pg-aiguide Skills
Security scan passedPostgres best practices for your agent: table design, indexes, pgvector and hybrid search, PostGIS and TimescaleDB hypertables.
High-performance vector similarity search engine for RAG and semantic search.
Part of AI Research Skills (Orchestra)Pack · 98 skills
by Orchestra-Research· DatabasesUnclaimed · Yours? Claim it
About
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.
Skills people install alongside qdrant-vector-search.
Runs on your machine.
Runs on your machine.
Runs on your machine.
Runs on your machine.
npx -y degit Orchestra-Research/AI-Research-SKILLs/15-rag/qdrant ~/.copilot/skills/qdrant-vector-search
Runs on your machine.
npx -y degit Orchestra-Research/AI-Research-SKILLs/15-rag/qdrant ~/.cursor/skills/qdrant-vector-search
Runs on your machine.
npx -y degit Orchestra-Research/AI-Research-SKILLs/15-rag/qdrant ~/.claude/skills/qdrant-vector-search
/plugin marketplace add Orchestra-Research/AI-Research-SKILLs /plugin install rag@ai-research-skills
Runs on your machine.
npx -y degit Orchestra-Research/AI-Research-SKILLs/15-rag/qdrant ~/.agents/skills/qdrant-vector-search
Runs on your machine.
Runs on your machine.
npx -y degit Orchestra-Research/AI-Research-SKILLs/15-rag/qdrant ~/.gemini/skills/qdrant-vector-search
Runs on your machine.
npx -y degit Orchestra-Research/AI-Research-SKILLs/15-rag/qdrant .agents/skills/qdrant-vector-search
Runs on your machine.
npx -y degit Orchestra-Research/AI-Research-SKILLs/15-rag/qdrant ~/.openclaw/skills/qdrant-vector-search
Runs on your machine.
npx -y degit Orchestra-Research/AI-Research-SKILLs/15-rag/qdrant ~/.config/opencode/skills/qdrant-vector-search
Runs on your machine.
npx -y degit Orchestra-Research/AI-Research-SKILLs/15-rag/qdrant ~/.hermes/skills/qdrant-vector-search
Scanned and passed · checked 49 min ago
From people who use it
Step by step
Nothing new reaches your agent until a person has looked at it.
Scanned on every change, and again when our rules improve.
No reviews yet. Used qdrant-vector-search? Say how it went.
Write a reviewNobody has shared how they use qdrant-vector-search yet.
Security scan
Passed
Safe to install in every agent it supports. Runs in your agent, as instructions.
Skills people install alongside qdrant-vector-search.
Postgres best practices for your agent: table design, indexes, pgvector and hybrid search, PostGIS and TimescaleDB hypertables.
Redis' own skills for your agent: data structures, connections, Search and vectors, semantic caching, clustering, security and monitoring.
Pinecone's official skills: build an index, search it with text, run document Q&A Assistants, use the pc CLI and n8n.