Pinecone Assistant MCP Server - Alternatives & Competitors

Ranked by Relevance

• 1
  

  mcp-server-home-assistant

  A Model Context Protocol Server integration for Home Assistant.

  Provides an MCP server interface for Home Assistant, enabling context sharing between Home Assistant and AI models through the Model Context Protocol. Allows users to connect Claude Desktop and similar tools to Home Assistant via a WebSocket API and secure API token. Facilitates seamless integration by leveraging a custom Home Assistant component that is migrating into Home Assistant Core. Enables access and manipulation of smart home context data in standardized ways.

  64 8 MCP
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  Stape MCP Server

  An MCP server implementation for integrating Stape with AI model context protocols.

  Stape MCP Server provides an implementation of the Model Context Protocol server tailored for the Stape platform. It enables secure and standardized access to model context capabilities, allowing integration with tools such as Claude Desktop and Cursor AI. Users can easily configure and authenticate MCP connections using provided configuration samples, while managing context and credentials securely. The server is open source and maintained by the Stape Team under the Apache 2.0 license.

  4 3 MCP
• 3
  

  IP Find MCP Server

  A Model Context Protocol server for IP location lookups by AI assistants.

  IP Find MCP Server acts as a Model Context Protocol (MCP) server, allowing AI assistants to access geolocation data from the IP Find API. It connects the IP Find API with AI tools, enabling the retrieval of IP address location information in standardized contexts. Designed for integration with MCP clients such as the Claude Desktop App, it simplifies configuration and secure API key management. The server is certified by MCPHub.

  2 6 MCP
• 4
  

  tavily-search MCP server

  A search server that integrates Tavily API with Model Context Protocol tools.

  tavily-search MCP server provides an MCP-compliant server to perform search queries using the Tavily API. It returns search results in text format, including AI responses, URLs, and result titles. The server is designed for easy integration with clients like Claude Desktop or Cursor and supports both local and Docker-based deployment. It facilitates AI workflows by offering search functionality as part of a standardized protocol interface.

  44 11 MCP
• 5
  

  Perplexity MCP Server

  MCP Server integration for accessing the Perplexity API with context-aware chat completion.

  Perplexity MCP Server provides a Model Context Protocol (MCP) compliant server that interfaces with the Perplexity API, enabling chat completion with citations. Designed for seamless integration with clients such as Claude Desktop, it allows users to send queries and receive context-rich responses from Perplexity. Environment configuration for API key management is supported, and limitations with long-running requests are noted. Future updates are planned to enhance support for client progress reporting.

  85 35 MCP
• 6
  

  MCP Server for Cortex

  Bridge Cortex threat analysis capabilities to MCP-compatible clients like Claude.

  MCP Server for Cortex exposes the analysis capabilities of a Cortex instance as tools consumable by Model Context Protocol (MCP) clients, such as large language models. It enables these clients to request threat intelligence analyses via Cortex and receive structured results. The server supports easy configuration, secure authentication, and flexible analyzer selection for integrating threat intelligence tasks into automated AI workflows.

  12 4 MCP
• 7
  

  Bear MCP Server

  MCP server for accessing and searching Bear Notes on macOS.

  Bear MCP Server is an implementation of the Model Context Protocol that provides programmatic access to notes and tags stored in Bear Notes on macOS. It enables users to read, search, and list notes and tags via standardized MCP tools. The server connects to Bear's SQLite database and exposes essential commands for integration with AI models and workflows.

  40 6 MCP
• 8
  

  Daisys MCP server

  A beta server implementation for the Model Context Protocol supporting audio context with Daisys integration.

  Daisys MCP server provides a beta implementation of the Model Context Protocol (MCP), enabling seamless integration between the Daisys AI platform and various MCP clients. It allows users to connect MCP-compatible clients to Daisys by configurable authentication and environment settings, with out-of-the-box support for audio file storage and playback. The server is designed to be extensible, including support for both user-level deployments and developer contributions, with best practices for secure authentication and dependency management.

