{"data":{"slug":"qdrant-skills","name":"skills","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, ","github_url":"https://github.com/qdrant/skills","owner":"qdrant","repo":"skills","owner_avatar_url":"https://avatars.githubusercontent.com/u/73504361?v=4","primary_language":"Python","stars":196,"forks":23,"topics":["agent-skills","ai-agents","claude-code","codex","cursor","embeddings","hybrid-search","monitoring","multitenancy","performance","qdrant","quantization","scaling","search-quality","vector-database","vector-search"],"archived":false,"github_pushed_at":"2026-07-10T16:00:05+00:00","maintenance_label":"Very active","url":"https://www.graphcanon.com/tools/qdrant-skills","markdown_url":"https://www.graphcanon.com/tools/qdrant-skills.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/qdrant-skills","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=qdrant-skills","description":"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","homepage_url":"https://skills.qdrant.tech","license":"Apache-2.0","open_issues":15,"watchers":2,"ai_summary":null,"readme_excerpt":"## Quick Start\n\nThe recommended way is the URL method: ask your agent about Qdrant and pass [skills.qdrant.tech](https://skills.qdrant.tech) in your prompt.\n\n```\n\"I have 50M vectors on a single node and search is slow, should I add more nodes? Use skills.qdrant.tech\"\n\n\"My search results are returning irrelevant matches. Use skills.qdrant.tech\"\n```\n\nIf you use the installation method, just ask your agent about Qdrant. Skills are triggered automatically when your question matches their description.\n\n```\n\"I have 50M vectors on a single node and search is slow, should I add more nodes?\"\n→ qdrant-scaling skill activates, recommends quantization and vertical scaling before adding nodes\n\n\"My search results are returning irrelevant matches\"\n→ qdrant-search-quality skill activates, walks through diagnosis and search strategy options\n\n\"How do I switch from OpenAI embeddings to Cohere without downtime?\"\n→ qdrant-model-migration skill activates, guides zero-downtime migration with dual vectors\n```","github_created_at":"2026-01-29T18:14:49+00:00","created_at":"2026-07-11T23:48:34.990201+00:00","updated_at":"2026-07-11T23:48:40.432867+00:00","categories":[{"slug":"ai-agents","name":"AI Agents","url":"https://www.graphcanon.com/categories/ai-agents","markdown_url":"https://www.graphcanon.com/categories/ai-agents.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/ai-agents"},{"slug":"llm-frameworks","name":"LLM Frameworks","url":"https://www.graphcanon.com/categories/llm-frameworks","markdown_url":"https://www.graphcanon.com/categories/llm-frameworks.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/llm-frameworks"},{"slug":"vector-databases","name":"Vector Databases","url":"https://www.graphcanon.com/categories/vector-databases","markdown_url":"https://www.graphcanon.com/categories/vector-databases.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/vector-databases"}],"tags":[{"slug":"agent-skills","name":"agent-skills"},{"slug":"embeddings","name":"embeddings"},{"slug":"codex","name":"codex"},{"slug":"monitoring","name":"monitoring"},{"slug":"claude-code","name":"claude-code"},{"slug":"cursor","name":"cursor"},{"slug":"hybrid-search","name":"hybrid-search"},{"slug":"ai-agents","name":"ai-agents"}],"trust":{"provenance":{"is_fork":false,"github_id":1145365733,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-07-11T23:48:38.271Z","maintenance":{"label":"Very active","score":96,"methodology":"github_public_v1","releases_90d":0,"days_since_push":1,"last_release_at":"2026-03-30T23:46:20Z"},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T23:48:38.719Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-07-11T23:48:38.032Z"},"languages":{"value":["python"],"source":"github.language","observed_at":"2026-07-11T23:48:38.032Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-07-11T23:48:38.032Z"}}}}