution boundaries for untrusted code, reference files, or downloaded content.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"agent_contract":{"task_input":"Use paper-spine","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 73/100 Strong shortlist","Audit: 84/100 Needs review","Safety: 68/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"wubing2023-paperfig (paperFig)","install_command":"npx skills add WUBING2023/PaperSpine --skill paperFig","risk_summary":"Needs review; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"wubing2023-paperfig","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/wubing2023-paperfig","api":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperfig","audit":"https://www.openagentskill.com/skills/wubing2023-paperfig/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperfig&task=Use%20paper-spine&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20paper-spine&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20paper-spine&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/wubing2023-paperfig/install","manifest":"https://www.openagentskill.com/api/registry/manifest/wubing2023-paperfig"}},"use_cases":[{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"urls":{"web":"https://www.openagentskill.com/skills/wubing2023-paperfig","api":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperfig","install_api":"https://www.openagentskill.com/api/skills/wubing2023-paperfig/install","audit":"https://www.openagentskill.com/skills/wubing2023-paperfig/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperfig&task=Use%20paper-spine&max_risk=medium","badge":"https://www.openagentskill.com/api/badge/wubing2023-paperfig?metric=audit","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/02_PaperFigure/02_paperFig_skill"}},{"rank":3,"match_score":52,"raw_match_score":385.1,"semantic_relevance":52,"registry_source":{"kind":"live_registry","live":true,"auto_install_eligible":true,"warning":null},"skill":{"slug":"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","name":"auto-paper-improvement-loop","description":"Autonomously improve a generated paper via GPT-5.6-Sol xhigh review → implement fixes → recompile, for 2 rounds. Use when user says \\\"改论文\\\", \\\"improve paper\\\", \\\"论文润色循环\\\", \\\"auto improve\\\", or wants to iteratively polish a generated paper.","category":"research","github_stars":15640,"created_at":"2026-09-02T15:01:10.714007+00:00","updated_at":"2026-09-02T14:49:53+00:00","repository":"https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop","github_repo":"wanshuiyin/Auto-claude-code-research-in-sleep","source_version":{"version":"1.0.0","commit_sha":null,"content_hash":"acc1114d7f6f12f2a199f55022b42b33ce4a58492e54178acb297bf137bd3ca1","ref":"main","path":"skills/auto-paper-improvement-loop/SKILL.md","sync_status":"untracked"}},"recommendation_reasons":["Matches task terms: paper","Strong GitHub adoption: 15,640 stars","Install handoff is available","Repository freshness signal is available","Registry match score 52"],"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Research agents","description":"I need my agent to research a topic, compare sources, and produce a concise report.","useCases":[{"slug":"coding-agents","title":"Coding agents"},{"slug":"browser-automation","title":"Browser automation"},{"slug":"research-agents","title":"Research agents"}]},"applicableAgents":["Claude Code","OpenAI Agents","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":15640,"starsLabel":"16K","forks":1362,"license":"MIT","qualityScore":95,"trustScore":77,"auditScore":88},"maintenance":{"status":"fresh","label":"2d since push","daysSincePush":2,"lastPushedAt":"2026-09-02T14:49:53+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.","The argument hint uses an em dash (—) instead of double hyphen (--) for options like 'style-ref' and 'edit-whitelist', which could lead to parsing errors in some environments.","The skill relies on external MCP tools (mcp__codex__codex) that may not be installed or configured, potentially limiting portability.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"coverageTags":["Research","Research agents","research-automation","paper-writing","agent-skill"]},"quality":{"score":95,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"16K","tone":"positive"},{"label":"Freshness","value":"2d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible."]},"trust":{"version":"trust-score-v4","score":77,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":100,"weight":0.13,"status":"pass","detail":"16K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":97,"weight":0.08,"status":"pass","detail":"16K stars, 1.4K forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"2d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":60,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":100,"weight":0.07,"status":"pass","detail":"no high-risk permission surface in public metadata"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"16K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"16K stars, 1.4K forks; 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this could cause runtime failures if the model is not accessible.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"trust_v5":{"version":"trust-score-v5","score":69,"base_score":77,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. 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issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"2d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":60,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":100,"weight":0.07,"status":"pass","detail":"no high-risk permission surface in public metadata"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"16K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"16K stars, 1.4K forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"2d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"no high-risk permission surface in public metadata"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"16K GitHub stars","repoActivity":"16K stars, 1.4K forks","lastPushed":"2d since push","license":"MIT","repository":"https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop","install":"npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","2d since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["research","research-automation","paper-writing","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop","trust_score":69,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["research","research-automation","paper-writing","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":77,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"audit_score":88,"risk_level":"needs_review","risk_label":"Needs review","warnings":["The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.","The argument hint uses an em dash (—) instead of double hyphen (--) for options like 'style-ref' and 'edit-whitelist', which could lead to parsing errors in some environments.","The skill relies on external MCP tools (mcp__codex__codex) that may not be installed or configured, potentially limiting portability.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety":{"score":76,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","summary":"Usable candidate, but the agent should surface permission and audit notes before installation.","recommended_action":"Require human approval before installing into a real workspace.","auto_install_policy":"review","reasons":["The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.","76/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"}],"policy_warnings":["The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible."],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace.","reasons":["The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.","76/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Coding agents","role":"Primary pick","best_for":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.","No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Coding agents task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop","value":"Install the \"auto-paper-improvement-loop\" agent skill from https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Autonomously improve a generated paper via GPT-5.6-Sol xhigh review → implement fixes → recompile, for 2 rounds. Use when user says \\\"改论文\\\", \\\"improve paper\\\", \\\"论文润色循环\\\", \\\"auto improve\\\", or wants to iteratively polish a generated paper. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop\",\"task\":\"Install auto-paper-improvement-loop\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","kind":"agent-prompt","steps":["Review auto-paper-improvement-loop trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"auto-paper-improvement-loop\" agent skill from https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Autonomously improve a generated paper via GPT-5.6-Sol xhigh review → implement fixes → recompile, for 2 rounds. Use when user says \\\"改论文\\\", \\\"improve paper\\\", \\\"论文润色循环\\\", \\\"auto improve\\\", or wants to iteratively polish a generated paper. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop\",\"task\":\"Install auto-paper-improvement-loop\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"auto-paper-improvement-loop\" as a Claude Code skill from https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Autonomously improve a generated paper via GPT-5.6-Sol xhigh review → implement fixes → recompile, for 2 rounds. Use when user says \\\"改论文\\\", \\\"improve paper\\\", \\\"论文润色循环\\\", \\\"auto improve\\\", or wants to iteratively polish a generated paper. