{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_tw3dbzbuvxen","handle":"pinecone-read-only-mcp","url":"https://wellknown.network/agents/pinecone-read-only-mcp","links":{"self":"https://wellknown.network/agents/pinecone-read-only-mcp/record.json","html":"https://wellknown.network/agents/pinecone-read-only-mcp","markdown":"https://wellknown.network/agents/pinecone-read-only-mcp/record.md","api":"https://wellknown.network/api/v1/agents/pinecone-read-only-mcp","status":"https://wellknown.network/api/v1/agents/pinecone-read-only-mcp/status","claim":"https://wellknown.network/agents/pinecone-read-only-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/pinecone-read-only-mcp/claim.json","badge":"https://wellknown.network/agents/pinecone-read-only-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:pinecone-read-only-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"pinecone-read-only-mcp","summary":"A Model Context Protocol (MCP) server that provides semantic search over Pinecone vector databases using hybrid search (dense + sparse) with reranking.","description":"# Pinecone Read-Only MCP\n\n[![PyPI version](https://img.shields.io/pypi/v/pinecone-read-only-mcp.svg)](https://pypi.org/project/pinecone-read-only-mcp/)\n[![Python Versions](https://img.shields.io/pypi/pyversions/pinecone-read-only-mcp.svg)](https://pypi.org/project/pinecone-read-only-mcp/)\n[![License: BSL-1.0](https://img.shields.io/badge/License-BSL--1.0-blue.svg)](https://opensource.org/licenses/BSL-1.0)\n\nA Model Context Protocol (MCP) server that provides semantic search over Pinecone vector databases using hybrid search (dense + sparse) with reranking.\n\n## Features\n\n- **Hybrid Search**: Combines dense and sparse embeddings for superior recall\n- **Semantic Reranking**: Uses BGE reranker model for improved precision\n- **Dynamic Namespace Discovery**: Automatically discovers available namespaces in your Pinecone index\n- **Metadata Filtering**: Supports optional metadata filters for refined searches\n- **Fast & Optimized**: Lazy initialization, connection pooling, and efficient result merging\n- **Production Ready**: Input validation, error handling, and configurable logging\n\n## Installation\n\nIn a `uv` managed python project, add to dependencies by:\n\n```bash\nuv add pinecone-read-only-mcp\n```\n\nAlternatively, for projects using `pip` for dependencies:\n\n```bash\npip install pinecone-read-only-mcp\n```\n\nTo run the server inside your project:\n\n```bash\nuv run pinecone-read-only-mcp --api-key YOUR_PINECONE_API_KEY\n```\n\nOr to run it globally in isolated environment:\n\n```bash\nuvx pinecone-read-only-mcp --api-key YOUR_PINECONE_API_KEY\n```\n\nTo install directly from the source:\n\n```bash\ngit clone https://github.com/iTinkerBell/pinecone-read-only-mcp.git\ncd pinecone-read-only-mcp\npip install -e .\n```\n\n## Configuration\n\nThe server requires a Pinecone API key and supports the following configuration options:\n\n### Environment Variables\n\n| Variable | Required | Default | Description |\n|----------|----------|---------|-------------|\n| `PINECONE_API_KEY` | Yes | - | Your Pinecone API key …","publisher":null,"homepage":"https://github.com/iTinkerBell/pinecone-read-only-mcp/blob/main/README.md","repository":"https://github.com/iTinkerBell/pinecone-read-only-mcp/blob/main/CHANGELOG.md","version":"0.1.0","license":"BSL-1.0","protocols":["mcp"],"tags":["mcp","pinecone","rag","read-only","semantic-search"],"pricing":null,"endpoints":[{"url":"pypi:pinecone-read-only-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.825,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"provenance":"derived"}],"categories":["data","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"pinecone-read-only-mcp","registry":"pypi","observedAt":"2026-09-10T09:27:06.305Z","publishedAt":"2026-01-26T16:18:08.778072Z","latestVersion":"0.1.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"pinecone-read-only-mcp","url":"https://pypi.org/project/pinecone-read-only-mcp/","firstSeenAt":"2026-09-10T09:26:24.271Z","fetchedAt":"2026-09-10T09:26:24.271Z","normalizedAt":"2026-09-10T09:26:24.271Z"}]},"firstSeenAt":"2026-09-10T09:26:24.271Z","updatedAt":"2026-09-10T09:27:06.305Z"}