{"query":"Qdrant","filters":{"category":null,"platform":null,"track":null,"safety":null,"include_blocked":false,"min_stars":0},"total":10,"skills":[{"rank":1,"match_score":99,"raw_match_score":1022.7,"slug":"qdrant-qdrant","name":"Qdrant","description":"Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/","tagline":"Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. 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Skill purpose: Python client for Qdrant vector search engine","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 \"Qdrant Client\" from https://github.com/qdrant/qdrant-client 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: Python client for Qdrant vector search engine","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/qdrant/qdrant-client","github_repo":"qdrant/qdrant-client","version":"1.0.0","license":"Apache-2.0","updated_at":"2026-06-14T11:00:54.796973+00:00","canonical_key":"qdrant/qdrant-client","recommendation_reasons":["Matches task terms: qdrant","Useful GitHub adoption: 1,304 stars","Install handoff is available","Repository freshness signal is available","Registry match score 35"],"urls":{"web":"https://www.openagentskill.com/skills/qdrant-qdrant-client","api":"https://www.openagentskill.com/api/agent/skills/qdrant-qdrant-client","install_api":"https://www.openagentskill.com/api/skills/qdrant-qdrant-client/install","audit":"https://www.openagentskill.com/skills/qdrant-qdrant-client/audit","repository":"https://github.com/qdrant/qdrant-client"}},{"rank":3,"match_score":23,"raw_match_score":232.5,"slug":"qdrant-skills","name":"Skills","description":"A curated set of agent skills for Qdrant vector search, providing structured knowledge on scaling, optimization, monitoring, deployment, and SDK usage.","tagline":"Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java","category":"data","tags":["vector-search","qdrant","agent-skills","embedding","search"],"author":{"name":"qdrant","verified":true,"url":"https://github.com/qdrant"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"OpenAgentSkill auto-indexer","sourceDetail":"qdrant/skills","creatorName":"qdrant","creatorUrl":"https://github.com/qdrant","sourceUrl":"https://github.com/qdrant/skills","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/qdrant-skills#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":207,"forks":23,"downloads":0,"rating":0,"review_count":0,"quality_score":59.73},"quality":{"score":90,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"207","tone":"neutral"},{"label":"Freshness","value":"3d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":84,"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":62,"weight":0.13,"status":"info","detail":"207 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"207 stars, 23 forks; 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issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3d since push"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"database surface"},{"status":"pass","label":"Install availability","detail":"npx skills add qdrant/skills"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"database access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/qdrant/skills"},{"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","Install command has no obvious high-risk pattern"],"warnings":["Documentation summary is thin","Stars/forks activity: 207 stars, 23 forks; 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Creators can claim the listing to update ownership signals."},"stats":{"stars":3061,"forks":211,"downloads":0,"rating":0,"review_count":0,"quality_score":66.1},"quality":{"score":97,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"3.1K","tone":"positive"},{"label":"Freshness","value":"1mo ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":85,"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":"3.1K GitHub 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Skill purpose: 破限本地AI女友后宫，openclaw/claude code+画图语音向量数据库+live2D+桌宠+酒馆角色卡导入+前端，QQ+Telegram双通道，8G显存可跑🩵uncensored Fully offline AI girlfriends harem Openclaw/Claude code+Local LLM+GPT-SoVITS+ComfyUI image+Live2D+desktop pet+SilllyTavern Character card import+frontend | Dual channels for QQ & Telegram | Dynamic 8G VRAM scheduling+mem0 qdrant, can run offline","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/momori777/Artemis","github_repo":"momori777/Artemis","version":"1.0.0","license":"Unknown","updated_at":"2026-07-19T03:04:05.486719+00:00","canonical_key":"momori777/artemis","recommendation_reasons":["Matches task terms: qdrant","Install handoff is available","Repository freshness signal is available","Registry match score 10"],"urls":{"web":"https://www.openagentskill.com/skills/momori777-artemis","api":"https://www.openagentskill.com/api/agent/skills/momori777-artemis","install_api":"https://www.openagentskill.com/api/skills/momori777-artemis/install","audit":"https://www.openagentskill.com/skills/momori777-artemis/audit","repository":"https://github.com/momori777/Artemis"}},{"rank":7,"match_score":10,"raw_match_score":101.1,"slug":"hv0905-nekoimagegallery","name":"NekoImageGallery","description":"An AI-powered natural language & reverse Image Search Engine powered by CLIP & qdrant.","tagline":"An AI-powered natural language & reverse Image Search Engine powered by CLIP & qdrant.","category":"robotics-iot","tags":["computer-vision","automation","robotics-iot","clip","image-search","image-search-engine","search-engine","transformers","python","github"],"author":{"name":"hv0905","verified":false,"url":"https://github.com/hv0905"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"hv0905/NekoImageGallery","creatorName":"hv0905","creatorUrl":"https://github.com/hv0905","sourceUrl":"https://github.com/hv0905/NekoImageGallery","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/hv0905-nekoimagegallery#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. 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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":{"score":61,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Repository appears stale","Repository looks stale","Quality score needs review","Documentation summary is thin","Stars/forks activity: 315 stars, 41 forks; issue activity unavailable in current metadata","Recent maintenance: 2y since push","License clarity: Unknown"]},"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":40,"label":"Needs review"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"2y 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","Repository appears stale","Quality score needs review","Documentation summary is thin"],"agent_contract":{"task_input":"Use Aetherius AI Assistant in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 69/100 Manual review","Audit: 61/100 Needs review","Safety: 49/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"libraryofcelsus-aetherius-ai-assistant (Aetherius AI Assistant)","install_command":"npx skills add libraryofcelsus/Aetherius_AI_Assistant","risk_summary":"Needs review; 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Skill purpose: A completely private, locally-operated Ai Assistant/Chatbot/Sub-Agent Framework with realistic Long Term Memory and thought formation using Open Source LLMs. Qdrant is used for the Vector DB.","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 \"Aetherius AI Assistant\" from https://github.com/libraryofcelsus/Aetherius_AI_Assistant 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. 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Pass include_blocked=true only for manual audit workflows.","agent_friendly":true,"api_version":"1.0","generated_at":"2026-07-24T23:11:34.317Z"}}