  10 5 MCP
• 9
  

  AllTrails MCP Server

  MCP server for seamless AllTrails data access and integration

  AllTrails MCP Server provides Model Context Protocol (MCP) compliant access to AllTrails hiking trail data, enabling AI tools to search for trails and retrieve detailed trail information. It supports searching by national park and fetching comprehensive details such as difficulty, length, elevation, ratings, and route types. The server communicates via standard input/output and is designed for easy integration with MCP-compatible clients like Claude Desktop. Installation is flexible, supporting both virtual environments and system Python setups.

  6 6 MCP
• 10
  

  Kagi MCP Server

  Integrate Kagi Search and Summarization as Model Context Protocol tools.

  Kagi MCP Server enables easy integration of Kagi's search and summarization capabilities with AI systems via the Model Context Protocol. It facilitates tool-based queries such as searching web results or summarizing content, and offers setup instructions for various platforms including Claude Desktop. Users can install and configure the server through package managers, Smithery, or direct Python environments. The project provides configurable environment variables for API access and summarization engine selection, supporting both local development and production usage.

  216 24 MCP
• 11
  

  Unsplash MCP Server

  Seamless Unsplash image integration via the Model Context Protocol.

  Unsplash MCP Server provides a simple and robust interface to search and integrate high-quality Unsplash images through the Model Context Protocol (MCP). It offers advanced photo search capabilities with filters for keywords, color schemes, orientation, and sorting. Designed for easy integration with development environments such as Cursor and Smithery, it simplifies embedding Unsplash image search into AI and automation workflows.

  186 20 MCP
• 12
  

  Ragie Model Context Protocol Server

  Seamless knowledge base retrieval via Model Context Protocol for enhanced AI context.

  Ragie Model Context Protocol Server enables AI models to access and retrieve information from a Ragie-managed knowledge base using the standardized Model Context Protocol (MCP). It provides a retrieve tool with customizable query options and supports integration with tools like Cursor and Claude Desktop. Users can configure API keys, specify partitions, and override tool descriptions. Designed for rapid setup via npx and flexible for project-specific or global usage.

  81 18 MCP
• 13
  

  MCP-wolfram-alpha

  An MCP server for querying the Wolfram Alpha API.

  MCP-wolfram-alpha provides an implementation of the Model Context Protocol, enabling integration with the Wolfram Alpha API. It exposes prompts and tools to facilitate AI systems in answering natural language queries by leveraging Wolfram Alpha's computational knowledge engine. The server requires an API key and offers configuration examples for seamless setup and development.

  64 17 MCP
• 14
  

  mcp-recon

  Conversational reconnaissance interface and MCP server for HTTP and ASN analysis.

  mcp-recon acts as a conversational interface and Model Context Protocol (MCP) server, enabling seamless web domain and ASN reconnaissance through natural language prompts. It integrates powerful tooling like httpx and asnmap to conduct lightweight or full HTTP analysis and ASN lookups, exposing these capabilities to any MCP-compatible AI assistant. With predefined prompts and Docker-based deployment, it streamlines infrastructure analysis via AI interfaces such as Claude Desktop.

  22 5 MCP
• 15
  

  Maigret MCP Server

  OSINT username and URL search server for the Model Context Protocol.

  Maigret MCP Server provides Model Context Protocol (MCP) integration for the Maigret OSINT tool, enabling AI and context-aware applications to search for usernames across hundreds of social networks and analyze URLs. Designed for seamless operation with MCP-compatible clients like Claude Desktop, it supports multiple output formats and advanced filtering options. The server can be installed via Docker or npm, offers Docker-based deployment for consistent performance, and facilitates responsible OSINT research.

