skills
Enrichment pendingAgent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go,
GraphCanon updated today · GitHub synced today
Trust & integrity
Full report- Maintenance
- Very active (1d since push)
- As of today · Source: github_public_v1
- Provenance
- Not a fork · Organization account
- As of today · Source: github_public_v1
- Security (OSV)
- No lockfile
- As of today · Source: none
Public GitHub metadata and optional OSV dependency scans. Signals, not a guarantee. Trust methodology.
Backing
Company and funding context for Qdrant. Display-only - not part of trust score or organic ranking.
- Company
- Qdrant·GitHub org profile·today
- Funding
- $28,000,000 (2024-01)·GraphCanon curated seed (public press)·today
- Commercial model
- Open core·GraphCanon curated seed·today
Overview
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
Capability facts
- Languages
- python
Source: github.language · Jul 11, 2026
Categories
Graph entities
Tags
README
Quick Start
The recommended way is the URL method: ask your agent about Qdrant and pass skills.qdrant.tech in your prompt.
"I have 50M vectors on a single node and search is slow, should I add more nodes? Use skills.qdrant.tech"
"My search results are returning irrelevant matches. Use skills.qdrant.tech"
If you use the installation method, just ask your agent about Qdrant. Skills are triggered automatically when your question matches their description.
"I have 50M vectors on a single node and search is slow, should I add more nodes?"
→ qdrant-scaling skill activates, recommends quantization and vertical scaling before adding nodes
"My search results are returning irrelevant matches"
→ qdrant-search-quality skill activates, walks through diagnosis and search strategy options
"How do I switch from OpenAI embeddings to Cohere without downtime?"
→ qdrant-model-migration skill activates, guides zero-downtime migration with dual vectors