{"task":"Use Fast Near Duplicate Image Search in an agent workflow","recommendations":[{"rank":1,"skill":"Fast Near Duplicate Image Search","slug":"umbertogriffo-fast-near-duplicate-image-search","description":"Fast Near-Duplicate Image Search and Delete using pHash, t-SNE and KDTree.","confidence":"0.99","match_score":99,"raw_match_score":316.12537539219073,"match_label":"Strong task match","safety_adjusted_score":306.12537539219073,"install":"npx skills add umbertogriffo/fast-near-duplicate-image-search","repository":"https://github.com/umbertogriffo/fast-near-duplicate-image-search","stats":{"stars":164,"downloads":0,"rating":0,"quality_score":34.22},"quality":{"score":48,"tier":"review","label":"Needs review","summary":"Inspect the repository carefully before adding it to an agent workflow.","signals":[{"label":"GitHub stars","value":"164","tone":"neutral"},{"label":"Freshness","value":"4y ago","tone":"warning"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":["Repository looks stale"]},"trust":{"version":"trust-score-v4","score":70,"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":62,"weight":0.13,"status":"info","detail":"164 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"164 stars, 21 forks; 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issue activity unavailable in current metadata","Recent maintenance: 4y since push"]},"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":["Repository appears stale","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":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["Repository appears stale"],"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":["Repository appears stale","46/100 agent safety score"]},"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":"Coding agents","description":"I need a coding agent that can understand a repository, edit code, and review pull requests.","useCases":[{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"coding-agents","title":"Coding agents"},{"slug":"workflow-automation","title":"Workflow automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor","Python"],"install":{"ready":true,"command":"npx skills add umbertogriffo/fast-near-duplicate-image-search","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":164,"starsLabel":"164","forks":21,"license":"Apache-2.0","qualityScore":48,"trustScore":70,"auditScore":62},"maintenance":{"status":"stale","label":"4y since push","daysSincePush":1319,"lastPushedAt":"2022-11-22T05:07:01+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Repository appears stale","Repository looks stale","Quality score needs review","Stars/forks activity: 164 stars, 21 forks; issue activity unavailable in current metadata","Recent maintenance: 4y since push"]},"coverageTags":["Coding","Coding agents","robotics-iot","computer-vision","automation","duplicate-detection","duplicates-removed","hashing"]},"audit":{"audit_score":62,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository appears stale","Repository looks stale","Quality score needs review","Stars/forks activity: 164 stars, 21 forks; issue activity unavailable in current metadata"]},"install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add umbertogriffo/fast-near-duplicate-image-search","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Fast Near Duplicate Image Search\" agent skill from https://github.com/umbertogriffo/fast-near-duplicate-image-search. 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Evidence: verified author, 67 quality score. Fast Open-Source Search & Clustering engine × for Vectors & Arbitrary Objects × in C++, C, Python, JavaScript, Rust, Java, Objective-C, Swift, C#, GoLang, and Wolfram 🔍"},{"rank":3,"skill":"DeepResearchAgent","slug":"skyworkai-deepresearchagent","description":"DeepResearchAgent is a hierarchical multi-agent system designed not only for deep research tasks but also for general-purpose task solving. 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