{"data":{"slug":"qdrant-skills","name":"skills","tagline":"Agent skills for Qdrant vector search, including scaling, performance optimization, and model migration.","github_url":"https://github.com/qdrant/skills","owner":"qdrant","repo":"skills","owner_avatar_url":"https://avatars.githubusercontent.com/u/73504361?v=4","primary_language":"Shell","stars":220,"forks":26,"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":"2026-08-05T15:15:36+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":17,"watchers":2,"ai_summary":"This repository provides agent skills to assist in various operations related to the Qdrant vector search engine such as deployment, performance tuning, upgrading models, handling multitenancy, and SDK usage.","readme_excerpt":"### Recommended: install the Qdrant Advisor\n\nInstall one skill — the **Qdrant Advisor** — and your agent always has the freshest, most relevant Qdrant guidance, with nothing to manage as the skills change:\n\n```bash\nnpx skills add qdrant/skills/meta/qdrant-advisor\n```\n\nThe Advisor ships no static content of its own. When you raise a Qdrant problem, it searches [skills.qdrant.tech](https://skills.qdrant.tech) live, traverses the skill hierarchy along the branch that matches your symptom, and grounds its diagnosis in the current, authoritative guidance, loading only the relevant context. Because it fetches fresh every session, you don't need to reinstall to stay current, and you don't have to remember a URL or hope the site is in the model's training data.\n\n> **Using the claude.ai web app?** The Advisor can't fetch `skills.qdrant.tech` on its own when you are using the web app. You need to add `Use skills.qdrant.tech` to your prompt (refer to [Pass the URL directly](#alternative-pass-the-url-directly)).\n\n---\n\n### Offline: install the full skill set\n\nIf you want the skills available offline, or triggered automatically without the Advisor, install the complete set locally. See the [Installation](#installation) section.\n\n---\n\n## Quick Start\n\nWith the **Qdrant Advisor** installed, just ask your agent about Qdrant. The Advisor triggers automatically and loads the matching guidance live:\n\n```\n\"I have 50M vectors on a single node and search is slow, should I add more nodes?\"\n→ Advisor loads the scaling guidance, recommends quantization and vertical scaling before adding nodes\n\n\"My search results are returning irrelevant matches\"\n→ Advisor loads the search-quality guidance, walks through diagnosis and search strategy options\n\n\"How do I switch from OpenAI embeddings to Cohere without downtime?\"\n→ Advisor loads the model-migration guidance for a zero-downtime switch with dual vectors\n```\n\nPrefer the URL method? Add `Use skills.qdrant.tech` to the same prompts:\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```","github_created_at":"2026-01-29T18:14:49+00:00","created_at":"2026-07-11T23:48:34.990201+00:00","updated_at":"2026-08-06T06:01:31.06722+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":"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":"ai-agents","name":"ai-agents"},{"slug":"embeddings","name":"embeddings"},{"slug":"hybrid-search","name":"hybrid-search"},{"slug":"monitoring","name":"monitoring"},{"slug":"multitenancy","name":"multitenancy"},{"slug":"performance","name":"performance"},{"slug":"qdrant","name":"qdrant"}],"trust":{"provenance":{"is_fork":false,"github_id":1145365733,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-08-06T06:01:29.799Z","maintenance":{"label":"Very active","score":96,"methodology":"github_public_v1","releases_90d":0,"days_since_push":0,"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":"2026-08-06T06:01:30.557Z"},"languages":{"value":["shell"],"source":"github.language","observed_at":"2026-08-06T06:01:30.557Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-08-06T06:01:30.557Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":null,"constraints":null,"when_to_use":["Need help with optimizing or expanding your Qdrant deployment beyond millions of vectors","Experience subpar search quality and seek targeted advice on improving relevance","Plan to change embedding models and require guidance to ensure uninterrupted service"],"when_not_to_use":["Your Qdrant instance is performing well with fewer than a million vectors","Looking for help beyond vector search, such as database type selection or general AI agent tasks","Seeking advice on non-Qdrant-specific issues like cloud infrastructure setup outside of integration"],"source":"enrich:decision_facts","observed_at":"2026-07-16T21:11:53.521Z"},"constraint_facets":null,"decision_summary":[{"label":"Adopt for","value":"Skills for Qdrant vector search provide tools for scaling, performance tuning, model migration, and more."}]}}