{"eval":{"version":"openagentskill-skill-eval-v1","slug":"yuxumin-pointr","name":"PoinTr","generated_at":"2026-07-03T21:51:00.258Z","task_input":"Evaluate PoinTr before installing it in an AI agent workflow","status":"review","score":73,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Require human approval before installing into a real workspace.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":84,"suited_tasks":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect source files","Explain architecture","Patch bugs and verify changes","Chunk documents","Create embeddings"],"suited_agents":["Python","Computer Vision","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add yuxumin/PoinTr","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add yuxumin/PoinTr"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"PoinTr\" agent skill from https://github.com/yuxumin/PoinTr. 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: [ICCV 2021 Oral] PoinTr: Diverse Point Cloud Completion with Geometry-Aware Transformers"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"PoinTr\" as a Claude Code skill from https://github.com/yuxumin/PoinTr. 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: [ICCV 2021 Oral] PoinTr: Diverse Point Cloud Completion with Geometry-Aware Transformers"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"PoinTr\" from https://github.com/yuxumin/PoinTr 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: [ICCV 2021 Oral] PoinTr: Diverse Point Cloud Completion with Geometry-Aware Transformers"}]},"trust":{"score":80,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"847 GitHub stars","repoActivity":"847 stars, 146 forks","lastPushed":"7mo since push","license":"MIT","repository":"https://github.com/yuxumin/PoinTr","install":"npx skills add yuxumin/PoinTr","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Quality score needs review"]},"safety_gate":{"score":61,"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","blocked":false,"permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["Quality score needs review"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate PoinTr before installing it in an AI agent workflow","robotics-iot","Coding agents workflows; Claude Code teams; teams that value GitHub adoption signals"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add yuxumin/PoinTr"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add yuxumin/PoinTr"]},{"id":"trust_score","label":"Trust score","status":"warn","score":80,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","847 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":77,"required_for_auto_install":true,"detail":"Needs review","evidence":["Quality score needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":61,"required_for_auto_install":true,"detail":"Usable candidate, but the agent should surface permission and audit notes before installation.","evidence":["Require human approval before installing into a real workspace.","Quality score needs review"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":90,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"warn","score":62,"required_for_auto_install":false,"detail":"7mo since push","evidence":["7mo since push"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":86,"required_for_auto_install":true,"detail":"filesystem or document access","evidence":["Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["mayocream-koharu","henryndubuaku-maths-cs-ai-compendium","ceres-solver-ceres-solver","pinto0309-pinto-model-zoo"]}],"blockers":[],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Audit score: Needs review","Agent 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private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","production agents without a sandbox test and repository review"],"alternatives":[{"slug":"mayocream-koharu","name":"Koharu","url":"https://www.openagentskill.com/skills/mayocream-koharu","stars":4669,"install_command":"npx skills add mayocream/koharu","trust_score":89,"audit_score":94},{"slug":"henryndubuaku-maths-cs-ai-compendium","name":"Maths Cs AI Compendium","url":"https://www.openagentskill.com/skills/henryndubuaku-maths-cs-ai-compendium","stars":4528,"install_command":"npx skills add HenryNdubuaku/maths-cs-ai-compendium","trust_score":89,"audit_score":94},{"slug":"ceres-solver-ceres-solver","name":"Ceres Solver","url":"https://www.openagentskill.com/skills/ceres-solver-ceres-solver","stars":4503,"install_command":"npx skills add ceres-solver/ceres-solver","trust_score":86,"audit_score":91},{"slug":"pinto0309-pinto-model-zoo","name":"PINTO Model Zoo","url":"https://www.openagentskill.com/skills/pinto0309-pinto-model-zoo","stars":4445,"install_command":"npx skills add PINTO0309/PINTO_model_zoo","trust_score":91,"audit_score":94}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"yuxumin-pointr","name":"PoinTr","description":"[ICCV 2021 Oral] PoinTr: Diverse Point Cloud Completion with Geometry-Aware Transformers","category":"robotics-iot","url":"https://www.openagentskill.com/skills/yuxumin-pointr","repository":"https://github.com/yuxumin/PoinTr","github_repo":"yuxumin/PoinTr"},"suited_tasks":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect source files","Explain architecture","Patch bugs and verify changes","Chunk documents","Create embeddings"],"suited_agents":["Python","Computer Vision","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add yuxumin/PoinTr","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add yuxumin/PoinTr"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"PoinTr\" agent skill from https://github.com/yuxumin/PoinTr. 