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knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"}],"urls":{"web":"https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture","api":"https://www.openagentskill.com/api/agent/skills/phongnguyend-practical-cleanarchitecture","install_api":"https://www.openagentskill.com/api/skills/phongnguyend-practical-cleanarchitecture/install","audit":"https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=phongnguyend-practical-cleanarchitecture&task=Use%20rate-limiting-architect&max_risk=medium","badge":"https://www.openagentskill.com/api/badge/phongnguyend-practical-cleanarchitecture?metric=audit","repository":"https://github.com/phongnguyend/Practical.CleanArchitecture"}},"safer_alternative":{"rank":13,"match_score":30,"raw_match_score":77.6,"semantic_relevance":30,"skill":{"slug":"future-architect-vuls","name":"Vuls","description":"Agent-less vulnerability 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add future-architect/vuls"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/future-architect/vuls"},{"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 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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":"12K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":97,"weight":0.08,"status":"pass","detail":"12K stars, 1.2K forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":88,"weight":0.14,"status":"pass","detail":"2mo 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":80,"weight":0.12,"status":"info","detail":"external package install surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add future-architect/vuls"},{"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":"network or browser access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/future-architect/vuls"},{"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":"12K GitHub 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runtime install path","permissionSurface":"network or browser 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 future-architect/vuls","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","2mo since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Go","Security","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-v3","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or 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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":["security","scanner","administrator","cybersecurity","freebsd","go"],"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":88,"tier":"production","label":"Production candidate","summary":"Strong OpenAgentSkill 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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":91,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Documentation summary is thin"]},"safety":{"score":79,"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","79/100 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","79/100 agent safety score"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Security and compliance","role":"Primary pick","best_for":["Security and compliance 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 Security and compliance 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-architect/vuls","value":"Install the \"Vuls\" agent skill from https://github.com/future-architect/vuls. 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: Agent-less vulnerability scanner for Linux, FreeBSD, Container, WordPress, Programming language libraries, Network devices 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-architect-vuls\",\"task\":\"Install Vuls\",\"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 Vuls 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-v0.2.1/openagentskill-0.2.1.tgz install future-architect-vuls","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 \"Vuls\" agent skill from https://github.com/future-architect/vuls. 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: Agent-less vulnerability scanner for Linux, FreeBSD, Container, WordPress, Programming language libraries, Network devices 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-architect-vuls\",\"task\":\"Install Vuls\",\"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 \"Vuls\" as a Claude Code skill from https://github.com/future-architect/vuls. 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: Agent-less vulnerability scanner for Linux, FreeBSD, Container, WordPress, Programming language libraries, Network devices 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-architect-vuls\",\"task\":\"Install Vuls\",\"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 \"Vuls\" from https://github.com/future-architect/vuls 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: Agent-less vulnerability scanner for Linux, FreeBSD, Container, WordPress, Programming language libraries, Network devices 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-architect-vuls\",\"task\":\"Install Vuls\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. 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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: My notes for AWS Solutions Architect Associate. 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\":\"skulltech-aws-solutions-architect-associate-notes\",\"task\":\"Install Aws Solutions Architect Associate Notes\",\"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 Aws Solutions Architect Associate Notes 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-v0.2.1/openagentskill-0.2.1.tgz install skulltech-aws-solutions-architect-associate-notes","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 \"Aws Solutions Architect Associate Notes\" agent skill from https://github.com/skulltech/aws-solutions-architect-associate-notes. 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: My notes for AWS Solutions Architect Associate. 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\":\"skulltech-aws-solutions-architect-associate-notes\",\"task\":\"Install Aws Solutions Architect Associate Notes\",\"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 \"Aws Solutions Architect Associate Notes\" as a Claude Code skill from https://github.com/skulltech/aws-solutions-architect-associate-notes. 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: My notes for AWS Solutions Architect Associate. 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\":\"skulltech-aws-solutions-architect-associate-notes\",\"task\":\"Install Aws Solutions Architect Associate Notes\",\"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 \"Aws Solutions Architect Associate Notes\" from https://github.com/skulltech/aws-solutions-architect-associate-notes 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: My notes for AWS Solutions Architect Associate. 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\":\"skulltech-aws-solutions-architect-associate-notes\",\"task\":\"Install Aws Solutions Architect Associate Notes\",\"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":"skulltech-aws-solutions-architect-associate-notes","name":"Aws Solutions Architect Associate Notes","description":"My notes for AWS Solutions Architect Associate.","category":"productivity-automation","url":"https://www.openagentskill.com/skills/skulltech-aws-solutions-architect-associate-notes","repository":"https://github.com/skulltech/aws-solutions-architect-associate-notes","github_repo":"skulltech/aws-solutions-architect-associate-notes"},"suited_tasks":["GitHub automation workflows","general agent builders","teams that value GitHub adoption signals","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Move data between tools","Transform files"],"suited_agents":["Notes","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add skulltech/aws-solutions-architect-associate-notes","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install skulltech-aws-solutions-architect-associate-notes"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Aws Solutions Architect Associate Notes\" agent skill from https://github.com/skulltech/aws-solutions-architect-associate-notes. 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: My notes for AWS Solutions Architect Associate. 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\":\"skulltech-aws-solutions-architect-associate-notes\",\"task\":\"Install Aws Solutions Architect Associate Notes\",\"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 \"Aws Solutions Architect Associate Notes\" as a Claude Code skill from https://github.com/skulltech/aws-solutions-architect-associate-notes. 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: My notes for AWS Solutions Architect Associate. 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\":\"skulltech-aws-solutions-architect-associate-notes\",\"task\":\"Install Aws Solutions Architect Associate Notes\",\"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 \"Aws Solutions Architect Associate Notes\" from https://github.com/skulltech/aws-solutions-architect-associate-notes 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: My notes for AWS Solutions Architect Associate. 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\":\"skulltech-aws-solutions-architect-associate-notes\",\"task\":\"Install Aws Solutions Architect Associate Notes\",\"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/skulltech-aws-solutions-architect-associate-notes/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/skulltech-aws-solutions-architect-associate-notes"},"trust":{"score":75,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"1.7K GitHub stars","repoActivity":"1.7K stars, 481 forks","lastPushed":"3y since push","license":"Unknown","repository":"https://github.com/skulltech/aws-solutions-architect-associate-notes","install":"npx skills add skulltech/aws-solutions-architect-associate-notes","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":["productivity-automation","notes","knowledge","productivity","aws","aws-solution-architect-associate"],"known_risks":["License is unclear","Repository looks stale","Quality score needs review","Documentation summary is thin","Recent maintenance: 3y 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":66,"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: 3y 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":62,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","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","License is unclear","Documentation summary is thin","Repository appears stale","Quality score needs review"],"agent_contract":{"task_input":"Use rate-limiting-architect","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 75/100 Strong shortlist","Audit: 66/100 Needs review","Safety: 54/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"skulltech-aws-solutions-architect-associate-notes (Aws Solutions Architect Associate Notes)","install_command":"npx skills add skulltech/aws-solutions-architect-associate-notes","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":"skulltech-aws-solutions-architect-associate-notes","task":"Use rate-limiting-architect","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/skulltech-aws-solutions-architect-associate-notes","api":"https://www.openagentskill.com/api/agent/skills/skulltech-aws-solutions-architect-associate-notes","audit":"https://www.openagentskill.com/skills/skulltech-aws-solutions-architect-associate-notes/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=skulltech-aws-solutions-architect-associate-notes&task=Use%20rate-limiting-architect&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20rate-limiting-architect&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20rate-limiting-architect&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/skulltech-aws-solutions-architect-associate-notes/install","manifest":"https://www.openagentskill.com/api/registry/manifest/skulltech-aws-solutions-architect-associate-notes"}},"use_cases":[{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"urls":{"web":"https://www.openagentskill.com/skills/skulltech-aws-solutions-architect-associate-notes","api":"https://www.openagentskill.com/api/agent/skills/skulltech-aws-solutions-architect-associate-notes","install_api":"https://www.openagentskill.com/api/skills/skulltech-aws-solutions-architect-associate-notes/install","audit":"https://www.openagentskill.com/skills/skulltech-aws-solutions-architect-associate-notes/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=skulltech-aws-solutions-architect-associate-notes&task=Use%20rate-limiting-architect&max_risk=medium","badge":"https://www.openagentskill.com/api/badge/skulltech-aws-solutions-architect-associate-notes?metric=audit","repository":"https://github.com/skulltech/aws-solutions-architect-associate-notes"}},"new_contender":{"rank":1,"match_score":54,"raw_match_score":206.8,"semantic_relevance":54,"skill":{"slug":"codebygarv-rate-limiting-architect","name":"rate-limiting-architect","description":"Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse.","category":"design-creative","github_stars":21,"created_at":"2026-08-20T20:35:45.424497+00:00","updated_at":"2026-08-20T08:46:50+00:00","repository":"https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect","github_repo":"codebygarv/Ai-skills"},"recommendation_reasons":["Matches task terms: rate, limiting, architect","Install handoff is available","Repository freshness signal is available","Registry match score 54"],"supply_profile":{"track":{"slug":"design","label":"Design and creative production","shortLabel":"Design","description":"Design assets, images, video, audio, multimodal media, presentation, and creative production skills."