  205 29 MCP
• 16
  

  Campertunity MCP Server

  Model Context Protocol server for AI-driven camping and outdoor recreation data

  Implements the Model Context Protocol (MCP) to provide AI models with structured access to camping and outdoor recreation data. Offers tools for searching, filtering, and booking campgrounds and sites based on a wide range of criteria. Enhances data accuracy with AI and aggregates information from multiple sources, enabling dynamic, real-time queries and bookings. Ideal for integrating intelligent camping experiences into AI-driven applications.

  11 4 MCP
• 17
  

  Search1API MCP Server

  MCP server enabling search and crawl functions via Search1API.

  Search1API MCP Server is an implementation of the Model Context Protocol (MCP) that provides search and crawl services using the Search1API. It allows seamless integration with MCP-compatible clients, including LibreChat and various developer tools, by managing API key configuration through multiple methods. Built with Node.js, it supports both standalone operation and Docker-based deployment for integration in broader AI toolchains.

  157 39 MCP
• 18
  

  Biel.ai MCP Server

  Seamlessly connect IDEs to your company’s product documentation using an MCP server.

  Biel.ai MCP Server enables AI tools such as Cursor, VS Code, and Claude Desktop to access and utilize a company’s product documentation and knowledge base through the Model Context Protocol. It provides a hosted RAG layer that makes documentation searchable and usable, supporting real-time, context-rich completion and answers for developers. The server can be used as a hosted solution or self-hosted locally or via Docker for advanced customization.

  2 2 MCP
• 19
  

  Edge Delta MCP Server

  Seamlessly integrate Edge Delta APIs into the Model Context Protocol ecosystem.

  Edge Delta MCP Server is a Model Context Protocol server enabling advanced integration with Edge Delta APIs. It allows developers and tools to extract, analyze, and automate observability data from Edge Delta through standardized MCP interfaces. The server supports AI-powered applications and automations, and can be deployed via Docker for straightforward operation. The Go API is available for experimental programmatic access.

  5 4 MCP
• 20
  

  IP Geolocation MCP Server

  Enables IP-based geolocation for AI workflows via MCP-compliant tooling.

  IP Geolocation MCP Server provides a Model Context Protocol (MCP) server that integrates with the ipinfo.io API to fetch detailed IP address information. It allows obtaining location, organization, and network details about users, facilitating context-aware AI applications. The tool can be seamlessly installed or integrated in client environments supporting MCP, with a focus on simplicity and developer-friendliness.

  36 13 MCP
• 21
  

  Pearch.ai MCP

  Natural Language People Search and Candidate Sourcing API for Seamless ATS Integration

  Pearch.ai MCP provides a high-precision people search API that interprets natural language queries to deliver top-quality candidate results. Designed for easy integration with Applicant Tracking Systems and hiring platforms, it leverages scientific methods and is trusted by recruiters. The tool is implemented as a Model Context Protocol (MCP), facilitating standardized model context handling and deployment via packages like FastMCP or through Smithery. The solution prioritizes ease of use, reliability, and high candidate match accuracy.

  5 4 MCP
• 22
  

  MCP Simple OpenAI Assistant

  A simple MCP server for managing and interacting with OpenAI assistants.

  MCP Simple OpenAI Assistant enables seamless interaction with OpenAI assistants via the Model Context Protocol, providing tools to create, manage, and converse with AI assistants. It features real-time streaming responses, persistent thread management using a local database, and supports integration with client applications like Claude Desktop. The server handles assistant and conversation management, making it easy to create, list, update, and delete assistants and threads.

  36 16 MCP
• 23
  

  piapi-mcp-server

  TypeScript-based MCP server for PiAPI media content generation

  piapi-mcp-server is a TypeScript implementation of a Model Context Protocol (MCP) server that connects with PiAPI to enable media generation workflows from MCP-compatible applications. It handles image, video, music, TTS, 3D, and voice generation tasks using a wide range of supported models like Midjourney, Flux, Kling, LumaLabs, Udio, and more. Designed for easy integration with clients such as Claude Desktop, it includes an interactive MCP Inspector for development, testing, and debugging.