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop\",\"task\":\"Install auto-paper-improvement-loop\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"auto-paper-improvement-loop\" from https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Autonomously improve a generated paper via GPT-5.6-Sol xhigh review → implement fixes → recompile, for 2 rounds. Use when user says \\\"改论文\\\", \\\"improve paper\\\", \\\"论文润色循环\\\", \\\"auto improve\\\", or wants to iteratively polish a generated paper. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop\",\"task\":\"Install auto-paper-improvement-loop\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","name":"auto-paper-improvement-loop","description":"Autonomously improve a generated paper via GPT-5.6-Sol xhigh review → implement fixes → recompile, for 2 rounds. Use when user says \\\"改论文\\\", \\\"improve paper\\\", \\\"论文润色循环\\\", \\\"auto improve\\\", or wants to iteratively polish a generated paper.","category":"research","url":"https://www.openagentskill.com/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","repository":"https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop","github_repo":"wanshuiyin/Auto-claude-code-research-in-sleep"},"suited_tasks":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect source files","Explain architecture","Patch bugs and verify changes","Navigate pages","Click and type safely"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"auto-paper-improvement-loop\" agent skill from https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Autonomously improve a generated paper via GPT-5.6-Sol xhigh review → implement fixes → recompile, for 2 rounds. Use when user says \\\"改论文\\\", \\\"improve paper\\\", \\\"论文润色循环\\\", \\\"auto improve\\\", or wants to iteratively polish a generated paper. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop\",\"task\":\"Install auto-paper-improvement-loop\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"auto-paper-improvement-loop\" as a Claude Code skill from https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Autonomously improve a generated paper via GPT-5.6-Sol xhigh review → implement fixes → recompile, for 2 rounds. Use when user says \\\"改论文\\\", \\\"improve paper\\\", \\\"论文润色循环\\\", \\\"auto improve\\\", or wants to iteratively polish a generated paper. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop\",\"task\":\"Install auto-paper-improvement-loop\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"auto-paper-improvement-loop\" from https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Autonomously improve a generated paper via GPT-5.6-Sol xhigh review → implement fixes → recompile, for 2 rounds. Use when user says \\\"改论文\\\", \\\"improve paper\\\", \\\"论文润色循环\\\", \\\"auto improve\\\", or wants to iteratively polish a generated paper. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop\",\"task\":\"Install auto-paper-improvement-loop\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop"},"trust":{"score":77,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"16K GitHub stars","repoActivity":"16K stars, 1.4K forks","lastPushed":"2d since push","license":"MIT","repository":"https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop","install":"npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","research-automation","paper-writing","agent-skill"],"known_risks":["The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":88,"risk_level":"needs_review","risk_label":"Needs review","warnings":["The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.","The argument hint uses an em dash (—) instead of double hyphen (--) for options like 'style-ref' and 'edit-whitelist', which could lead to parsing errors in some environments.","The skill relies on external MCP tools (mcp__codex__codex) that may not be installed or configured, potentially limiting portability.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":95,"label":"Excellent"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"2d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.","No OpenAgentSkill engagement data yet","The argument hint uses an em dash (—) instead of double hyphen (--) for options like 'style-ref' and 'edit-whitelist', which could lead to parsing errors in some environments.","The skill relies on external MCP tools (mcp__codex__codex) that may not be installed or configured, potentially limiting portability.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"agent_contract":{"task_input":"Use paper-spine","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 77/100 Strong shortlist","Audit: 88/100 Needs review","Safety: 76/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop (auto-paper-improvement-loop)","install_command":"npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop","risk_summary":"Needs review; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","api":"https://www.openagentskill.com/api/agent/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","audit":"https://www.openagentskill.com/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop&task=Use%20paper-spine&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20paper-spine&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20paper-spine&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop/install","manifest":"https://www.openagentskill.com/api/registry/manifest/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop"}},"use_cases":[{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"}],"urls":{"web":"https://www.openagentskill.com/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","api":"https://www.openagentskill.com/api/agent/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","install_api":"https://www.openagentskill.com/api/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop/install","audit":"https://www.openagentskill.com/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop&task=Use%20paper-spine&max_risk=medium","badge":"https://www.openagentskill.com/api/badge/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop?metric=audit","repository":"https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop"}},{"rank":4,"match_score":52,"raw_match_score":383.7,"semantic_relevance":52,"registry_source":{"kind":"live_registry","live":true,"auto_install_eligible":true,"warning":null},"skill":{"slug":"zhoubear-open-paperless","name":"Open Paperless","description":" Scan, index, and archive all of your paper documents (acquired by Mayan EDMS)","category":"document-processing","github_stars":2562,"created_at":"2026-05-23T20:01:01.360987+00:00","updated_at":"2018-12-10T19:04:25+00:00","repository":"https://github.com/zhoubear/open-paperless","github_repo":"zhoubear/open-paperless","source_version":{"version":"1.0.0","commit_sha":null,"content_hash":null,"ref":null,"path":null,"sync_status":"untracked"}},"recommendation_reasons":["Matches task terms: paper","Useful GitHub adoption: 2,562 stars","Install handoff is available","Repository freshness signal is available","Registry match score 52"],"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Document processing","description":"I need my agent to read PDFs, extract tables, and turn documents into structured data.","useCases":[{"slug":"document-processing","title":"Document processing"},{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"github-automation","title":"GitHub automation"}]},"applicableAgents":["CLI","Codex","Claude Code","Cursor","Python"],"install":{"ready":true,"command":"npx skills add zhoubear/open-paperless","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":2562,"starsLabel":"2.6K","forks":220,"license":"Unknown","qualityScore":63,"trustScore":73,"auditScore":65},"maintenance":{"status":"stale","label":"8y since push","daysSincePush":2825,"lastPushedAt":"2018-12-10T19:04:25+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["License is unclear","Documentation summary is thin","Repository appears stale","Repository looks stale","Quality score needs review"]},"coverageTags":["Research","Document processing","document-processing","ocr","documents","extraction","groupware","office"]},"quality":{"score":63,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"2.6K","tone":"positive"},{"label":"Freshness","value":"8y ago","tone":"warning"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Unknown","tone":"neutral"}],"warnings":["Repository looks stale"]},"trust":{"version":"trust-score-v4","score":73,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":86,"weight":0.13,"status":"pass","detail":"2.6K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":77,"weight":0.08,"status":"info","detail":"2.6K stars, 220 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":22,"weight":0.14,"status":"fail","detail":"8y since push"},{"id":"license","label":"License clarity","score":42,"weight":0.09,"status":"warn","detail":"Unknown"},{"id":"documentation","label":"README/SKILL.md completeness","score":50,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add zhoubear/open-paperless"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"weight":0.07,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/zhoubear/open-paperless"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"2.6K