},"scenario":{"label":"Design and creative","description":"I need my agent to produce design assets, UI directions, presentations, or creative media workflows.","useCases":[{"slug":"design-creative","title":"Design and creative"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":21,"starsLabel":"21","forks":1,"license":"MIT","qualityScore":54,"trustScore":60,"auditScore":70},"maintenance":{"status":"fresh","label":"2d since push","daysSincePush":2,"lastPushedAt":"2026-08-20T08:46:50+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Documentation summary is thin","SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","Lua script example uses ZADD with timestamp as both member and score; while functional, it's not the most efficient pattern for high-frequency requests and may suffer from memory bloat if not cleaned properly.","No explicit mention of error handling for Redis failures, fallback mechanisms, or consistency guarantees in degraded mode.","Low GitHub adoption signal"]},"coverageTags":["Design","Design and creative","design-creative","agent-skill"]},"quality":{"score":54,"tier":"review","label":"Needs review","summary":"Inspect the repository carefully before adding it to an agent workflow.","signals":[{"label":"GitHub stars","value":"21","tone":"neutral"},{"label":"Freshness","value":"2d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["Low GitHub adoption signal","SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance."]},"trust":{"version":"trust-score-v4","score":60,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection.","recommendedAction":"Inspect the repository, license, and recent activity before connecting it to agent workflows.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":30,"weight":0.13,"status":"fail","detail":"21 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":32,"weight":0.08,"status":"fail","detail":"21 stars, 1 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":52,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":72,"weight":0.12,"status":"info","detail":"credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect"},{"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":74,"weight":0.07,"status":"info","detail":"secrets or environment access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect"},{"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":"fail","label":"GitHub adoption","detail":"21 GitHub stars"},{"status":"fail","label":"Stars/forks activity","detail":"21 stars, 1 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":"info","label":"Dependency/runtime risk","detail":"credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"info","label":"Permission surface","detail":"secrets or environment access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect"},{"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","Install command has no obvious high-risk pattern"],"warnings":["SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","Low GitHub adoption signal","Quality score needs review","Documentation summary is thin","GitHub adoption: 21 GitHub stars","Stars/forks activity: 21 stars, 1 forks; issue activity unavailable in current metadata","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"evidence":{"stars":"21 GitHub stars","repoActivity":"21 stars, 1 forks","lastPushed":"2d since push","license":"MIT","repository":"https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect","install":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect","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"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","Low GitHub adoption signal","Quality score needs review","Documentation summary is thin","GitHub adoption: 21 GitHub stars"]},"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":["design-creative","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":["SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","Low GitHub adoption signal","Quality score needs review","Documentation summary is thin","GitHub adoption: 21 GitHub stars","Stars/forks activity: 21 stars, 1 forks; issue activity unavailable in current metadata","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"trust_v5":{"version":"trust-score-v5","score":52,"base_score":60,"outcome_confidence":0,"tier":"risk","label":"Do not auto-install","summary":"Trust Score v5 found insufficient evidence for agent installation. Treat this as discovery material, not an executable recommendation.","recommendedAction":"Choose a stronger alternative or inspect the source manually before any install attempt.","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":["52/100 Trust Score v5","60/100 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":30,"weight":0.13,"status":"fail","detail":"21 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":32,"weight":0.08,"status":"fail","detail":"21 stars, 1 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":52,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":72,"weight":0.12,"status":"info","detail":"credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect"},{"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":74,"weight":0.07,"status":"info","detail":"secrets or environment access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect"},{"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":"fail","label":"GitHub adoption","detail":"21 GitHub stars"},{"status":"fail","label":"Stars/forks activity","detail":"21 stars, 1 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":"info","label":"Dependency/runtime risk","detail":"credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"info","label":"Permission surface","detail":"secrets or environment access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect"},{"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","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","Low GitHub adoption signal","Quality score needs review","Documentation summary is thin","GitHub adoption: 21 GitHub stars","Stars/forks activity: 21 stars, 1 forks; issue activity unavailable in current metadata","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":"21 GitHub stars","repoActivity":"21 stars, 1 forks","lastPushed":"2d since push","license":"MIT","repository":"https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect","install":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment 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 codebygarv/Ai-skills --skill rate-limiting-architect","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":["SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","Low GitHub adoption signal","Quality score needs review","Documentation summary is thin","GitHub adoption: 21 GitHub stars"]},"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-v3","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"],"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":["design-creative","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect","trust_score":52,"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":["design-creative","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":["SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","Low GitHub adoption signal","Quality score needs review","Documentation summary is thin","GitHub adoption: 21 GitHub stars","Stars/forks activity: 21 stars, 1 forks; issue activity unavailable in current metadata","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":60,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection."}}},"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":70,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Documentation summary is thin","SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","Lua script example uses ZADD with timestamp as both member and score; while functional, it's not the most efficient pattern for high-frequency requests and may suffer from memory bloat if not cleaned properly.","No explicit mention of error handling for Redis failures, fallback mechanisms, or consistency guarantees in degraded mode.","Low GitHub adoption signal"]},"safety":{"score":46,"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":["High-risk permission hints: Secrets or environment access","46/100 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":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"}],"policy_warnings":["High-risk permission hints: Secrets or environment access","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":["High-risk permission hints: Secrets or environment access","46/100 agent safety score"]},"decision":{"readiness_score":53,"readiness_label":"Needs manual review","headline":"Needs validation for Design and creative","role":"Needs validation","best_for":["Design and creative workflows","Claude Code teams","builders willing to evaluate younger projects"],"risks":["Low GitHub adoption signal","SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Design and creative 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 codebygarv/Ai-skills --skill rate-limiting-architect","value":"Install the \"rate-limiting-architect\" agent skill from https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect. 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: Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse. 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\":\"codebygarv-rate-limiting-architect\",\"task\":\"Install rate-limiting-architect\",\"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 rate-limiting-architect 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-v0.2.1/openagentskill-0.2.1.tgz install codebygarv-rate-limiting-architect","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 \"rate-limiting-architect\" agent skill from https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect. 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: Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse. 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\":\"codebygarv-rate-limiting-architect\",\"task\":\"Install rate-limiting-architect\",\"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 \"rate-limiting-architect\" as a Claude Code skill from https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect. 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: Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse. 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\":\"codebygarv-rate-limiting-architect\",\"task\":\"Install rate-limiting-architect\",\"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 \"rate-limiting-architect\" from https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect 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: Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse. 