skills
Agent skills for Qdrant vector search, including scaling, performance optimization, and model migration.
GraphCanon updated Oct 9, 2026 · GitHub synced Oct 9, 2026
44views this month
Decision brief
Skills for Qdrant vector search provide tools for scaling, performance tuning, model migration, and more.
Good fit when
- Need help with optimizing or expanding your Qdrant deployment beyond millions of vectors
- Experience subpar search quality and seek targeted advice on improving relevance
Avoid when
- 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
Observed Jul 16, 2026 · Source: enrich:decision_facts
Verify the decision
Maintenance and security
Full trust report- Maintenance
- Very active (0d since push)
- As of Oct 9, 2026
- Provenance
- Not a fork · Organization account
- As of Oct 9, 2026
- Security (OSV)
- No lockfile
- As of Jul 11, 2026
Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.
Backing
Company context for Qdrant. Display-only - separate from trust and ranking.
- Company
- Qdrant·GitHub org profile·Jul 11, 2026
- Funding
- $28,000,000 (2024-01)·GraphCanon curated seed (public press)·Jul 11, 2026
- Commercial model
- Open core·GraphCanon curated seed·Jul 11, 2026
Install
pip install skillsSimilar tools
Same-category neighbours. No typed graph edges are catalogued for this tool yet.
Evidence and technical details
Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.
Overview
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.
Capability facts
- Languages
- python
Source: github.language · Oct 9, 2026
Categories
Graph entities
Compatibility
Sourced claims from the README excerpt - not unsourced marketing copy.
Source: README excerpt (regex_v1, Oct 9, 2026)
npx skills add qdrant/skills/meta/qdrant-advisorSource link
Tags
README
Recommended: install the Qdrant Advisor Install one skill — the Qdrant Advisor — and your agent always has the freshest, most relevant Qdrant guidance, with nothing to manage as the skills change: The Advisor ships no static content of its own. When you raise a Qdrant problem, it...
For agents
This page has a .md twin and JSON over the API.