GitHub stars"},{"status":"info","label":"Stars/forks activity","detail":"2.6K stars, 220 forks; issue activity unavailable in current metadata"},{"status":"fail","label":"Recent maintenance","detail":"8y since push"},{"status":"warn","label":"License clarity","detail":"Unknown"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add zhoubear/open-paperless"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/zhoubear/open-paperless"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Meaningful GitHub adoption signal","Install command has no obvious high-risk pattern"],"warnings":["License is unclear","Repository looks stale","Quality score needs review","Documentation summary is thin","Recent maintenance: 8y since push","License clarity: Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"evidence":{"stars":"2.6K GitHub stars","repoActivity":"2.6K stars, 220 forks","lastPushed":"8y since push","license":"Unknown","repository":"https://github.com/zhoubear/open-paperless","install":"npx skills add zhoubear/open-paperless","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add zhoubear/open-paperless","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is unclear","No Agent Proven outcome evidence yet","8y since push"]},"agentCompatibility":["Python","OCR","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["License is unclear","Repository looks stale","Quality score needs review","Documentation summary is thin","Recent maintenance: 8y since push"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["document-processing","ocr","documents","extraction","groupware","office"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Commercial reuse before clarifying license terms"],"knownRisks":["License is unclear","Repository looks stale","Quality score needs review","Documentation summary is thin","Recent maintenance: 8y since push","License clarity: Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"trust_v5":{"version":"trust-score-v5","score":65,"base_score":73,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["65/100 Trust Score v5","73/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":86,"weight":0.13,"status":"pass","detail":"2.6K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":77,"weight":0.08,"status":"info","detail":"2.6K stars, 220 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":22,"weight":0.14,"status":"fail","detail":"8y since push"},{"id":"license","label":"License clarity","score":42,"weight":0.09,"status":"warn","detail":"Unknown"},{"id":"documentation","label":"README/SKILL.md completeness","score":50,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add zhoubear/open-paperless"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"weight":0.07,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/zhoubear/open-paperless"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"2.6K GitHub stars"},{"status":"info","label":"Stars/forks activity","detail":"2.6K stars, 220 forks; issue activity unavailable in current metadata"},{"status":"fail","label":"Recent maintenance","detail":"8y since push"},{"status":"warn","label":"License clarity","detail":"Unknown"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add zhoubear/open-paperless"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/zhoubear/open-paperless"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Meaningful GitHub adoption signal","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["License is unclear","Repository looks stale","Quality score needs review","Documentation summary is thin","Recent maintenance: 8y since push","License clarity: Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"2.6K GitHub stars","repoActivity":"2.6K stars, 220 forks","lastPushed":"8y since push","license":"Unknown","repository":"https://github.com/zhoubear/open-paperless","install":"npx skills add zhoubear/open-paperless","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add zhoubear/open-paperless","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is unclear","No Agent Proven outcome evidence yet","8y since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Python","OCR","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["License is unclear","Repository looks stale","Quality score needs review","Documentation summary is thin","Recent maintenance: 8y since push"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["document-processing","ocr","documents","extraction","groupware","office"],"suited_agents":["Python","OCR","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add zhoubear/open-paperless","trust_score":65,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Commercial reuse before clarifying license terms"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["document-processing","ocr","documents","extraction","groupware","office"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Commercial reuse before clarifying license terms"],"knownRisks":["License is unclear","Repository looks stale","Quality score needs review","Documentation summary is thin","Recent maintenance: 8y since push","License clarity: Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":73,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"audit_score":65,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Documentation summary is thin","Repository appears stale","Repository looks stale","Quality score needs review"]},"safety":{"score":49,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_policy":"review","reasons":["License is unclear","49/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["License is unclear"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["License is unclear","49/100 agent safety score"]},"decision":{"readiness_score":65,"readiness_label":"Prototype first","headline":"Fallback candidate for Document processing","role":"Fallback candidate","best_for":["Document processing workflows","general agent builders","teams that value GitHub adoption signals"],"risks":["Repository looks stale","No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Document processing task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add zhoubear/open-paperless","value":"Install the \"Open Paperless\" agent skill from https://github.com/zhoubear/open-paperless. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Scan, index, and archive all of your paper documents (acquired by Mayan EDMS) After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"zhoubear-open-paperless\",\"task\":\"Install Open Paperless\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","kind":"agent-prompt","steps":["Review Open Paperless trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add zhoubear-open-paperless","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Open Paperless\" agent skill from https://github.com/zhoubear/open-paperless. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Scan, index, and archive all of your paper documents (acquired by Mayan EDMS) After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"zhoubear-open-paperless\",\"task\":\"Install Open Paperless\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Open Paperless\" as a Claude Code skill from https://github.com/zhoubear/open-paperless. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Scan, index, and archive all of your paper documents (acquired by Mayan EDMS) After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"zhoubear-open-paperless\",\"task\":\"Install Open Paperless\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Open Paperless\" from https://github.com/zhoubear/open-paperless into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Scan, index, and archive all of your paper documents (acquired by Mayan EDMS) After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"zhoubear-open-paperless\",\"task\":\"Install Open Paperless\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"zhoubear-open-paperless","name":"Open Paperless","description":" Scan, index, and archive all of your paper documents (acquired by Mayan EDMS)","category":"document-processing","url":"https://www.openagentskill.com/skills/zhoubear-open-paperless","repository":"https://github.com/zhoubear/open-paperless","github_repo":"zhoubear/open-paperless"},"suited_tasks":["Document processing workflows","general agent builders","teams that value GitHub adoption signals","Read uploaded files","Extract structured fields","Prepare clean context for downstream agents","Chunk documents","Create embeddings"],"suited_agents":["Python","OCR","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add zhoubear/open-paperless","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add zhoubear-open-paperless"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Open Paperless\" agent skill from https://github.com/zhoubear/open-paperless. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Scan, index, and archive all of your paper documents (acquired by Mayan EDMS) After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"zhoubear-open-paperless\",\"task\":\"Install Open Paperless\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Open Paperless\" as a Claude Code skill from https://github.com/zhoubear/open-paperless. