CodepitA Qdrant architect's handbook for Claude
The skills help Claude make the Qdrant decisions that decide whether vector search works well, like quantization, sharding, tenant isolation and hybrid search. They answer when and why, then point to the exact Qdrant docs page.
Scan in CodepitScan checks all of qdrant/skills on your computer, before anything installs.
Codepit runs on your computer. Open this page there to scan it before installing.
QdrantofficialMade by qdrant
267Stars on GitHubStars
Apache-2.0License
2 NovLast update
What you get
14 skills, each routing Claude from your symptom to the right guidance.
- qdrant-scaling
- qdrant-sizing
- qdrant-performance-optimization
- qdrant-search-quality
- qdrant-multitenancy
- qdrant-model-migration
- qdrant-version-upgrade
- qdrant-monitoring
- qdrant-deployment-options
- qdrant-clients-sdk
When it kicks in
- Slow search
- Irrelevant results
- Sizing a cluster
- Scaling up or out
- Many tenants
- Switching embedding models
- Version upgrades
Claude matches what you describe to a skill and reads that guidance before it answers.
Try saying
Claude opens the scaling guidance for your symptom and checks whether scaling the node up fits before suggesting sharding across more nodes.
Worth knowing
The skills are under active development, so their content and structure may change between versions as Qdrant evolves.