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\":\"codebygarv-rate-limiting-architect\",\"task\":\"Install rate-limiting-architect\",\"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":"codebygarv-rate-limiting-architect","name":"rate-limiting-architect","description":"Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse.","category":"design-creative","url":"https://www.openagentskill.com/skills/codebygarv-rate-limiting-architect","repository":"https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect","github_repo":"codebygarv/Ai-skills"},"suited_tasks":["Design and creative workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect visual requirements","Generate reusable assets","Package output for review","Inspect source files","Explain architecture"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install codebygarv-rate-limiting-architect"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"rate-limiting-architect\" agent skill from https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect. 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: Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse. 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\":\"codebygarv-rate-limiting-architect\",\"task\":\"Install rate-limiting-architect\",\"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 \"rate-limiting-architect\" as a Claude Code skill from https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect. 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: Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse. 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\":\"codebygarv-rate-limiting-architect\",\"task\":\"Install rate-limiting-architect\",\"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 \"rate-limiting-architect\" from https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect 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: Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse. 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\":\"codebygarv-rate-limiting-architect\",\"task\":\"Install rate-limiting-architect\",\"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/codebygarv-rate-limiting-architect/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/codebygarv-rate-limiting-architect"},"trust":{"score":60,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"21 GitHub stars","repoActivity":"21 stars, 1 forks","lastPushed":"2d since push","license":"MIT","repository":"https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect","install":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment 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":["design-creative","agent-skill"],"known_risks":["SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","Low GitHub adoption signal","Quality score needs review","Documentation summary is thin","GitHub adoption: 21 GitHub stars","Stars/forks activity: 21 stars, 1 forks; issue activity unavailable in current metadata","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":70,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Documentation summary is thin","SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","Lua script example uses ZADD with timestamp as both member and score; while functional, it's not the most efficient pattern for high-frequency requests and may suffer from memory bloat if not cleaned properly.","No explicit mention of error handling for Redis failures, fallback mechanisms, or consistency guarantees in degraded mode.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 21 GitHub stars","Stars/forks activity: 21 stars, 1 forks; issue activity unavailable in current metadata"]},"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":54,"label":"Needs review"},"supply":{"track":"Design and creative production","scenario":"Design and creative","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","Low GitHub adoption signal","SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","No OpenAgentSkill engagement data yet","High-risk permission hints: Secrets or environment access","Documentation summary is thin","Lua script example uses ZADD with timestamp as both member and score; while functional, it's not the most efficient pattern for high-frequency requests and may suffer from memory bloat if not cleaned properly."],"agent_contract":{"task_input":"Use rate-limiting-architect","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 60/100 Manual review","Audit: 70/100 Needs review","Safety: 46/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"codebygarv-rate-limiting-architect (rate-limiting-architect)","install_command":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect","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":"codebygarv-rate-limiting-architect","task":"Use rate-limiting-architect","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/codebygarv-rate-limiting-architect","api":"https://www.openagentskill.com/api/agent/skills/codebygarv-rate-limiting-architect","audit":"https://www.openagentskill.com/skills/codebygarv-rate-limiting-architect/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=codebygarv-rate-limiting-architect&task=Use%20rate-limiting-architect&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20rate-limiting-architect&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20rate-limiting-architect&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/codebygarv-rate-limiting-architect/install","manifest":"https://www.openagentskill.com/api/registry/manifest/codebygarv-rate-limiting-architect"}},"use_cases":[{"slug":"design-creative","title":"Design and creative","url":"https://www.openagentskill.com/use-cases/design-creative"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"urls":{"web":"https://www.openagentskill.com/skills/codebygarv-rate-limiting-architect","api":"https://www.openagentskill.com/api/agent/skills/codebygarv-rate-limiting-architect","install_api":"https://www.openagentskill.com/api/skills/codebygarv-rate-limiting-architect/install","audit":"https://www.openagentskill.com/skills/codebygarv-rate-limiting-architect/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=codebygarv-rate-limiting-architect&task=Use%20rate-limiting-architect&max_risk=medium","badge":"https://www.openagentskill.com/api/badge/codebygarv-rate-limiting-architect?metric=audit","repository":"https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect"}},"no_skill_option":{"recommended":true,"label":"Build without a third-party skill","reason":"Keep this as the control path when a one-off native workflow is cheaper than adopting a reusable skill.","action":"Use the agent’s built-in tools for one narrow run, then reconsider a skill only if the workflow repeats."}},"selected":{"rank":2,"match_score":42,"raw_match_score":142.5,"semantic_relevance":42,"skill":{"slug":"phongnguyend-practical-cleanarchitecture","name":"Practical.CleanArchitecture","description":"Full-stack .Net 10 Clean Architecture (Microservices, Modular Monolith, Monolith), Blazor, Angular 21, React 19, Vue 3.5, BFF with YARP, NextJs 16, Domain-Driven Design, CQRS, SOLID, Asp.Net Core Identity Custom Storage, OpenID Connect, EF Core, OpenTelemetry, SignalR, Background Services, Health Checks, Rate Limiting, Clouds (Azure, AWS, GCP), 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Skill purpose: Full-stack .Net 10 Clean Architecture (Microservices, Modular Monolith, Monolith), Blazor, Angular 21, React 19, Vue 3.5, BFF with YARP, NextJs 16, Domain-Driven Design, CQRS, SOLID, Asp.Net Core Identity Custom Storage, OpenID Connect, EF Core, OpenTelemetry, SignalR, Background Services, Health Checks, Rate Limiting, Clouds (Azure, AWS, GCP), ... 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\":\"phongnguyend-practical-cleanarchitecture\",\"task\":\"Install Practical.CleanArchitecture\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. 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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":["High-risk permission hints: Secrets or environment access","46/100 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":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"}],"policy_warnings":["High-risk permission hints: Secrets or environment access","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":["High-risk permission hints: Secrets or environment access","46/100 agent safety score"]},"decision":{"readiness_score":53,"readiness_label":"Needs manual review","headline":"Needs validation for Design and creative","role":"Needs validation","best_for":["Design and creative workflows","Claude Code teams","builders willing to evaluate younger projects"],"risks":["Low GitHub adoption signal","SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Design and creative 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 codebygarv/Ai-skills --skill rate-limiting-architect","value":"Install the \"rate-limiting-architect\" agent skill from https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect. 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: Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse. 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\":\"codebygarv-rate-limiting-architect\",\"task\":\"Install rate-limiting-architect\",\"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 rate-limiting-architect 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-v0.2.1/openagentskill-0.2.1.tgz install codebygarv-rate-limiting-architect","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 \"rate-limiting-architect\" agent skill from https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect. 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: Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse. 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\":\"codebygarv-rate-limiting-architect\",\"task\":\"Install rate-limiting-architect\",\"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 \"rate-limiting-architect\" as a Claude Code skill from https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect. 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: Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse. 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\":\"codebygarv-rate-limiting-architect\",\"task\":\"Install rate-limiting-architect\",\"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 \"rate-limiting-architect\" from https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect 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: Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse. 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\":\"codebygarv-rate-limiting-architect\",\"task\":\"Install rate-limiting-architect\",\"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":"codebygarv-rate-limiting-architect","name":"rate-limiting-architect","description":"Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse.","category":"design-creative","url":"https://www.openagentskill.com/skills/codebygarv-rate-limiting-architect","repository":"https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect","github_repo":"codebygarv/Ai-skills"},"suited_tasks":["Design and creative workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect visual requirements","Generate reusable assets","Package output for review","Inspect source files","Explain architecture"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install codebygarv-rate-limiting-architect"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"rate-limiting-architect\" agent skill from https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect. 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: Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse. 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\":\"codebygarv-rate-limiting-architect\",\"task\":\"Install rate-limiting-architect\",\"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 \"rate-limiting-architect\" as a Claude Code skill from https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect. 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: Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse. 