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Scan, index, and archive all of your paper documents (acquired by Mayan EDMS) After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"zhoubear-open-paperless\",\"task\":\"Install Open Paperless\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Open Paperless\" from https://github.com/zhoubear/open-paperless into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Scan, index, and archive all of your paper documents (acquired by Mayan EDMS) After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"zhoubear-open-paperless\",\"task\":\"Install Open Paperless\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/zhoubear-open-paperless/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/zhoubear-open-paperless"},"trust":{"score":73,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"2.6K GitHub stars","repoActivity":"2.6K stars, 220 forks","lastPushed":"8y since push","license":"Unknown","repository":"https://github.com/zhoubear/open-paperless","install":"npx skills add zhoubear/open-paperless","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["document-processing","ocr","documents","extraction","groupware","office"],"known_risks":["License is unclear","Repository looks stale","Quality score needs review","Documentation summary is thin","Recent maintenance: 8y since push","License clarity: Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":65,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Documentation summary is thin","Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 8y since push","License clarity: Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":63,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"Document processing","maintenance":"8y since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that require actively maintained dependencies","production agents without a repository review","Repository looks stale","No OpenAgentSkill engagement data yet","License is unclear","Documentation summary is thin","Repository appears stale","Quality score needs review"],"agent_contract":{"task_input":"Use paper-spine","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 73/100 Strong shortlist","Audit: 65/100 Needs review","Safety: 49/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"zhoubear-open-paperless (Open Paperless)","install_command":"npx skills add zhoubear/open-paperless","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"zhoubear-open-paperless","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/zhoubear-open-paperless","api":"https://www.openagentskill.com/api/agent/skills/zhoubear-open-paperless","audit":"https://www.openagentskill.com/skills/zhoubear-open-paperless/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=zhoubear-open-paperless&task=Use%20paper-spine&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20paper-spine&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20paper-spine&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/zhoubear-open-paperless/install","manifest":"https://www.openagentskill.com/api/registry/manifest/zhoubear-open-paperless"}},"use_cases":[{"slug":"document-processing","title":"Document processing","url":"https://www.openagentskill.com/use-cases/document-processing"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"}],"urls":{"web":"https://www.openagentskill.com/skills/zhoubear-open-paperless","api":"https://www.openagentskill.com/api/agent/skills/zhoubear-open-paperless","install_api":"https://www.openagentskill.com/api/skills/zhoubear-open-paperless/install","audit":"https://www.openagentskill.com/skills/zhoubear-open-paperless/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=zhoubear-open-paperless&task=Use%20paper-spine&max_risk=medium","badge":"https://www.openagentskill.com/api/badge/zhoubear-open-paperless?metric=audit","repository":"https://github.com/zhoubear/open-paperless"}},{"rank":5,"match_score":52,"raw_match_score":381.4,"semantic_relevance":52,"registry_source":{"kind":"live_registry","live":true,"auto_install_eligible":true,"warning":null},"skill":{"slug":"mlnlp-world-ai-paper-collector","name":"AI Paper Collector","description":"MLNLP社区用来更好进行论文搜索的工具。Fully-automated scripts for collecting AI-related papers","category":"rag-knowledge","github_stars":1172,"created_at":"2026-06-16T10:02:41.815394+00:00","updated_at":"2023-12-16T03:47:34+00:00","repository":"https://github.com/MLNLP-World/AI-Paper-Collector","github_repo":"MLNLP-World/AI-Paper-Collector","source_version":{"version":"1.0.0","commit_sha":null,"content_hash":null,"ref":null,"path":null,"sync_status":"untracked"}},"recommendation_reasons":["Matches task terms: paper","Useful GitHub adoption: 1,172 stars","Install handoff is available","Repository freshness signal is available","Registry match score 52"],"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"RAG and knowledge","description":"I need my agent to build a RAG workflow over documents and retrieve reliable context.","useCases":[{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"github-automation","title":"GitHub automation"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["CLI","Codex","Claude Code","Cursor","Python"],"install":{"ready":true,"command":"npx skills add MLNLP-World/AI-Paper-Collector","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":1172,"starsLabel":"1.2K","forks":119,"license":"GPL-3.0","qualityScore":65,"trustScore":77,"auditScore":69},"maintenance":{"status":"stale","label":"3y since push","daysSincePush":994,"lastPushedAt":"2023-12-16T03:47:34+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Documentation summary is thin","Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 3y since push"]},"coverageTags":["Research","RAG and knowledge","rag-knowledge","search-engine","retrieval","knowledge","mlnlp","paper"]},"quality":{"score":65,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"1.2K","tone":"positive"},{"label":"Freshness","value":"3y ago","tone":"warning"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"GPL-3.0","tone":"neutral"}],"warnings":["Repository looks stale"]},"trust":{"version":"trust-score-v4","score":77,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":86,"weight":0.13,"status":"pass","detail":"1.2K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":77,"weight":0.08,"status":"info","detail":"1.2K stars, 119 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":22,"weight":0.14,"status":"fail","detail":"3y since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"GPL-3.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":50,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add MLNLP-World/AI-Paper-Collector"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":100,"weight":0.07,"status":"pass","detail":"no high-risk permission surface in public metadata"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/MLNLP-World/AI-Paper-Collector"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"1.2K GitHub stars"},{"status":"info","label":"Stars/forks activity","detail":"1.2K stars, 119 forks; issue activity unavailable in current metadata"},{"status":"fail","label":"Recent maintenance","detail":"3y since push"},{"status":"pass","label":"License clarity","detail":"GPL-3.0"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add MLNLP-World/AI-Paper-Collector"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"no high-risk permission surface in public metadata"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/MLNLP-World/AI-Paper-Collector"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Meaningful GitHub adoption 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yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["rag-knowledge","search-engine","retrieval","knowledge","mlnlp","paper"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["Repository looks stale","Quality score needs review","Documentation summary is thin","Recent maintenance: 3y since push","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"trust_v5":{"version":"trust-score-v5","score":69,"base_score":77,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["69/100 Trust Score v5","77/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":86,"weight":0.13,"status":"pass","detail":"1.2K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":77,"weight":0.08,"status":"info","detail":"1.2K stars, 119 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":22,"weight":0.14,"status":"fail","detail":"3y since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"GPL-3.