name: qdrant
description: "Qdrant vector database: collections, points, payload filtering, indexing, quantization, snapshots, and Docker/Kubernetes deployment."
version: "1.16.3"
release_date: "2025-12-19"

Qdrant (Skill Router)

This file is intentionally introductory.

It acts as a router: based on your situation, open the right note under references/.

Start here (fast)

• New to Qdrant? Read: references/concepts.md.
• Want the fastest local validation? Read: references/quickstart.md + references/deployment.md.
• Integrating with Python? Read: references/api-clients.md.

Choose by situation

Data modeling

• What should go into vectors vs payload vs your main DB? Read: references/modeling.md.
• Working with IDs, upserts, and write semantics? Read: references/points.md.
• Need to understand payload types and update modes? Read: references/payload.md.

Retrieval (search)

• One consolidated entry point (search + filtering + explore + hybrid): references/retrieval.md.

Performance & indexing

• Index types and tradeoffs: references/indexing.md.
• Storage/optimizer internals that matter operationally: references/storage.md + references/optimizer.md.
• Practical tuning, monitoring, troubleshooting: references/ops-checklist.md.

Deployment & ops

• Installation/Docker/Kubernetes: references/deployment.md.
• Configuration layering: references/configuration.md.
• Security/auth/TLS boundary: references/security.md.
• Backup/restore: references/snapshots.md.

API interface choice

• REST vs gRPC, Python SDK: references/api-clients.md.

How to maintain this skill

• Keep SKILL.md short (router + usage guidance).
• Put details into references/*.md.
• Merge or reorganize references when it improves discoverability.

Critical prohibitions

• Do not ingest/quote large verbatim chunks of vendor docs; summarize in your own words.
• Do not invent defaults not explicitly grounded in documentation; record uncertainties as TODOs.
• Do not design backup/restore without testing a restore path.
• Do not use NFS as the primary persistence backend (installation docs explicitly warn against it).
• Do not expose internal cluster communication ports publicly; rely on private networking.
• Do not use API keys/JWT over untrusted networks without TLS.
• Do not rely on implicit runtime defaults for production; record effective configuration.

Links

• Concepts: https://qdrant.tech/documentation/concepts/
• Installation: https://qdrant.tech/documentation/guides/installation/