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\":\"codebygarv-rate-limiting-architect\",\"task\":\"Install rate-limiting-architect\",\"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 \"rate-limiting-architect\" from https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect 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: Designs distributed token bucket, leaky bucket, and tiered rate limiting architectures to prevent abuse. 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\":\"codebygarv-rate-limiting-architect\",\"task\":\"Install rate-limiting-architect\",\"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/codebygarv-rate-limiting-architect/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/codebygarv-rate-limiting-architect"},"trust":{"score":60,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"21 GitHub stars","repoActivity":"21 stars, 1 forks","lastPushed":"2d since push","license":"MIT","repository":"https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect","install":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment 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":["design-creative","agent-skill"],"known_risks":["SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","Low GitHub adoption signal","Quality score needs review","Documentation summary is thin","GitHub adoption: 21 GitHub stars","Stars/forks activity: 21 stars, 1 forks; issue activity unavailable in current metadata","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":70,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Documentation summary is thin","SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","Lua script example uses ZADD with timestamp as both member and score; while functional, it's not the most efficient pattern for high-frequency requests and may suffer from memory bloat if not cleaned properly.","No explicit mention of error handling for Redis failures, fallback mechanisms, or consistency guarantees in degraded mode.","Low GitHub adoption signal","Quality score needs review","GitHub adoption: 21 GitHub stars","Stars/forks activity: 21 stars, 1 forks; issue activity unavailable in current metadata"]},"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":54,"label":"Needs review"},"supply":{"track":"Design and creative production","scenario":"Design and creative","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","Low GitHub adoption signal","SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","No OpenAgentSkill engagement data yet","High-risk permission hints: Secrets or environment access","Documentation summary is thin","Lua script example uses ZADD with timestamp as both member and score; while functional, it's not the most efficient pattern for high-frequency requests and may suffer from memory bloat if not cleaned properly."],"agent_contract":{"task_input":"Use rate-limiting-architect","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 60/100 Manual review","Audit: 70/100 Needs review","Safety: 46/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"codebygarv-rate-limiting-architect (rate-limiting-architect)","install_command":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect","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":"codebygarv-rate-limiting-architect","task":"Use rate-limiting-architect","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/codebygarv-rate-limiting-architect","api":"https://www.openagentskill.com/api/agent/skills/codebygarv-rate-limiting-architect","audit":"https://www.openagentskill.com/skills/codebygarv-rate-limiting-architect/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=codebygarv-rate-limiting-architect&task=Use%20rate-limiting-architect&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20rate-limiting-architect&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20rate-limiting-architect&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/codebygarv-rate-limiting-architect/install","manifest":"https://www.openagentskill.com/api/registry/manifest/codebygarv-rate-limiting-architect"}},"use_cases":[{"slug":"design-creative","title":"Design and creative","url":"https://www.openagentskill.com/use-cases/design-creative"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"urls":{"web":"https://www.openagentskill.com/skills/codebygarv-rate-limiting-architect","api":"https://www.openagentskill.com/api/agent/skills/codebygarv-rate-limiting-architect","install_api":"https://www.openagentskill.com/api/skills/codebygarv-rate-limiting-architect/install","audit":"https://www.openagentskill.com/skills/codebygarv-rate-limiting-architect/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=codebygarv-rate-limiting-architect&task=Use%20rate-limiting-architect&max_risk=medium","badge":"https://www.openagentskill.com/api/badge/codebygarv-rate-limiting-architect?metric=audit","repository":"https://github.com/codebygarv/Ai-skills/tree/master/skills/architecture/rate-limiting-architect"}},{"rank":3,"match_score":30,"raw_match_score":122.5,"semantic_relevance":30,"skill":{"slug":"skulltech-aws-solutions-architect-associate-notes","name":"Aws Solutions Architect Associate Notes","description":"My notes for AWS Solutions Architect Associate.","category":"productivity-automation","github_stars":1713,"created_at":"2026-06-21T02:41:01.278151+00:00","updated_at":"2023-07-26T13:45:55+00:00","repository":"https://github.com/skulltech/aws-solutions-architect-associate-notes","github_repo":"skulltech/aws-solutions-architect-associate-notes"},"recommendation_reasons":["Matches task terms: architect","Useful GitHub adoption: 1,713 stars","Install handoff is available","Repository freshness signal is available","Registry match score 30"],"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":"github-automation","title":"GitHub automation"},{"slug":"workflow-automation","title":"Workflow automation"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["CLI","Codex","Claude Code","Cursor","Notes"],"install":{"ready":true,"command":"npx skills add skulltech/aws-solutions-architect-associate-notes","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":1713,"starsLabel":"1.7K","forks":481,"license":"Unknown","qualityScore":62,"trustScore":75,"auditScore":66},"maintenance":{"status":"stale","label":"3y since push","daysSincePush":1123,"lastPushedAt":"2023-07-26T13:45:55+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":["Coding","GitHub automation","productivity-automation","notes","knowledge","productivity","aws","aws-solution-architect-associate"]},"quality":{"score":62,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"1.7K","tone":"positive"},{"label":"Freshness","value":"3y 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":75,"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":"1.7K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":83,"weight":0.08,"status":"pass","detail":"1.7K stars, 481 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":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 skulltech/aws-solutions-architect-associate-notes"},{"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/skulltech/aws-solutions-architect-associate-notes"},{"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":"1.7K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"1.7K stars, 481 forks; issue activity unavailable in current metadata"},{"status":"fail","label":"Recent maintenance","detail":"3y 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 skulltech/aws-solutions-architect-associate-notes"},{"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/skulltech/aws-solutions-architect-associate-notes"},{"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: 3y since push","License clarity: Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"evidence":{"stars":"1.7K GitHub stars","repoActivity":"1.7K stars, 481 forks","lastPushed":"3y since push","license":"Unknown","repository":"https://github.com/skulltech/aws-solutions-architect-associate-notes","install":"npx skills add skulltech/aws-solutions-architect-associate-notes","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"},"installReadiness":{"ready":true,"command":"npx skills add skulltech/aws-solutions-architect-associate-notes","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","3y since push"]},"agentCompatibility":["Notes","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: 3y 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":["productivity-automation","notes","knowledge","productivity","aws","aws-solution-architect-associate"],"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: 3y since push","License clarity: Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"trust_v5":{"version":"trust-score-v5","score":67,"base_score":75,"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":["67/100 Trust Score v5","75/100 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":"1.7K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":83,"weight":0.08,"status":"pass","detail":"1.7K stars, 481 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":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 skulltech/aws-solutions-architect-associate-notes"},{"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/skulltech/aws-solutions-architect-associate-notes"},{"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":"1.7K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"1.7K stars, 481 forks; issue activity unavailable in current metadata"},{"status":"fail","label":"Recent maintenance","detail":"3y 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 skulltech/aws-solutions-architect-associate-notes"},{"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/skulltech/aws-solutions-architect-associate-notes"},{"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: 3y 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":"1.7K GitHub stars","repoActivity":"1.7K stars, 481 forks","lastPushed":"3y since push","license":"Unknown","repository":"https://github.com/skulltech/aws-solutions-architect-associate-notes","install":"npx skills add skulltech/aws-solutions-architect-associate-notes","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 skulltech/aws-solutions-architect-associate-notes","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","3y since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Notes","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: 3y 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-v3","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"],"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":["productivity-automation","notes","knowledge","productivity","aws","aws-solution-architect-associate"],"suited_agents":["Notes","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add skulltech/aws-solutions-architect-associate-notes","trust_score":67,"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":["productivity-automation","notes","knowledge","productivity","aws","aws-solution-architect-associate"],"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: 3y 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":75,"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":66,"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":54,"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","54/100 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":["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","54/100 agent safety score"]},"decision":{"readiness_score":64,"readiness_label":"Prototype first","headline":"Fallback candidate for GitHub automation","role":"Fallback candidate","best_for":["GitHub automation 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 GitHub automation 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 skulltech/aws-solutions-architect-associate-notes","value":"Install the \"Aws Solutions Architect Associate Notes\" agent skill from https://github.com/skulltech/aws-solutions-architect-associate-notes. 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: My notes for AWS Solutions Architect Associate. 