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":50,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add MLNLP-World/AI-Paper-Collector"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":100,"weight":0.07,"status":"pass","detail":"no high-risk permission surface in public metadata"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/MLNLP-World/AI-Paper-Collector"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"1.2K GitHub stars"},{"status":"info","label":"Stars/forks activity","detail":"1.2K stars, 119 forks; issue activity unavailable in current metadata"},{"status":"fail","label":"Recent maintenance","detail":"3y since push"},{"status":"pass","label":"License clarity","detail":"GPL-3.0"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add MLNLP-World/AI-Paper-Collector"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"no high-risk permission surface in public metadata"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/MLNLP-World/AI-Paper-Collector"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["Manually verified listing","AI review approved","Install path is available","Repository evidence is available","Meaningful GitHub adoption signal","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["Repository looks stale","Quality score needs review","Documentation summary is thin","Recent maintenance: 3y since push","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"1.2K GitHub stars","repoActivity":"1.2K stars, 119 forks","lastPushed":"3y since push","license":"GPL-3.0","repository":"https://github.com/MLNLP-World/AI-Paper-Collector","install":"npx skills add MLNLP-World/AI-Paper-Collector","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add MLNLP-World/AI-Paper-Collector","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","3y since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Python","Search","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Repository looks stale","Quality score needs review","Documentation summary is thin","Recent maintenance: 3y since push","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["rag-knowledge","search-engine","retrieval","knowledge","mlnlp","paper"],"suited_agents":["Python","Search","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add MLNLP-World/AI-Paper-Collector","trust_score":69,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["rag-knowledge","search-engine","retrieval","knowledge","mlnlp","paper"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["Repository looks stale","Quality score needs review","Documentation summary is thin","Recent maintenance: 3y since push","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":77,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"audit_score":69,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Documentation summary is thin","Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 3y since push"]},"safety":{"score":57,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_policy":"review","reasons":["Documentation summary is thin","57/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"}],"policy_warnings":["Documentation summary is thin"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["Documentation summary is thin","57/100 agent safety score"]},"decision":{"readiness_score":67,"readiness_label":"Prototype first","headline":"Fallback candidate for RAG and knowledge","role":"Fallback candidate","best_for":["RAG and knowledge workflows","general agent builders","teams that value GitHub adoption signals"],"risks":["Repository looks stale","No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one RAG and knowledge task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"install_plan":{"target":"codex","label":"Codex install prompt","command":"npx skills add MLNLP-World/AI-Paper-Collector","value":"Install the \"AI Paper Collector\" agent skill from https://github.com/MLNLP-World/AI-Paper-Collector. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: MLNLP社区用来更好进行论文搜索的工具。Fully-automated scripts for collecting AI-related papers After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"mlnlp-world-ai-paper-collector\",\"task\":\"Install AI Paper Collector\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","kind":"agent-prompt","steps":["Review AI Paper Collector trust and audit signals before installing.","Send the install prompt to the target agent.","Install in a sandbox or low-risk workspace first.","Pin the repository source and re-check the audit before production use."],"targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add mlnlp-world-ai-paper-collector","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"AI Paper Collector\" agent skill from https://github.com/MLNLP-World/AI-Paper-Collector. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: MLNLP社区用来更好进行论文搜索的工具。Fully-automated scripts for collecting AI-related papers After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"mlnlp-world-ai-paper-collector\",\"task\":\"Install AI Paper Collector\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"AI Paper Collector\" as a Claude Code skill from https://github.com/MLNLP-World/AI-Paper-Collector. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: MLNLP社区用来更好进行论文搜索的工具。Fully-automated scripts for collecting AI-related papers After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"mlnlp-world-ai-paper-collector\",\"task\":\"Install AI Paper Collector\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"AI Paper Collector\" from https://github.com/MLNLP-World/AI-Paper-Collector into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: MLNLP社区用来更好进行论文搜索的工具。Fully-automated scripts for collecting AI-related papers After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"mlnlp-world-ai-paper-collector\",\"task\":\"Install AI Paper Collector\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}]},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"mlnlp-world-ai-paper-collector","name":"AI Paper Collector","description":"MLNLP社区用来更好进行论文搜索的工具。Fully-automated scripts for collecting AI-related papers","category":"rag-knowledge","url":"https://www.openagentskill.com/skills/mlnlp-world-ai-paper-collector","repository":"https://github.com/MLNLP-World/AI-Paper-Collector","github_repo":"MLNLP-World/AI-Paper-Collector"},"suited_tasks":["RAG and knowledge workflows","general agent builders","teams that value GitHub adoption signals","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Inspect repository metadata","Compare code changes"],"suited_agents":["Python","Search","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add MLNLP-World/AI-Paper-Collector","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add mlnlp-world-ai-paper-collector"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"AI Paper Collector\" agent skill from https://github.com/MLNLP-World/AI-Paper-Collector. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: MLNLP社区用来更好进行论文搜索的工具。Fully-automated scripts for collecting AI-related papers After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"mlnlp-world-ai-paper-collector\",\"task\":\"Install AI Paper Collector\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"AI Paper Collector\" as a Claude Code skill from https://github.com/MLNLP-World/AI-Paper-Collector. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: MLNLP社区用来更好进行论文搜索的工具。Fully-automated scripts for collecting AI-related papers After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"mlnlp-world-ai-paper-collector\",\"task\":\"Install AI Paper Collector\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"AI Paper Collector\" from https://github.com/MLNLP-World/AI-Paper-Collector into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: MLNLP社区用来更好进行论文搜索的工具。Fully-automated scripts for collecting AI-related papers After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"mlnlp-world-ai-paper-collector\",\"task\":\"Install AI Paper Collector\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/mlnlp-world-ai-paper-collector/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/mlnlp-world-ai-paper-collector"},"trust":{"score":77,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"1.2K GitHub stars","repoActivity":"1.2K stars, 119 forks","lastPushed":"3y since push","license":"GPL-3.0","repository":"https://github.com/MLNLP-World/AI-Paper-Collector","install":"npx skills add MLNLP-World/AI-Paper-Collector","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["rag-knowledge","search-engine","retrieval","knowledge","mlnlp","paper"],"known_risks":["Repository looks stale","Quality score needs review","Documentation summary is thin","Recent maintenance: 3y since push","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":69,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Documentation summary is thin","Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 3y since push","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":65,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","maintenance":"3y since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that require actively maintained dependencies","production agents without a repository review","Repository looks stale","No OpenAgentSkill engagement data yet","Documentation summary is thin","Repository appears stale","Quality score needs review","Recent maintenance: 3y since push"],"agent_contract":{"task_input":"Use paper-spine","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 77/100 Strong shortlist","Audit: 69/100 Needs review","Safety: 57/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"mlnlp-world-ai-paper-collector (AI Paper Collector)","install_command":"npx skills add MLNLP-World/AI-Paper-Collector","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"mlnlp-world-ai-paper-collector","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/mlnlp-world-ai-paper-collector","api":"https://www.openagentskill.com/api/agent/skills/mlnlp-world-ai-paper-collector","audit":"https://www.openagentskill.com/skills/mlnlp-world-ai-paper-collector/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=mlnlp-world-ai-paper-collector&task=Use%20paper-spine&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20paper-spine&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20paper-spine&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/mlnlp-world-ai-paper-collector/install","manifest":"https://www.openagentskill.com/api/registry/manifest/mlnlp-world-ai-paper-collector"}},"use_cases":[{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"urls":{"web":"https://www.openagentskill.com/skills/mlnlp-world-ai-paper-collector","api":"https://www.openagentskill.com/api/agent/skills/mlnlp-world-ai-paper-collector","install_api":"https://www.openagentskill.com/api/skills/mlnlp-world-ai-paper-collector/install","audit":"https://www.openagentskill.com/skills/mlnlp-world-ai-paper-collector/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=mlnlp-world-ai-paper-collector&task=Use%20paper-spine&max_risk=medium","badge":"https://www.openagentskill.com/api/badge/mlnlp-world-ai-paper-collector?metric=audit","repository":"https://github.com/MLNLP-World/AI-Paper-Collector"}}],"blocked_candidates":[],"agent_workflow":{"mode":"resolve_review_install","recommended_action":"Require human approval before installing into a real workspace.","selected_skill":{"slug":"wubing2023-paperspine-paper-spine","name":"paper-spine","url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill"},"install":{"target":"codex","label":"Codex install prompt","kind":"agent-prompt","command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","value":"Install the \"paper-spine\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","api":"https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install"},"copy_paste_prompt":"Task: Use paper-spine\nUse paper-spine from https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine.