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Browse AI agent skillspinecone · Memory & Knowledge
Vector Search
v1.2.115.1K installs456 starsApache 2.0Updated 2026-04-17
Vector Search is an AI agent skill in the Memory & Knowledge category. Store and search vector embeddings with Pinecone, Weaviate, or Qdrant — semantic similarity at scale.
npx agentmag add vector-searchAbout
The Vector Search skill connects your agent to vector databases for semantic search at scale. It supports Pinecone, Weaviate, and Qdrant — with automatic embedding generation, batch upserts, metadata filtering, and namespace isolation.
The backbone of RAG (Retrieval-Augmented Generation) workflows. Store documents, code, or any text as embeddings, then retrieve the most semantically relevant results for any query.
Capabilities
- Automatic text-to-embedding conversion
- Batch upsert for high-throughput indexing
- Semantic similarity search with top-K results
- Metadata filtering and namespace isolation
- Support for Pinecone, Weaviate, and Qdrant
- Hybrid search (semantic + keyword)
Compatible agents
Claude CodeCursorWindsurfCopilot
Add Vector Search to your agent
One command to install. Works with all major coding agents.
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