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\":\"skulltech-aws-solutions-architect-associate-notes\",\"task\":\"Install Aws Solutions Architect Associate Notes\",\"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 Aws Solutions Architect Associate Notes 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-v0.2.1/openagentskill-0.2.1.tgz install skulltech-aws-solutions-architect-associate-notes","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 \"Aws Solutions Architect Associate Notes\" agent skill from https://github.com/skulltech/aws-solutions-architect-associate-notes. 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: My notes for AWS Solutions Architect Associate. 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\":\"skulltech-aws-solutions-architect-associate-notes\",\"task\":\"Install Aws Solutions Architect Associate Notes\",\"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 \"Aws Solutions Architect Associate Notes\" as a Claude Code skill from https://github.com/skulltech/aws-solutions-architect-associate-notes. 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: My notes for AWS Solutions Architect Associate. 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\":\"skulltech-aws-solutions-architect-associate-notes\",\"task\":\"Install Aws Solutions Architect Associate Notes\",\"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 \"Aws Solutions Architect Associate Notes\" from https://github.com/skulltech/aws-solutions-architect-associate-notes 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: My notes for AWS Solutions Architect Associate. 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\":\"skulltech-aws-solutions-architect-associate-notes\",\"task\":\"Install Aws Solutions Architect Associate Notes\",\"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":"skulltech-aws-solutions-architect-associate-notes","name":"Aws Solutions Architect Associate Notes","description":"My notes for AWS Solutions Architect Associate.","category":"productivity-automation","url":"https://www.openagentskill.com/skills/skulltech-aws-solutions-architect-associate-notes","repository":"https://github.com/skulltech/aws-solutions-architect-associate-notes","github_repo":"skulltech/aws-solutions-architect-associate-notes"},"suited_tasks":["GitHub automation workflows","general agent builders","teams that value GitHub adoption signals","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Move data between tools","Transform files"],"suited_agents":["Notes","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add skulltech/aws-solutions-architect-associate-notes","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install skulltech-aws-solutions-architect-associate-notes"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Aws Solutions Architect Associate Notes\" agent skill from https://github.com/skulltech/aws-solutions-architect-associate-notes. 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: My notes for AWS Solutions Architect Associate. 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\":\"skulltech-aws-solutions-architect-associate-notes\",\"task\":\"Install Aws Solutions Architect Associate Notes\",\"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 \"Aws Solutions Architect Associate Notes\" as a Claude Code skill from https://github.com/skulltech/aws-solutions-architect-associate-notes. 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: My notes for AWS Solutions Architect Associate. 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\":\"skulltech-aws-solutions-architect-associate-notes\",\"task\":\"Install Aws Solutions Architect Associate Notes\",\"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 \"Aws Solutions Architect Associate Notes\" from https://github.com/skulltech/aws-solutions-architect-associate-notes 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: My notes for AWS Solutions Architect Associate. 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\":\"skulltech-aws-solutions-architect-associate-notes\",\"task\":\"Install Aws Solutions Architect Associate Notes\",\"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/skulltech-aws-solutions-architect-associate-notes/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/skulltech-aws-solutions-architect-associate-notes"},"trust":{"score":75,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"1.7K GitHub stars","repoActivity":"1.7K stars, 481 forks","lastPushed":"3y since push","license":"Unknown","repository":"https://github.com/skulltech/aws-solutions-architect-associate-notes","install":"npx skills add skulltech/aws-solutions-architect-associate-notes","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":["productivity-automation","notes","knowledge","productivity","aws","aws-solution-architect-associate"],"known_risks":["License is unclear","Repository looks stale","Quality score needs review","Documentation summary is thin","Recent maintenance: 3y 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":66,"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: 3y 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":62,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","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","License is unclear","Documentation summary is thin","Repository appears stale","Quality score needs review"],"agent_contract":{"task_input":"Use rate-limiting-architect","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 75/100 Strong shortlist","Audit: 66/100 Needs review","Safety: 54/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"skulltech-aws-solutions-architect-associate-notes (Aws Solutions Architect Associate Notes)","install_command":"npx skills add skulltech/aws-solutions-architect-associate-notes","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":"skulltech-aws-solutions-architect-associate-notes","task":"Use rate-limiting-architect","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/skulltech-aws-solutions-architect-associate-notes","api":"https://www.openagentskill.com/api/agent/skills/skulltech-aws-solutions-architect-associate-notes","audit":"https://www.openagentskill.com/skills/skulltech-aws-solutions-architect-associate-notes/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=skulltech-aws-solutions-architect-associate-notes&task=Use%20rate-limiting-architect&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20rate-limiting-architect&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20rate-limiting-architect&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/skulltech-aws-solutions-architect-associate-notes/install","manifest":"https://www.openagentskill.com/api/registry/manifest/skulltech-aws-solutions-architect-associate-notes"}},"use_cases":[{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"urls":{"web":"https://www.openagentskill.com/skills/skulltech-aws-solutions-architect-associate-notes","api":"https://www.openagentskill.com/api/agent/skills/skulltech-aws-solutions-architect-associate-notes","install_api":"https://www.openagentskill.com/api/skills/skulltech-aws-solutions-architect-associate-notes/install","audit":"https://www.openagentskill.com/skills/skulltech-aws-solutions-architect-associate-notes/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=skulltech-aws-solutions-architect-associate-notes&task=Use%20rate-limiting-architect&max_risk=medium","badge":"https://www.openagentskill.com/api/badge/skulltech-aws-solutions-architect-associate-notes?metric=audit","repository":"https://github.com/skulltech/aws-solutions-architect-associate-notes"}},{"rank":4,"match_score":30,"raw_match_score":109.9,"semantic_relevance":30,"skill":{"slug":"chathurangavkd-aws-certified-solutions-architect-associate-saa-c03","name":"AWS Certified Solutions Architect Associate SAA C03","description":"Study notes, architecture diagrams, hands-on labs, and exam-focused summaries for the AWS Certified Solutions Architect – Associate (SAA-C03) certification.","category":"devops","github_stars":125,"created_at":"2026-06-21T02:11:19.396145+00:00","updated_at":"2026-05-24T19:02:51+00:00","repository":"https://github.com/ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03","github_repo":"ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03"},"recommendation_reasons":["Matches task terms: architect","Install handoff is available","Repository freshness signal is available","Registry match score 30"],"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":"web-scraping","title":"Web scraping"},{"slug":"browser-automation","title":"Browser automation"},{"slug":"workflow-automation","title":"Workflow automation"}]},"applicableAgents":["CLI","Codex","Claude Code","Cursor","HTML"],"install":{"ready":true,"command":"npx skills add ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":125,"starsLabel":"125","forks":60,"license":"MIT","qualityScore":66,"trustScore":78,"auditScore":79},"maintenance":{"status":"active","label":"3mo since push","daysSincePush":89,"lastPushedAt":"2026-05-24T19:02:51+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Quality score needs review","Documentation summary is thin","Needs review"]},"coverageTags":["Coding","GitHub 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60 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":"MIT"},{"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 ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03"},{"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 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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":["70/100 Trust Score v5","78/100 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":62,"weight":0.13,"status":"info","detail":"125 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":62,"weight":0.08,"status":"info","detail":"125 stars, 60 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":"MIT"},{"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 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forks","lastPushed":"3mo since push","license":"MIT","repository":"https://github.com/ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03","install":"npx skills add ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03","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":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03","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","3mo since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["HTML","DevOps","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Quality score needs review","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":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v3","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"],"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":["devops","automation","aws","aws-certification","aws-diagram","aws-exams"],"suited_agents":["HTML","DevOps","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03","trust_score":70,"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":["devops","automation","aws","aws-certification","aws-diagram","aws-exams"],"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":["Quality score needs review","Documentation summary is thin"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":78,"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":79,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Quality score needs review","Documentation summary is thin"]},"safety":{"score":67,"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":["Quality score needs review","67/100 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":["Quality score needs review"],"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":["Quality score needs review","67/100 agent safety score"]},"decision":{"readiness_score":65,"readiness_label":"Prototype first","headline":"Fallback candidate for Web scraping","role":"Fallback candidate","best_for":["Web scraping workflows","general agent builders","builders willing to evaluate younger projects"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Web scraping 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 ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03","value":"Install the \"AWS Certified Solutions Architect Associate SAA C03\" agent skill from https://github.com/ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03. 