\nReview the audit first: https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit\nReview the eval first: https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperspine-paper-spine&task=Use%20paper-spine&max_risk=medium\nInstall handoff: https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install\nInstall command: npx skills add WUBING2023/PaperSpine --skill paper-spine\nIf audit or policy warnings look unsafe for this workspace, use one of the alternatives instead.","api_sequence":[{"step":1,"label":"Resolve task","method":"GET","url":"https://www.openagentskill.com/api/agent/resolve?task=Use%20paper-spine&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch pre-install eval","method":"GET","url":"https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperspine-paper-spine&task=Use%20paper-spine&max_risk=medium"},{"step":3,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperspine-paper-spine"},{"step":4,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install"},{"step":5,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit"},{"step":6,"label":"Report outcome","method":"POST","url":"https://www.openagentskill.com/api/agent/outcome","body":{"event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","skill_slug":"wubing2023-paperspine-paper-spine","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Solved the task in a sandbox workflow.","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"886ef4d3210591fe6fffebc82667301e9442fd399ed38e96c1c8c9db5ead9711","ref":"main","path":"paperspine5/core/01_PaperSpine4/src/skill/SKILL.md","sync_status":"current"}}}],"review_checklist":["Safety tier: Reviewed with permission notes","Safety score: 71/100 Review before install","Audit score: 87/100 Needs review","Trust score: 68/100 Sandbox only","Readiness: 100/100 Production-ready","The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin"],"fallback_strategy":[{"slug":"wubing2023-paperfig","name":"paperFig","reason":"Useful GitHub adoption: 5,088 stars","url":"https://www.openagentskill.com/skills/wubing2023-paperfig","install_api":"https://www.openagentskill.com/api/skills/wubing2023-paperfig/install"},{"slug":"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","name":"auto-paper-improvement-loop","reason":"Matches task terms: paper","url":"https://www.openagentskill.com/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","install_api":"https://www.openagentskill.com/api/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop/install"},{"slug":"zhoubear-open-paperless","name":"Open Paperless","reason":"Matches task terms: paper","url":"https://www.openagentskill.com/skills/zhoubear-open-paperless","install_api":"https://www.openagentskill.com/api/skills/zhoubear-open-paperless/install"}],"expected_agent_output":{"selected_skill":"slug and name","install_command":"command or agent prompt used","risk_summary":"audit, trust, and policy notes","next_step":"what the agent will do after install","outcome_event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c"}},"agent_handoff":{"version":"openagentskill-agent-handoff-v1","mode":"resolve_compare_review_install","task":"Use paper-spine","agent":"codex","selected_skill":{"slug":"wubing2023-paperspine-paper-spine","name":"paper-spine","url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine","api_url":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperspine-paper-spine","audit_url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit","eval_url":"https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperspine-paper-spine&task=Use%20paper-spine&max_risk=medium","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill"},"install_plan":{"command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","target":"codex","label":"Codex install prompt","kind":"agent-prompt","value":"Install the \"paper-spine\" agent skill from https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Write, rewrite, or build a paper or report (journal, conference, report, review, competition) end to end, then output LaTeX/PDF/Word. The main PaperSpine entry point that orchestrates every step. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wubing2023-paperspine-paper-spine\",\"task\":\"Install paper-spine\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","install_api":"https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install","auto_install_allowed":false,"human_review_required":true,"policy":"review"},"api_sequence":[{"step":1,"label":"Resolve task","method":"GET","url":"https://www.openagentskill.com/api/agent/resolve?task=Use%20paper-spine&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch pre-install eval","method":"GET","url":"https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperspine-paper-spine&task=Use%20paper-spine&max_risk=medium"},{"step":3,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperspine-paper-spine"},{"step":4,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install"},{"step":5,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit"},{"step":6,"label":"Report outcome","method":"POST","url":"https://www.openagentskill.com/api/agent/outcome","body":{"event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","skill_slug":"wubing2023-paperspine-paper-spine","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Solved the task in a sandbox workflow.","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"886ef4d3210591fe6fffebc82667301e9442fd399ed38e96c1c8c9db5ead9711","ref":"main","path":"paperspine5/core/01_PaperSpine4/src/skill/SKILL.md","sync_status":"current"}}}],"platform_templates":[{"id":"codex","name":"Codex","surface":"Coding agent / local workspace","copy_prompt":"Task: Use paper-spine\nSelected skill: paper-spine (wubing2023-paperspine-paper-spine)\nSkill URL: https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine\nAudit URL: https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit\nEval URL: https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperspine-paper-spine&task=Use%20paper-spine&max_risk=medium\nInstall handoff: https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install\nInstall command: npx skills add WUBING2023/PaperSpine --skill paper-spine\nInstall policy: Human review is required before install.\nOutcome feedback: use install_receipt.outcome_feedback.event_id or feedback.event_id from the Resolve API and report the result to /api/agent/outcome after one narrow run. Include outcome, install_used, task_success, output_quality, workspace, error_type, and human_review_required when known.\n\nBefore installing:\n1. Read the audit and eval result.\n2. Report risk notes and files or commands that will be touched.\n3. Install only in a sandbox or low-risk workspace first.\n4. If risk is unacceptable, use an alternative.\n\nAlternatives:\n- paperFig (wubing2023-paperfig): https://www.openagentskill.com/skills/wubing2023-paperfig\n- auto-paper-improvement-loop (wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop): https://www.openagentskill.com/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop\n- Open Paperless (zhoubear-open-paperless): https://www.openagentskill.com/skills/zhoubear-open-paperless\n\nExpected Codex output:\n- selected_skill\n- install_command\n- risk_summary\n- outcome_event_id\n- alternatives\n- files_or_commands_to_touch\n- next_action"},{"id":"claude-code","name":"Claude Code","surface":"Claude Code skill workflow","copy_prompt":"Task: Use paper-spine\nSelected skill: paper-spine (wubing2023-paperspine-paper-spine)\nSkill URL: https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine\nAudit URL: https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit\nEval URL: https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperspine-paper-spine&task=Use%20paper-spine&max_risk=medium\nInstall handoff: https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install\nInstall command: npx skills add WUBING2023/PaperSpine --skill paper-spine\nInstall policy: Human review is required before install.