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: [ICCV 2021 Oral] PoinTr: Diverse Point Cloud Completion with Geometry-Aware Transformers"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"PoinTr\" as a Claude Code skill from https://github.com/yuxumin/PoinTr. 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: [ICCV 2021 Oral] PoinTr: Diverse Point Cloud Completion with Geometry-Aware Transformers"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"PoinTr\" from https://github.com/yuxumin/PoinTr 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: [ICCV 2021 Oral] PoinTr: Diverse Point Cloud Completion with Geometry-Aware Transformers"}],"handoff_url":"https://www.openagentskill.com/api/skills/yuxumin-pointr/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/yuxumin-pointr"},"trust":{"score":80,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"847 GitHub stars","repoActivity":"847 stars, 146 forks","lastPushed":"7mo since push","license":"MIT","repository":"https://github.com/yuxumin/PoinTr","install":"npx skills add yuxumin/PoinTr","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","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":["robotics-iot","computer-vision","automation","3dvision","deep-learning","iccv2021"],"known_risks":["Quality score needs review"]},"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":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Quality score needs review"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":69,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"7mo since push","risk":"Needs review"},"alternative_skills":[{"slug":"mayocream-koharu","name":"Koharu","url":"https://www.openagentskill.com/skills/mayocream-koharu","stars":4669,"install_command":"npx skills add mayocream/koharu","trust_score":89,"audit_score":94},{"slug":"henryndubuaku-maths-cs-ai-compendium","name":"Maths Cs AI Compendium","url":"https://www.openagentskill.com/skills/henryndubuaku-maths-cs-ai-compendium","stars":4528,"install_command":"npx skills add HenryNdubuaku/maths-cs-ai-compendium","trust_score":89,"audit_score":94},{"slug":"ceres-solver-ceres-solver","name":"Ceres Solver","url":"https://www.openagentskill.com/skills/ceres-solver-ceres-solver","stars":4503,"install_command":"npx skills add ceres-solver/ceres-solver","trust_score":86,"audit_score":91},{"slug":"pinto0309-pinto-model-zoo","name":"PINTO Model Zoo","url":"https://www.openagentskill.com/skills/pinto0309-pinto-model-zoo","stars":4445,"install_command":"npx skills add PINTO0309/PINTO_model_zoo","trust_score":91,"audit_score":94}],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","Quality score needs 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","production agents without a sandbox test and repository review"],"agent_contract":{"task_input":"Evaluate PoinTr before installing it in an AI agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 80/100 Strong shortlist","Audit: 77/100 Needs review","Safety: 61/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"yuxumin-pointr (PoinTr)","install_command":"npx skills add yuxumin/PoinTr","risk_summary":"Needs review; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"yuxumin-pointr","task":"Evaluate PoinTr before installing it in an AI agent workflow","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/yuxumin-pointr","api":"https://www.openagentskill.com/api/agent/skills/yuxumin-pointr","audit":"https://www.openagentskill.com/skills/yuxumin-pointr/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=yuxumin-pointr&task=Evaluate%20PoinTr%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20PoinTr%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20PoinTr%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/yuxumin-pointr/install","manifest":"https://www.openagentskill.com/api/registry/manifest/yuxumin-pointr"}},"endpoints":{"web":"https://www.openagentskill.com/skills/yuxumin-pointr","api":"https://www.openagentskill.com/api/agent/skills/yuxumin-pointr","eval":"https://www.openagentskill.com/api/agent/evals?slug=yuxumin-pointr","audit":"https://www.openagentskill.com/skills/yuxumin-pointr/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20PoinTr%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium"}},"meta":{"endpoint":"/api/agent/evals","mode":"skill_eval","purpose":"Pre-install eval contract for a single skill. Agents should read this before installing a reusable skill.","generated_at":"2026-07-03T21:51:00.258Z"}}