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: Study notes, architecture diagrams, hands-on labs, and exam-focused summaries for the AWS Certified Solutions Architect – Associate (SAA-C03) certification. 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\":\"chathurangavkd-aws-certified-solutions-architect-associate-saa-c03\",\"task\":\"Install AWS Certified Solutions Architect Associate SAA C03\",\"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 AWS Certified Solutions Architect Associate SAA C03 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-v0.2.1/openagentskill-0.2.1.tgz install chathurangavkd-aws-certified-solutions-architect-associate-saa-c03","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 \"AWS Certified Solutions Architect Associate SAA C03\" agent skill from https://github.com/ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03. 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: Study notes, architecture diagrams, hands-on labs, and exam-focused summaries for the AWS Certified Solutions Architect – Associate (SAA-C03) certification. 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\":\"chathurangavkd-aws-certified-solutions-architect-associate-saa-c03\",\"task\":\"Install AWS Certified Solutions Architect Associate SAA C03\",\"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 \"AWS Certified Solutions Architect Associate SAA C03\" as a Claude Code skill from https://github.com/ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03. 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: Study notes, architecture diagrams, hands-on labs, and exam-focused summaries for the AWS Certified Solutions Architect – Associate (SAA-C03) certification. 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\":\"chathurangavkd-aws-certified-solutions-architect-associate-saa-c03\",\"task\":\"Install AWS Certified Solutions Architect Associate SAA C03\",\"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 \"AWS Certified Solutions Architect Associate SAA C03\" from https://github.com/ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03 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: Study notes, architecture diagrams, hands-on labs, and exam-focused summaries for the AWS Certified Solutions Architect – Associate (SAA-C03) certification. 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\":\"chathurangavkd-aws-certified-solutions-architect-associate-saa-c03\",\"task\":\"Install AWS Certified Solutions Architect Associate SAA C03\",\"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":"chathurangavkd-aws-certified-solutions-architect-associate-saa-c03","name":"AWS Certified Solutions Architect Associate SAA C03","description":"Study notes, architecture diagrams, hands-on labs, and exam-focused summaries for the AWS Certified Solutions Architect – Associate (SAA-C03) certification.","category":"devops","url":"https://www.openagentskill.com/skills/chathurangavkd-aws-certified-solutions-architect-associate-saa-c03","repository":"https://github.com/ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03","github_repo":"ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03"},"suited_tasks":["Web scraping workflows","general agent builders","builders willing to evaluate younger projects","Crawl target URLs","Extract tables and metadata","Normalize messy page content","Navigate pages","Click and type safely"],"suited_agents":["HTML","DevOps","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install chathurangavkd-aws-certified-solutions-architect-associate-saa-c03"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"AWS Certified Solutions Architect Associate SAA C03\" agent skill from https://github.com/ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03. 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: Study notes, architecture diagrams, hands-on labs, and exam-focused summaries for the AWS Certified Solutions Architect – Associate (SAA-C03) certification. 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\":\"chathurangavkd-aws-certified-solutions-architect-associate-saa-c03\",\"task\":\"Install AWS Certified Solutions Architect Associate SAA C03\",\"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 \"AWS Certified Solutions Architect Associate SAA C03\" as a Claude Code skill from https://github.com/ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03. 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: Study notes, architecture diagrams, hands-on labs, and exam-focused summaries for the AWS Certified Solutions Architect – Associate (SAA-C03) certification. 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\":\"chathurangavkd-aws-certified-solutions-architect-associate-saa-c03\",\"task\":\"Install AWS Certified Solutions Architect Associate SAA C03\",\"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 \"AWS Certified Solutions Architect Associate SAA C03\" from https://github.com/ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03 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: Study notes, architecture diagrams, hands-on labs, and exam-focused summaries for the AWS Certified Solutions Architect – Associate (SAA-C03) certification. 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\":\"chathurangavkd-aws-certified-solutions-architect-associate-saa-c03\",\"task\":\"Install AWS Certified Solutions Architect Associate SAA C03\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. 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Report success only after the skill is installed and a minimal verification passes.","kind":"agent-prompt","steps":["Review Spreadsheet Architect 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-v0.2.1/openagentskill-0.2.1.tgz install westonganger-spreadsheet-architect","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 \"Spreadsheet Architect\" agent skill from https://github.com/westonganger/spreadsheet_architect. 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: Spreadsheet Architect is a library that allows you to create XLSX, ODS, or CSV spreadsheets super easily from ActiveRecord relations, plain Ruby objects, or tabular data. 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\":\"westonganger-spreadsheet-architect\",\"task\":\"Install Spreadsheet Architect\",\"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 \"Spreadsheet Architect\" as a Claude Code skill from https://github.com/westonganger/spreadsheet_architect. 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: Spreadsheet Architect is a library that allows you to create XLSX, ODS, or CSV spreadsheets super easily from ActiveRecord relations, plain Ruby objects, or tabular data. 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\":\"westonganger-spreadsheet-architect\",\"task\":\"Install Spreadsheet Architect\",\"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 \"Spreadsheet Architect\" from https://github.com/westonganger/spreadsheet_architect 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: Spreadsheet Architect is a library that allows you to create XLSX, ODS, or CSV spreadsheets super easily from ActiveRecord relations, plain Ruby objects, or tabular data. 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\":\"westonganger-spreadsheet-architect\",\"task\":\"Install Spreadsheet Architect\",\"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":"westonganger-spreadsheet-architect","name":"Spreadsheet Architect","description":"Spreadsheet Architect is a library that allows you to create XLSX, ODS, or CSV spreadsheets super easily from ActiveRecord relations, plain Ruby objects, or tabular data.","category":"data-analysis","url":"https://www.openagentskill.com/skills/westonganger-spreadsheet-architect","repository":"https://github.com/westonganger/spreadsheet_architect","github_repo":"westonganger/spreadsheet_architect"},"suited_tasks":["Workflow automation workflows","general agent builders","teams that value GitHub adoption signals","Move data between tools","Transform files","Trigger repeatable actions","Load tabular data","Calculate trends"],"suited_agents":["Ruby","CSV","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add westonganger/spreadsheet_architect","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install westonganger-spreadsheet-architect"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Spreadsheet Architect\" agent skill from https://github.com/westonganger/spreadsheet_architect. 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: Spreadsheet Architect is a library that allows you to create XLSX, ODS, or CSV spreadsheets super easily from ActiveRecord relations, plain Ruby objects, or tabular data. 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\":\"westonganger-spreadsheet-architect\",\"task\":\"Install Spreadsheet Architect\",\"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 \"Spreadsheet Architect\" as a Claude Code skill from https://github.com/westonganger/spreadsheet_architect. 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: Spreadsheet Architect is a library that allows you to create XLSX, ODS, or CSV spreadsheets super easily from ActiveRecord relations, plain Ruby objects, or tabular data. 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\":\"westonganger-spreadsheet-architect\",\"task\":\"Install Spreadsheet Architect\",\"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 \"Spreadsheet Architect\" from https://github.com/westonganger/spreadsheet_architect 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: Spreadsheet Architect is a library that allows you to create XLSX, ODS, or CSV spreadsheets super easily from ActiveRecord relations, plain Ruby objects, or tabular data. 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\":\"westonganger-spreadsheet-architect\",\"task\":\"Install Spreadsheet Architect\",\"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/westonganger-spreadsheet-architect/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/westonganger-spreadsheet-architect"},"trust":{"score":85,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"1.3K GitHub stars","repoActivity":"1.3K stars, 44 forks","lastPushed":"4mo since push","license":"MIT","repository":"https://github.com/westonganger/spreadsheet_architect","install":"npx skills add westonganger/spreadsheet_architect","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":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["data-analysis","csv","data","activerecord","excel","excel-export"],"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":86,"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":87,"label":"Excellent"},"supply":{"track":"Data, BI, and analytics","scenario":"Data analysis","maintenance":"4mo 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","Automatic installation in a production workspace"],"agent_contract":{"task_input":"Use rate-limiting-architect","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 85/100 Strong shortlist","Audit: 86/100 Safe to try","Safety: 70/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"westonganger-spreadsheet-architect (Spreadsheet Architect)","install_command":"npx skills add westonganger/spreadsheet_architect","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":"westonganger-spreadsheet-architect","task":"Use rate-limiting-architect","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/westonganger-spreadsheet-architect","api":"https://www.openagentskill.com/api/agent/skills/westonganger-spreadsheet-architect","audit":"https://www.openagentskill.com/skills/westonganger-spreadsheet-architect/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=westonganger-spreadsheet-architect&task=Use%20rate-limiting-architect&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20rate-limiting-architect&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20rate-limiting-architect&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/westonganger-spreadsheet-architect/install","manifest":"https://www.openagentskill.com/api/registry/manifest/westonganger-spreadsheet-architect"}},"use_cases":[{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"data-analysis","title":"Data analysis","url":"https://www.openagentskill.com/use-cases/data-analysis"},{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"}],"urls":{"web":"https://www.openagentskill.com/skills/westonganger-spreadsheet-architect","api":"https://www.openagentskill.com/api/agent/skills/westonganger-spreadsheet-architect","install_api":"https://www.openagentskill.com/api/skills/westonganger-spreadsheet-architect/install","audit":"https://www.openagentskill.com/skills/westonganger-spreadsheet-architect/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=westonganger-spreadsheet-architect&task=Use%20rate-limiting-architect&max_risk=medium","badge":"https://www.openagentskill.com/api/badge/westonganger-spreadsheet-architect?metric=audit","repository":"https://github.com/westonganger/spreadsheet_architect"}}],"blocked_candidates":[],"agent_workflow":{"mode":"resolve_review_install","recommended_action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task.","selected_skill":{"slug":"phongnguyend-practical-cleanarchitecture","name":"Practical.CleanArchitecture","url":"https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture","repository":"https://github.com/phongnguyend/Practical.CleanArchitecture"},"install":{"target":"codex","label":"Codex install prompt","kind":"agent-prompt","command":"npx skills add phongnguyend/Practical.CleanArchitecture","value":"Install the \"Practical.CleanArchitecture\" agent skill from https://github.com/phongnguyend/Practical.CleanArchitecture. 