  62 23 MCP
• 24
  

  Baseline MCP Server

  Brings web platform API support status to AI models via Model Context Protocol.

  Baseline MCP Server serves as a Model Context Protocol (MCP) server, providing API endpoints to retrieve the baseline support status of web platform features. It fetches data from the Web Platform Dashboard API and delivers web API compatibility details, including browser support levels, baseline status, and usage data, to MCP clients or AI models. The server is configurable for various MCP clients including Claude Desktop and Visual Studio Code, and can also be deployed via Docker or Deno environments. It enables integration of up-to-date, machine-readable browser compatibility information with large language models and development tools.

  36 3 MCP
• 25
  

  Hacker News MCP Server

  An MCP server for accessing and analyzing Hacker News stories, comments, and users.

  Hacker News MCP Server implements the Model Context Protocol to provide tools for fetching and searching Hacker News stories, retrieving story comments, and accessing user information. It integrates seamlessly with AI assistants like Claude Desktop and supports use via Smithery. The server is designed for structured information retrieval, contextual exploration, and summarization of Hacker News content.

  55 17 MCP
• 26
  

  Vectara MCP Server

  Secure RAG server enabling seamless AI integration via Model Context Protocol.

  Vectara MCP Server implements the open Model Context Protocol to enable AI systems and agentic applications to connect securely with Vectara's Trusted RAG platform. It supports multiple transport modes, including secure HTTP, Server-Sent Events (SSE), and local STDIO for development. The server provides fast, reliable retrieval-augmented generation (RAG) operations with built-in authentication, rate limiting, and optional CORS configuration. Integration is compatible with Claude Desktop and any other MCP client.

  25 8 MCP
• 27
  

  Bear MCP Server

  Read-only Model Context Protocol server for Bear note integration

  Bear MCP Server provides a Model Context Protocol (MCP) interface to access notes and tags stored in the Bear note-taking app. It enables AI assistants, including Claude, to securely interact with Bear notes through read-only operations, connecting directly to the Bear SQLite database without the risk of modifying user data. The server exposes tools for searching, opening, and listing notes and tags, ensuring all access is non-destructive.

  14 4 MCP
• 28
  

  Wazuh MCP Server

  Bridge Wazuh SIEM data to AI assistants with Model Context Protocol compatibility.

  Wazuh MCP Server is a Rust-based service that interfaces with Wazuh SIEM systems and transforms their complex data into Model Context Protocol (MCP) compatible formats. It enables AI assistants, including Claude Desktop Integration, to access security alerts, vulnerability assessments, agent health, and other SIEM insights through natural language queries. This solution facilitates compliance teams and security operations by providing actionable data for monitoring, forensics, compliance validation, and incident response.

  137 35 MCP
• 29
  

  mcp-local-rag

  Local RAG server for web search and context injection using Model Context Protocol.

  mcp-local-rag is a local server implementing the Model Context Protocol (MCP) to provide retrieval-augmented generation (RAG) capabilities. It performs live web search, extracts relevant context using Google's MediaPipe Text Embedder, and supplies the information to large language models (LLMs) for enhanced, up-to-date responses. The tool is designed for easy local deployment, requiring no external APIs, and is compatible with multiple MCP clients. Security audits are available, and integration is demonstrated across several LLM platforms.

  89 18 MCP
• 30
  

  notion-mcp

  An MCP server for managing Notion to-do lists via API integration.

  notion-mcp provides a Model Context Protocol (MCP) server that connects with Notion's API to help users manage their personal to-do lists. It enables querying, adding, and updating tasks directly from Notion through a standardized MCP interface, and is designed for integration with tools like Claude Desktop. The project is set up for easy deployment via Smithery and supports OAuth credentials and per-user configuration.

  27 4 MCP
• 31
  

  IPLocate MCP Server

  Comprehensive IP address geolocation and network intelligence via MCP.