\nOutcome feedback: use install_receipt.outcome_feedback.event_id or feedback.event_id from the Resolve API and report the result to /api/agent/outcome after one narrow run. Include outcome, install_used, task_success, output_quality, workspace, error_type, and human_review_required when known.\n\nBefore installing:\n1. Read the audit and eval result.\n2. Report risk notes and files or commands that will be touched.\n3. Install only in a sandbox or low-risk workspace first.\n4. If risk is unacceptable, use an alternative.\n\nAlternatives:\n- paperFig (wubing2023-paperfig): https://www.openagentskill.com/skills/wubing2023-paperfig\n- auto-paper-improvement-loop (wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop): https://www.openagentskill.com/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop\n- Open Paperless (zhoubear-open-paperless): https://www.openagentskill.com/skills/zhoubear-open-paperless\n\nExpected Claude Code output:\n- selected_skill\n- skill_files_or_instructions\n- install_prompt\n- risk_summary\n- outcome_event_id\n- activation_steps\n- fallback_skill"},{"id":"cursor","name":"Cursor","surface":"Cursor rules / agent instructions","copy_prompt":"Task: Use paper-spine\nSelected skill: paper-spine (wubing2023-paperspine-paper-spine)\nSkill URL: https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine\nAudit URL: https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit\nEval URL: https://www.openagentskill.com/api/agent/evals?slug=wubing2023-paperspine-paper-spine&task=Use%20paper-spine&max_risk=medium\nInstall handoff: https://www.openagentskill.com/api/skills/wubing2023-paperspine-paper-spine/install\nInstall command: npx skills add WUBING2023/PaperSpine --skill paper-spine\nInstall policy: Human review is required before install.\nOutcome feedback: use install_receipt.outcome_feedback.event_id or feedback.event_id from the Resolve API and report the result to /api/agent/outcome after one narrow run. Include outcome, install_used, task_success, output_quality, workspace, error_type, and human_review_required when known.\n\nBefore installing:\n1. Read the audit and eval result.\n2. Report risk notes and files or commands that will be touched.\n3. Install only in a sandbox or low-risk workspace first.\n4. If risk is unacceptable, use an alternative.\n\nAlternatives:\n- paperFig (wubing2023-paperfig): https://www.openagentskill.com/skills/wubing2023-paperfig\n- auto-paper-improvement-loop (wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop): https://www.openagentskill.com/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop\n- Open Paperless (zhoubear-open-paperless): https://www.openagentskill.com/skills/zhoubear-open-paperless\n\nExpected Cursor output:\n- selected_skill\n- cursor_rule_or_prompt\n- install_command\n- risk_summary\n- outcome_event_id\n- when_to_use\n- when_not_to_use"}],"review_checklist":["Safety tier: Reviewed with permission notes","Safety score: 71/100 Review before install","Audit score: 87/100 Needs review","Trust score: 68/100 Sandbox only","Readiness: 100/100 Production-ready","The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin"],"expected_output":{"selected_skill":"slug and name","install_command":"command or agent prompt used","risk_summary":"audit, trust, and policy notes","next_step":"what the agent will do after install","outcome_event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c"},"feedback":{"event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","outcome_api":"https://www.openagentskill.com/api/agent/outcome","cli_example":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz outcome \"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c\" --skill \"wubing2023-paperspine-paper-spine\" --task \"Use paper-spine\" --agent \"codex\" --outcome success","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"]},"blocked_actions":["Do not install when safety_gate.blocked is true.","Do not install when the audit or eval reports unacceptable workspace risk.","Do not execute shell commands, access secrets, or call external services without user approval.","Do not keep the skill as an always-on instruction if it only fits a narrow task."]},"policy_decision":{"status":"human_review_required","summary":"Require human approval before installing into a real workspace."},"agent_decision":{"input_task":"Use paper-spine","recommended_skill":{"slug":"wubing2023-paperspine-paper-spine","name":"paper-spine","url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine","audit_url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","safety_tier":"Reviewed with permission notes","auto_install_policy":"review"},"alternative_skills":[{"slug":"wubing2023-paperfig","name":"paperFig","url":"https://www.openagentskill.com/skills/wubing2023-paperfig","install_command":"npx skills add WUBING2023/PaperSpine --skill paperFig","why_consider":"Useful GitHub adoption: 5,088 stars","risk":{"level":"Needs review","safety_tier":"Reviewed with permission notes","safety":"68/100 Review before install","trust":"73/100 Strong shortlist","notes":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","SKILL.md does not document dependencies or setup requirements (e.g., matplotlib, numpy, Pillow, PDF and spreadsheet tooling). A user or agent cannot reliably reproduce the environment.","The skill instructs the agent to execute or inspect existing plotting code and project artifacts, but it does not explicitly state safe execution boundaries for untrusted code, reference files, or downloaded content.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]}},{"slug":"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","name":"auto-paper-improvement-loop","url":"https://www.openagentskill.com/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","install_command":"npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop","why_consider":"Matches task terms: paper","risk":{"level":"Needs review","safety_tier":"Reviewed with permission notes","safety":"76/100 Review before install","trust":"77/100 Strong shortlist","notes":["The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.","The argument hint uses an em dash (—) instead of double hyphen (--) for options like 'style-ref' and 'edit-whitelist', which could lead to parsing errors in some environments.","The skill relies on external MCP tools (mcp__codex__codex) that may not be installed or configured, potentially limiting portability.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]}},{"slug":"zhoubear-open-paperless","name":"Open Paperless","url":"https://www.openagentskill.com/skills/zhoubear-open-paperless","install_command":"npx skills add zhoubear/open-paperless","why_consider":"Matches task terms: paper","risk":{"level":"Needs review","safety_tier":"Experimental","safety":"49/100 Avoid automatic install","trust":"73/100 Strong shortlist","notes":["License is unclear","Documentation summary is thin","Repository appears stale","Repository looks stale","Quality score needs review"]}}],"install_command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","install_target":"Codex install prompt","why_recommended":["Matches task terms: paper, spine","Useful GitHub adoption: 5,083 stars","Install handoff is available","Repository freshness signal is available","Registry match score 64","Primary pick for Research agents"],"risk_summary":{"level":"Needs review","safety_tier":"Reviewed with permission notes","safety":"71/100 Review before install","trust":"76/100 Strong shortlist","notes":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","action":"Require human approval before installing into a real workspace."},"feedback":{"event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","outcome_api":"https://www.openagentskill.com/api/agent/outcome","cli_example":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz outcome \"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c\" --skill \"wubing2023-paperspine-paper-spine\" --task \"Use paper-spine\" --agent \"codex\" --outcome success","contract":{"version":"openagentskill-agent-feedback-loop-v3","status":"active","purpose":"Report the result of one resolved skill run so Trust Score v5 and future Resolve rankings learn from real use.","event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","selected_skill_slug":"wubing2023-paperspine-paper-spine","selected_skill_name":"paper-spine","endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","idempotency":"Retrying the same event_id updates the previous outcome.","dry_run":{"supported":true,"instruction":"Set dry_run=true to validate a payload before wiring a new agent integration."