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: Full-stack .Net 10 Clean Architecture (Microservices, Modular Monolith, Monolith), Blazor, Angular 21, React 19, Vue 3.5, BFF with YARP, NextJs 16, Domain-Driven Design, CQRS, SOLID, Asp.Net Core Identity Custom Storage, OpenID Connect, EF Core, OpenTelemetry, SignalR, Background Services, Health Checks, Rate Limiting, Clouds (Azure, AWS, GCP), ... 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\":\"phongnguyend-practical-cleanarchitecture\",\"task\":\"Install Practical.CleanArchitecture\",\"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/phongnguyend-practical-cleanarchitecture/install"},"copy_paste_prompt":"Task: Use rate-limiting-architect\nUse Practical.CleanArchitecture from https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture.\nReview the audit first: https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture/audit\nReview the eval first: https://www.openagentskill.com/api/agent/evals?slug=phongnguyend-practical-cleanarchitecture&task=Use%20rate-limiting-architect&max_risk=medium\nInstall handoff: https://www.openagentskill.com/api/skills/phongnguyend-practical-cleanarchitecture/install\nInstall command: npx skills add phongnguyend/Practical.CleanArchitecture\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%20rate-limiting-architect&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch pre-install eval","method":"GET","url":"https://www.openagentskill.com/api/agent/evals?slug=phongnguyend-practical-cleanarchitecture&task=Use%20rate-limiting-architect&max_risk=medium"},{"step":3,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/phongnguyend-practical-cleanarchitecture"},{"step":4,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/phongnguyend-practical-cleanarchitecture/install"},{"step":5,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture/audit"},{"step":6,"label":"Report outcome","method":"POST","url":"https://www.openagentskill.com/api/agent/outcome","body":{"event_id":"resolve_173ab077-aaa1-4c7f-8591-b47a9a6fd922","skill_slug":"phongnguyend-practical-cleanarchitecture","task":"Use rate-limiting-architect","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."}}],"review_checklist":["Safety tier: Verified","Safety score: 87/100 Safe to install with normal review","Audit score: 91/100 Safe to try","Trust score: 83/100 Review then install","Readiness: 100/100 Production-ready"],"fallback_strategy":[{"slug":"codebygarv-rate-limiting-architect","name":"rate-limiting-architect","reason":"Matches task terms: rate, limiting, architect","url":"https://www.openagentskill.com/skills/codebygarv-rate-limiting-architect","install_api":"https://www.openagentskill.com/api/skills/codebygarv-rate-limiting-architect/install"},{"slug":"skulltech-aws-solutions-architect-associate-notes","name":"Aws Solutions Architect Associate Notes","reason":"Matches task terms: architect","url":"https://www.openagentskill.com/skills/skulltech-aws-solutions-architect-associate-notes","install_api":"https://www.openagentskill.com/api/skills/skulltech-aws-solutions-architect-associate-notes/install"},{"slug":"chathurangavkd-aws-certified-solutions-architect-associate-saa-c03","name":"AWS Certified Solutions Architect Associate SAA C03","reason":"Matches task terms: architect","url":"https://www.openagentskill.com/skills/chathurangavkd-aws-certified-solutions-architect-associate-saa-c03","install_api":"https://www.openagentskill.com/api/skills/chathurangavkd-aws-certified-solutions-architect-associate-saa-c03/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_173ab077-aaa1-4c7f-8591-b47a9a6fd922"}},"agent_handoff":{"version":"openagentskill-agent-handoff-v1","mode":"resolve_compare_review_install","task":"Use rate-limiting-architect","agent":"codex","selected_skill":{"slug":"phongnguyend-practical-cleanarchitecture","name":"Practical.CleanArchitecture","url":"https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture","api_url":"https://www.openagentskill.com/api/agent/skills/phongnguyend-practical-cleanarchitecture","audit_url":"https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture/audit","eval_url":"https://www.openagentskill.com/api/agent/evals?slug=phongnguyend-practical-cleanarchitecture&task=Use%20rate-limiting-architect&max_risk=medium","repository":"https://github.com/phongnguyend/Practical.CleanArchitecture"},"install_plan":{"command":"npx skills add phongnguyend/Practical.CleanArchitecture","target":"codex","label":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Practical.CleanArchitecture\" agent skill from https://github.com/phongnguyend/Practical.CleanArchitecture. 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: Full-stack .Net 10 Clean Architecture (Microservices, Modular Monolith, Monolith), Blazor, Angular 21, React 19, Vue 3.5, BFF with YARP, NextJs 16, Domain-Driven Design, CQRS, SOLID, Asp.Net Core Identity Custom Storage, OpenID Connect, EF Core, OpenTelemetry, SignalR, Background Services, Health Checks, Rate Limiting, Clouds (Azure, AWS, GCP), ... 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\":\"phongnguyend-practical-cleanarchitecture\",\"task\":\"Install Practical.CleanArchitecture\",\"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/phongnguyend-practical-cleanarchitecture/install","auto_install_allowed":true,"human_review_required":false,"policy":"allow"},"api_sequence":[{"step":1,"label":"Resolve task","method":"GET","url":"https://www.openagentskill.com/api/agent/resolve?task=Use%20rate-limiting-architect&agent=codex&max_risk=medium"},{"step":2,"label":"Fetch pre-install eval","method":"GET","url":"https://www.openagentskill.com/api/agent/evals?slug=phongnguyend-practical-cleanarchitecture&task=Use%20rate-limiting-architect&max_risk=medium"},{"step":3,"label":"Fetch selected skill profile","method":"GET","url":"https://www.openagentskill.com/api/agent/skills/phongnguyend-practical-cleanarchitecture"},{"step":4,"label":"Fetch install handoff","method":"GET","url":"https://www.openagentskill.com/api/skills/phongnguyend-practical-cleanarchitecture/install"},{"step":5,"label":"Review audit","method":"GET","url":"https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture/audit"},{"step":6,"label":"Report outcome","method":"POST","url":"https://www.openagentskill.com/api/agent/outcome","body":{"event_id":"resolve_173ab077-aaa1-4c7f-8591-b47a9a6fd922","skill_slug":"phongnguyend-practical-cleanarchitecture","task":"Use rate-limiting-architect","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."}}],"platform_templates":[{"id":"codex","name":"Codex","surface":"Coding agent / local workspace","copy_prompt":"Task: Use rate-limiting-architect\nSelected skill: Practical.CleanArchitecture (phongnguyend-practical-cleanarchitecture)\nSkill URL: https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture\nAudit URL: https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture/audit\nEval URL: https://www.openagentskill.com/api/agent/evals?slug=phongnguyend-practical-cleanarchitecture&task=Use%20rate-limiting-architect&max_risk=medium\nInstall handoff: https://www.openagentskill.com/api/skills/phongnguyend-practical-cleanarchitecture/install\nInstall command: npx skills add phongnguyend/Practical.CleanArchitecture\nInstall policy: Auto-install is allowed after normal workspace review.\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- rate-limiting-architect (codebygarv-rate-limiting-architect): https://www.openagentskill.com/skills/codebygarv-rate-limiting-architect\n- Aws Solutions Architect Associate Notes (skulltech-aws-solutions-architect-associate-notes): https://www.openagentskill.com/skills/skulltech-aws-solutions-architect-associate-notes\n- AWS Certified Solutions Architect Associate SAA C03 (chathurangavkd-aws-certified-solutions-architect-associate-saa-c03): https://www.openagentskill.com/skills/chathurangavkd-aws-certified-solutions-architect-associate-saa-c03\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 rate-limiting-architect\nSelected skill: Practical.CleanArchitecture (phongnguyend-practical-cleanarchitecture)\nSkill URL: https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture\nAudit URL: https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture/audit\nEval URL: https://www.openagentskill.com/api/agent/evals?slug=phongnguyend-practical-cleanarchitecture&task=Use%20rate-limiting-architect&max_risk=medium\nInstall handoff: https://www.openagentskill.com/api/skills/phongnguyend-practical-cleanarchitecture/install\nInstall command: npx skills add phongnguyend/Practical.CleanArchitecture\nInstall policy: Auto-install is allowed after normal workspace review.\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- rate-limiting-architect (codebygarv-rate-limiting-architect): https://www.openagentskill.com/skills/codebygarv-rate-limiting-architect\n- Aws Solutions Architect Associate Notes (skulltech-aws-solutions-architect-associate-notes): https://www.openagentskill.com/skills/skulltech-aws-solutions-architect-associate-notes\n- AWS Certified Solutions Architect Associate SAA C03 (chathurangavkd-aws-certified-solutions-architect-associate-saa-c03): https://www.openagentskill.com/skills/chathurangavkd-aws-certified-solutions-architect-associate-saa-c03\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 rate-limiting-architect\nSelected skill: Practical.CleanArchitecture (phongnguyend-practical-cleanarchitecture)\nSkill URL: https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture\nAudit URL: https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture/audit\nEval URL: https://www.openagentskill.com/api/agent/evals?slug=phongnguyend-practical-cleanarchitecture&task=Use%20rate-limiting-architect&max_risk=medium\nInstall handoff: https://www.openagentskill.com/api/skills/phongnguyend-practical-cleanarchitecture/install\nInstall command: npx skills add phongnguyend/Practical.CleanArchitecture\nInstall policy: Auto-install is allowed after normal workspace review.\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- rate-limiting-architect (codebygarv-rate-limiting-architect): https://www.openagentskill.com/skills/codebygarv-rate-limiting-architect\n- Aws Solutions Architect Associate Notes (skulltech-aws-solutions-architect-associate-notes): https://www.openagentskill.com/skills/skulltech-aws-solutions-architect-associate-notes\n- AWS Certified Solutions Architect Associate SAA C03 (chathurangavkd-aws-certified-solutions-architect-associate-saa-c03): https://www.openagentskill.com/skills/chathurangavkd-aws-certified-solutions-architect-associate-saa-c03\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: Verified","Safety score: 87/100 Safe to install with normal review","Audit score: 91/100 Safe to try","Trust score: 83/100 Review then install","Readiness: 100/100 Production-ready"],"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_173ab077-aaa1-4c7f-8591-b47a9a6fd922"},"feedback":{"event_id":"resolve_173ab077-aaa1-4c7f-8591-b47a9a6fd922","outcome_api":"https://www.openagentskill.com/api/agent/outcome","cli_example":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz outcome \"resolve_173ab077-aaa1-4c7f-8591-b47a9a6fd922\" --skill \"phongnguyend-practical-cleanarchitecture\" --task \"Use rate-limiting-architect\" --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":"approved_for_agent_install","summary":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task."