  Provides an MCP server interface to IPLocate.io, delivering detailed IP address intelligence including geolocation, network details, privacy detection, and abuse contact information. Easily integrates with popular MCP clients like Cursor and Claude Desktop for seamless IP lookups. Enables users to retrieve geographic, organizational, and security-related data associated with IPv4 and IPv6 addresses by connecting to the IPLocate.io API.

  11 5 MCP
• 32
  

  mcp-trinv-server

  MCP server for enhancing AI assistants with French cadastral and commune data search.

  mcp-trinv-server is an implementation of the Model Context Protocol (MCP) designed to augment AI assistants like Claude and Gemini with advanced search capabilities. It enables searching for French communes based on name fragments and retrieving cadastral parcels within a specified commune by surface area. The tool integrates with the TRINV platform and provides standardized MCP integration for AI applications.

  1 1 MCP
• 33
  

  Tripadvisor MCP Server

  Standardized MCP access to Tripadvisor travel data for AI assistants

  Tripadvisor MCP Server provides Model Context Protocol (MCP) compliant access to Tripadvisor's Content API, enabling AI assistants to search, retrieve, and present travel-related information in a standardized way. It features endpoints for searching locations, accessing detailed information, reviews, and photos, as well as secure API key authentication. The project supports Docker containerization and interactive tools for customizable AI integration.

  47 11 MCP
• 34
  

  Raygun MCP Server

  Access and interact with Raygun crash reporting data via Model Context Protocol for AI assistants.

  Raygun MCP Server provides a remote MCP endpoint that enables AI assistants to securely access, analyze, and manage crash reporting and real user monitoring data from Raygun through natural language conversations. It supports various AI tools and assistants, allowing users to investigate errors, monitor deployments, track user sessions, and gather performance insights seamlessly. Integration is streamlined with step-by-step guides for connecting through multiple popular AI environments.

  19 13 MCP
• 35
  

  Bing Search MCP Server

  MCP server enabling Bing-powered web, news, and image search for AI assistants.

  Bing Search MCP Server provides a Model Context Protocol (MCP) compliant interface for integrating Microsoft Bing Search API capabilities with AI assistants. The server allows AI clients to perform web, news, and image searches programmatically, with features like rate limiting and comprehensive error handling. Designed for easy deployment, it supports integration with clients such as Claude Desktop and Cursor for enhanced search access. Secure configuration via environment variables enables safe use of API keys.

  65 7 MCP
• 36
  

  Apple Notes MCP Server

  Enables Claude Desktop to access and interact with local Apple Notes.

  Apple Notes MCP Server reads and provides access to local Apple Notes databases for use in Claude Desktop. It allows querying all notes, retrieving specific note content, and searching notes, facilitating deeper context integration for AI workflows. The server operates under the Model Context Protocol (MCP) and is designed for straightforward installation and integration. Currently, it supports reading and searching but does not handle encrypted notes, attachments, or note creation/editing.

  121 14 MCP
• 37
  

  MCP Local RAG

  Privacy-first local semantic document search server for MCP clients.

  MCP Local RAG is a privacy-preserving, local document search server designed for use with Model Context Protocol (MCP) clients such as Cursor, Codex, and Claude Code. It enables users to ingest and semantically search local documents without using external APIs or cloud services. All processing, including embedding generation and vector storage, is performed on the user's machine. The tool supports document ingestion, semantic search, file management, file deletion, and system status reporting through MCP.

  10 3 MCP
• 38
  

  mcp-server-rabbitmq

  RabbitMQ Reference Implementation for the Model Context Protocol (MCP)

  Implements a server for the Model Context Protocol (MCP) using RabbitMQ as the messaging backend. Provides a standardized approach for handling model context, enabling scalable and efficient context management for AI applications. The project has been migrated to the official Amazon MQ repository.

  40 10 MCP
• 39
  

  Weather MCP Server

  A Model Context Protocol server delivering weather and air quality data via multiple transport modes.