},"expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"error_types":["install_failed","runtime_error","not_relevant","permission_blocked","risk_blocked","setup_required","low_quality_output","missing_dependency","timeout","other"],"workspaces":["sandbox","local","ci","production","unknown"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url"],"payload_template":{"event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","skill_slug":"wubing2023-paperspine-paper-spine","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Solved the task in a sandbox workflow.","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"886ef4d3210591fe6fffebc82667301e9442fd399ed38e96c1c8c9db5ead9711","ref":"main","path":"paperspine5/core/01_PaperSpine4/src/skill/SKILL.md","sync_status":"current"}},"cli_example":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz outcome \"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c\" --skill \"wubing2023-paperspine-paper-spine\" --task \"Use paper-spine\" --agent \"codex\" --outcome success","ranking_inputs_updated":["Trust Score v5 outcome confidence","Resolve ranking outcome evidence","Skill detail outcome signal block","Outcome leaderboard"]}},"agent_next_steps":["Read the audit URL before installing.","Ask for human approval before installing.","Use install command: npx skills add WUBING2023/PaperSpine --skill paper-spine","After one narrow task, report the outcome with: npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz outcome \"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c\" --skill \"wubing2023-paperspine-paper-spine\" --task \"Use paper-spine\" --agent \"codex\" --outcome success","Summarize output, warnings, files touched, and whether setup or human review was required."]},"decision_packet":{"version":"openagentskill-agent-decision-packet-v1","task":"Use paper-spine","agent":"codex","selected_skill":{"slug":"wubing2023-paperspine-paper-spine","name":"paper-spine","url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine","api_url":"https://www.openagentskill.com/api/agent/skills/wubing2023-paperspine-paper-spine","audit_url":"https://www.openagentskill.com/skills/wubing2023-paperspine-paper-spine/audit","repository":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"886ef4d3210591fe6fffebc82667301e9442fd399ed38e96c1c8c9db5ead9711","ref":"main","path":"paperspine5/core/01_PaperSpine4/src/skill/SKILL.md","sync_status":"current"}},"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Chunk documents","Create embeddings"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add WUBING2023/PaperSpine --skill paper-spine","target":"codex","label":"Codex install prompt","policy":"review","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true},"trust":{"score":68,"label":"Sandbox only","version":"trust-score-v5","base_score":76,"outcome_confidence":0,"decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["68/100 Trust Score v5","76/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":94,"status":"pass","detail":"5.1K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":82,"status":"pass","detail":"5.1K stars, 200 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"status":"pass","detail":"8d since push"},{"id":"license","label":"License clarity","score":86,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":60,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"status":"pass","detail":"npx skills add WUBING2023/PaperSpine --skill paper-spine"},{"id":"install_safety","label":"Install command safety","score":92,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"status":"pass","detail":"https://github.com/WUBING2023/PaperSpine/tree/main/paperspine5/core/01_PaperSpine4/src/skill"},{"id":"review_status","label":"Review status","score":66,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"status":"info","detail":"No agent outcome data yet"}]},"risk":{"level":"Needs review","audit_label":"Needs review","safety":"71/100 Review before install","trust":"76/100 Strong shortlist","safety_tier":"Reviewed with permission notes","notes":["The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The skill relies on external Python scripts (e.g., contribution_check.py) that are not included in the provided excerpt; ensure they are present and safe.","No OpenAgentSkill engagement data yet","The skill may perform web searches (e.g., for official URLs) which could introduce external content; ensure proper handling of untrusted data.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Production credentials, payments, or irreversible account changes without explicit human review"],"minimum_review_before_use":["Trust: 76/100 Strong shortlist","Audit: 87/100 Needs review","Safety: 71/100 Review before install","Review repository, license, install command, and permission surface before production use."]},"alternatives":[{"slug":"wubing2023-paperfig","name":"paperFig","url":"https://www.openagentskill.com/skills/wubing2023-paperfig","install_command":"npx skills add WUBING2023/PaperSpine --skill paperFig","trust_score":73,"audit_score":84,"safety_score":68,"why_consider":"Useful GitHub adoption: 5,088 stars","risk":{"level":"Needs review","safety_tier":"Reviewed with permission notes","safety":"68/100 Review before install","trust":"73/100 Strong shortlist","notes":["The submitted skill directory references mandatory files that are not present in the provided file list: references/research-figure-process.md, references/reference-deconstruction.md, references/architecture-and-multipanel-design.md, references/scientific-visual-qa.md, scripts/inspect_figure_project.py, and figmirror.py. If these are not packaged with the skill, the workflow cannot run as documented.","SKILL.md does not document dependencies or setup requirements (e.g., matplotlib, numpy, Pillow, PDF and spreadsheet tooling). A user or agent cannot reliably reproduce the environment.","The skill instructs the agent to execute or inspect existing plotting code and project artifacts, but it does not explicitly state safe execution boundaries for untrusted code, reference files, or downloaded content.","Quality score needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]}},{"slug":"wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","name":"auto-paper-improvement-loop","url":"https://www.openagentskill.com/skills/wanshuiyin-auto-claude-code-research-in-sleep-auto-paper-improvement-loop","install_command":"npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop","trust_score":77,"audit_score":88,"safety_score":76,"why_consider":"Matches task terms: paper","risk":{"level":"Needs review","safety_tier":"Reviewed with permission notes","safety":"76/100 Review before install","trust":"77/100 Strong shortlist","notes":["The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.","The argument hint uses an em dash (—) instead of double hyphen (--) for options like 'style-ref' and 'edit-whitelist', which could lead to parsing errors in some environments.","The skill relies on external MCP tools (mcp__codex__codex) that may not be installed or configured, potentially limiting portability.","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]}},{"slug":"zhoubear-open-paperless","name":"Open Paperless","url":"https://www.openagentskill.com/skills/zhoubear-open-paperless","install_command":"npx skills add zhoubear/open-paperless","trust_score":73,"audit_score":65,"safety_score":49,"why_consider":"Matches task terms: paper","risk":{"level":"Needs review","safety_tier":"Experimental","safety":"49/100 Avoid automatic install","trust":"73/100 Strong shortlist","notes":["License is unclear","Documentation summary is thin","Repository appears stale","Repository looks stale","Quality score needs review"]}},{"slug":"mlnlp-world-ai-paper-collector","name":"AI Paper Collector","url":"https://www.openagentskill.com/skills/mlnlp-world-ai-paper-collector","install_command":"npx skills add MLNLP-World/AI-Paper-Collector","trust_score":77,"audit_score":69,"safety_score":57,"why_consider":"Matches task terms: paper","risk":{"level":"Needs review","safety_tier":"Experimental","safety":"57/100 Review before install","trust":"77/100 Strong shortlist","notes":["Documentation summary is thin","Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 3y since push"]}}],"outcome_feedback":{"event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c","skill_slug":"wubing2023-paperspine-paper-spine","task":"Use paper-spine","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Solved the task in a sandbox workflow.","source_version":{"version":"1.0.0","commit_sha":"1fe46f0e76aab800db381b0a0c392cebe14d86bf","content_hash":"886ef4d3210591fe6fffebc82667301e9442fd399ed38e96c1c8c9db5ead9711","ref":"main","path":"paperspine5/core/01_PaperSpine4/src/skill/SKILL.md","sync_status":"current"}},"cli_example":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz outcome \"resolve_144c60b5-b9af-437d-a74f-45ce52b9856c\" --skill \"wubing2023-paperspine-paper-spine\" --task \"Use paper-spine\" --agent \"codex\" --outcome success"},"next_agent_action":"Ask for human approval or choose a safer alternative before installing.","stable_fields":["decision_packet.selected_skill","decision_packet.install","decision_packet.risk.do_not_use_when","decision_packet.alternatives","decision_packet.outcome_feedback","decision_packet.trust.decision"]},"benchmark":{"endpoint":"https://www.openagentskill.com/api/agent/evals","note":"Use the evals endpoint to regression-test recommendation quality before changing ranking logic."},"meta":{"endpoint":"/api/agent/resolve","api_version":"2.0","generated_at":"2026-09-05T13:25:54.504Z","total_skills_searched":904,"total_candidates":15,"candidate_pool":{"sort":"quality","size":904,"note":"Resolver searches the highest-quality candidate pool for low-latency agent use. Browse /skills for the full public index."},"contract":{"best_skill":"recommendation.best_skill","install":"recommendation.install","why":"recommendation.why_recommended","risk":"recommendation.risk","alternatives":"recommendation.alternatives","agent_handoff":"agent_handoff.platform_templates + agent_handoff.review_checklist","decision_packet":"decision_packet","install_receipt":"install_receipt","recommendation_lanes":"recommendation_lanes"}}}