},"agent_decision":{"input_task":"Use rate-limiting-architect","recommended_skill":{"slug":"phongnguyend-practical-cleanarchitecture","name":"Practical.CleanArchitecture","url":"https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture","audit_url":"https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture/audit","repository":"https://github.com/phongnguyend/Practical.CleanArchitecture","safety_tier":"Verified","auto_install_policy":"allow"},"alternative_skills":[{"slug":"codebygarv-rate-limiting-architect","name":"rate-limiting-architect","url":"https://www.openagentskill.com/skills/codebygarv-rate-limiting-architect","install_command":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect","why_consider":"Matches task terms: rate, limiting, architect","risk":{"level":"Needs review","safety_tier":"Experimental","safety":"46/100 Avoid automatic install","trust":"60/100 Manual review","notes":["High-risk permission hints: Secrets or environment access","Documentation summary is thin","SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","Lua script example uses ZADD with timestamp as both member and score; while functional, it's not the most efficient pattern for high-frequency requests and may suffer from memory bloat if not cleaned properly.","No explicit mention of error handling for Redis failures, fallback mechanisms, or consistency guarantees in degraded mode."]}},{"slug":"skulltech-aws-solutions-architect-associate-notes","name":"Aws Solutions Architect Associate Notes","url":"https://www.openagentskill.com/skills/skulltech-aws-solutions-architect-associate-notes","install_command":"npx skills add skulltech/aws-solutions-architect-associate-notes","why_consider":"Matches task terms: architect","risk":{"level":"Needs review","safety_tier":"Experimental","safety":"54/100 Avoid automatic install","trust":"75/100 Strong shortlist","notes":["License is unclear","Documentation summary is thin","Repository appears stale","Repository looks stale","Quality score needs review"]}},{"slug":"chathurangavkd-aws-certified-solutions-architect-associate-saa-c03","name":"AWS Certified Solutions Architect Associate SAA C03","url":"https://www.openagentskill.com/skills/chathurangavkd-aws-certified-solutions-architect-associate-saa-c03","install_command":"npx skills add ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03","why_consider":"Matches task terms: architect","risk":{"level":"Needs review","safety_tier":"Reviewed with permission notes","safety":"67/100 Review before install","trust":"78/100 Strong shortlist","notes":["Quality score needs review","Documentation summary is thin"]}}],"install_command":"npx skills add phongnguyend/Practical.CleanArchitecture","install_target":"Codex install prompt","why_recommended":["Matches task terms: rate, limiting","Useful GitHub adoption: 2,443 stars","Install handoff is available","Repository freshness signal is available","Registry match score 42","Primary pick for RAG and knowledge"],"risk_summary":{"level":"Safe to try","safety_tier":"Verified","safety":"87/100 Safe to install with normal review","trust":"86/100 Production candidate","notes":[]},"safety_gate":{"tier":"verified","label":"Verified","auto_install_policy":"allow","action":"Allow agent install in a sandbox or low-risk workspace, then promote after one successful narrow task."},"feedback":{"event_id":"resolve_173ab077-aaa1-4c7f-8591-b47a9a6fd922","outcome_api":"https://www.openagentskill.com/api/agent/outcome","cli_example":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz outcome \"resolve_173ab077-aaa1-4c7f-8591-b47a9a6fd922\" --skill \"phongnguyend-practical-cleanarchitecture\" --task \"Use rate-limiting-architect\" --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_173ab077-aaa1-4c7f-8591-b47a9a6fd922","selected_skill_slug":"phongnguyend-practical-cleanarchitecture","selected_skill_name":"Practical.CleanArchitecture","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_173ab077-aaa1-4c7f-8591-b47a9a6fd922","skill_slug":"phongnguyend-practical-cleanarchitecture","task":"Use rate-limiting-architect","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."},"cli_example":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz outcome \"resolve_173ab077-aaa1-4c7f-8591-b47a9a6fd922\" --skill \"phongnguyend-practical-cleanarchitecture\" --task \"Use rate-limiting-architect\" --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.","Install in a sandbox or low-risk workspace first.","Use install command: npx skills add phongnguyend/Practical.CleanArchitecture","After one narrow task, report the outcome with: npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz outcome \"resolve_173ab077-aaa1-4c7f-8591-b47a9a6fd922\" --skill \"phongnguyend-practical-cleanarchitecture\" --task \"Use rate-limiting-architect\" --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 rate-limiting-architect","agent":"codex","selected_skill":{"slug":"phongnguyend-practical-cleanarchitecture","name":"Practical.CleanArchitecture","url":"https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture","api_url":"https://www.openagentskill.com/api/agent/skills/phongnguyend-practical-cleanarchitecture","audit_url":"https://www.openagentskill.com/skills/phongnguyend-practical-cleanarchitecture/audit","repository":"https://github.com/phongnguyend/Practical.CleanArchitecture"},"suited_tasks":["RAG and knowledge workflows","general agent builders","teams that value GitHub adoption signals","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Navigate pages","Click and type safely"],"suited_agents":["C#","DevOps","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add phongnguyend/Practical.CleanArchitecture","target":"codex","label":"Codex install prompt","policy":"allow","auto_install_allowed":true,"human_review_required":false,"sandbox_first":true},"trust":{"score":83,"label":"Review then install","version":"trust-score-v5","base_score":86,"outcome_confidence":0,"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":["83/100 Trust Score v5","86/100 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":86,"status":"pass","detail":"2.4K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":83,"status":"pass","detail":"2.4K stars, 607 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":88,"status":"pass","detail":"3mo since push"},{"id":"license","label":"License clarity","score":86,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":66,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":80,"status":"info","detail":"external package install surface"},{"id":"installability","label":"Install availability","score":92,"status":"pass","detail":"npx skills add phongnguyend/Practical.CleanArchitecture"},{"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":100,"status":"pass","detail":"no high-risk permission surface in public metadata"},{"id":"repository","label":"Repository evidence","score":86,"status":"pass","detail":"https://github.com/phongnguyend/Practical.CleanArchitecture"},{"id":"review_status","label":"Review status","score":88,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"status":"info","detail":"No agent outcome data yet"}]},"risk":{"level":"Safe to try","audit_label":"Safe to try","safety":"87/100 Safe to install with normal review","trust":"86/100 Production candidate","safety_tier":"Verified","notes":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","No major trust warnings detected from available metadata","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface"],"minimum_review_before_use":["Trust: 86/100 Production candidate","Audit: 91/100 Safe to try","Safety: 87/100 Safe to install with normal review","Review repository, license, install command, and permission surface before production use."]},"alternatives":[{"slug":"codebygarv-rate-limiting-architect","name":"rate-limiting-architect","url":"https://www.openagentskill.com/skills/codebygarv-rate-limiting-architect","install_command":"npx skills add codebygarv/Ai-skills --skill rate-limiting-architect","trust_score":60,"audit_score":70,"safety_score":46,"why_consider":"Matches task terms: rate, limiting, architect","risk":{"level":"Needs review","safety_tier":"Experimental","safety":"46/100 Avoid automatic install","trust":"60/100 Manual review","notes":["High-risk permission hints: Secrets or environment access","Documentation summary is thin","SKILL.md is truncated in the provided excerpt (ends mid-sentence in the Avoid section), but the full file likely completes the guidance.","Lua script example uses ZADD with timestamp as both member and score; while functional, it's not the most efficient pattern for high-frequency requests and may suffer from memory bloat if not cleaned properly.","No explicit mention of error handling for Redis failures, fallback mechanisms, or consistency guarantees in degraded mode."]}},{"slug":"skulltech-aws-solutions-architect-associate-notes","name":"Aws Solutions Architect Associate Notes","url":"https://www.openagentskill.com/skills/skulltech-aws-solutions-architect-associate-notes","install_command":"npx skills add skulltech/aws-solutions-architect-associate-notes","trust_score":75,"audit_score":66,"safety_score":54,"why_consider":"Matches task terms: architect","risk":{"level":"Needs review","safety_tier":"Experimental","safety":"54/100 Avoid automatic install","trust":"75/100 Strong shortlist","notes":["License is unclear","Documentation summary is thin","Repository appears stale","Repository looks stale","Quality score needs review"]}},{"slug":"chathurangavkd-aws-certified-solutions-architect-associate-saa-c03","name":"AWS Certified Solutions Architect Associate SAA C03","url":"https://www.openagentskill.com/skills/chathurangavkd-aws-certified-solutions-architect-associate-saa-c03","install_command":"npx skills add ChathurangaVKD/AWS-Certified-Solutions-Architect-Associate-SAA-C03","trust_score":78,"audit_score":79,"safety_score":67,"why_consider":"Matches task terms: architect","risk":{"level":"Needs review","safety_tier":"Reviewed with permission notes","safety":"67/100 Review before install","trust":"78/100 Strong shortlist","notes":["Quality score needs review","Documentation summary is thin"]}},{"slug":"westonganger-spreadsheet-architect","name":"Spreadsheet Architect","url":"https://www.openagentskill.com/skills/westonganger-spreadsheet-architect","install_command":"npx skills add westonganger/spreadsheet_architect","trust_score":85,"audit_score":86,"safety_score":70,"why_consider":"Matches task terms: architect","risk":{"level":"Safe to try","safety_tier":"Reviewed","safety":"70/100 Review before install","trust":"85/100 Strong shortlist","notes":["Documentation summary is thin"]}}],"outcome_feedback":{"event_id":"resolve_173ab077-aaa1-4c7f-8591-b47a9a6fd922","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_173ab077-aaa1-4c7f-8591-b47a9a6fd922","skill_slug":"phongnguyend-practical-cleanarchitecture","task":"Use rate-limiting-architect","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."},"cli_example":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz outcome \"resolve_173ab077-aaa1-4c7f-8591-b47a9a6fd922\" --skill \"phongnguyend-practical-cleanarchitecture\" --task \"Use rate-limiting-architect\" --agent \"codex\" --outcome success"},"next_agent_action":"Review audit, install in a sandbox, run one narrow task, then report outcome.","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":"2026-08-22T16:44:54.121Z","total_skills_searched":906,"total_candidates":15,"candidate_pool":{"sort":"quality","size":906,"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"}}}