Individual skill
qdrant-vector-search
High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor search, hybrid search with filtering, or scalable vector storage with Rust-powered performance.
tests/ext_conformance/artifacts/templates-davila7/cli-tool/components/skills/ai-research/rag-qdrant/SKILL.md
Source commit a177737d6df6a543d21d3b7ee6163ec715d24aa8
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 8, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 1,970
- Repository last updated
- Nov 7, 2026
- License
- NOASSERTION
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-agents Repository topic
- cli Repository topic
- developer-tools Repository topic
- rust Repository topic
- rag Declared skill tag
- vector-search Declared skill tag
- qdrant Declared skill tag
- semantic-search Declared skill tag
- embeddings Declared skill tag
- similarity-search Declared skill tag
- hnsw Declared skill tag
- production Declared skill tag
- distributed Declared skill tag
- engineering Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
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