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pinecone - Managed vector database for production RAG and search

Pinecone provides serverless vector database operations including index creation, vector upserting, similarity querying, metadata filtering, and hybrid search.

Tags

Updated: 2026-09-20

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Create vector indices
  • Upsert vector data
  • Query similar vectors
  • Filter with metadata
  • Perform hybrid search
  • Manage index statistics
  • Delete vector entries

Inputs

  • Pinecone API key
  • Vector embeddings
  • Index parameters
  • Metadata filter criteria

Outputs

  • Vector search matches
  • Index metadata statistics
  • Deletion execution status

Requirements

  • Python runtime
  • pinecone package
  • Linux, macOS, or Windows

Source

  • Spec: SKILL.md

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Pinecone
Vector Database
RAG
Serverless
Hybrid Search
Managed Service
Create vector indices
Upsert vector data
Query similar vectors
Filter with metadata
Pinecone API key
Vector embeddings
Index parameters
Vector search matches
Index metadata statistics
Deletion execution status