  Weather MCP Server is a Model Context Protocol (MCP) implementation that provides comprehensive weather and air quality information using the Open-Meteo API. It supports various transport modes including standard stdio for desktop clients, HTTP Server-Sent Events (SSE), and Streamable HTTP for modern web integration. The server offers both real-time and historical weather metrics, as well as timezone and time conversion functionalities. Installation and integration options are available for both MCP desktop clients and web applications.

  26 22 MCP
• 40
  

  Amazon Bedrock MCP Server

  Model Control Protocol server for AI image generation via Amazon Bedrock's Nova Canvas.

  Amazon Bedrock MCP Server implements the Model Control Protocol to enable advanced AI image generation using Amazon's Nova Canvas model. It provides features like deterministic output through seed control, negative prompts, and configurable quality and image dimensions. Secure and flexible AWS credential management is supported, along with integration for Claude Desktop and robust input validation. The solution ensures high-quality, reproducible image generation workflows tailored for both developers and integrated applications.

  22 12 MCP
• 41
  

  IP2Location.io MCP server

  Geolocation lookup server for IP addresses via Model Context Protocol.

  Implements a Model Context Protocol (MCP) server that provides comprehensive geolocation and network details for IPv4 and IPv6 addresses using the IP2Location.io API. Designed for integration with tools like Claude Desktop, it offers asynchronous processing and supports both free and API-key authenticated usage. It returns extensive data such as geographic location, ISP, domain information, proxy detection, and security insights.

  12 8 MCP
• 42
  

  Notion MCP Integration

  Integrate your minimal Notion todo list with Claude via Model Context Protocol.

  Notion MCP Integration provides a simple MCP server that enables users to manage a minimalist Notion todo list through Claude, leveraging Notion's API. It supports adding, viewing, and completing tasks according to a specific Notion database structure. Designed for personal use, it allows users to interact with their tasks using natural language through Claude Desktop. The tool is easily customizable for different Notion databases by modifying the server implementation.

  202 54 MCP
• 43
  

  QR Code Generation MCP Server

  Generate customizable QR codes from text via an MCP-compliant server.

  Provides a server for generating QR codes from text input using the Model Context Protocol (MCP), supporting multiple transport modes such as STDIO, HTTP, and SSE. Allows customization of QR code appearance with options for color, style, and encoding settings. Outputs QR codes as base64 strings for easy integration or direct use in applications. Designed for compatibility with platforms like Claude Desktop and deployments using Docker or direct Python API usage.

  11 4 MCP
• 44
  

  NearbySearch MCP Server

  IP-based nearby search via Google Places, packaged as an MCP tool.

  NearbySearch MCP Server enables users to search for nearby places using their IP-based location, leveraging the Google Places API. Designed to run as an MCP server, it offers an accessible interface for location-aware searches with customizable radius and filter options. The tool supports integration with clients such as Claude Desktop and features a simple setup process using Python 3.10+. Ideal for use cases where model context needs to be enriched with location-based search results.

  21 7 MCP
• 45
  

  Stocky

  Find beautiful royalty-free stock images across multiple providers in one search.

  Stocky enables fast, asynchronous search and retrieval of royalty-free stock images from Pexels and Unsplash through a unified MCP-compatible interface. It supports rich metadata, provider flexibility, pagination, and robust error handling. Designed to operate as an MCP (Model Context Protocol) server, it integrates with MCP clients using standard client configuration and environment variables for API keys. Stocky provides Python async functions for searching, retrieving details, and downloading images with flexible output options.

  14 7 MCP
• 46
  

  mcp-dnstwist

  MCP server for advanced domain fuzzing and phishing detection.

  mcp-dnstwist is a Model Context Protocol (MCP) server built around dnstwist, providing robust tools for domain permutation, DNS analysis, and phishing detection. It integrates with MCP-compatible clients like Claude Desktop, enabling automated security research to identify typosquatting, phishing, and potential brand impersonation domains. The tool supports customizable DNS queries, output formats, and parallel processing, making it suitable for professionals seeking to enhance domain security postures.

  38 9 MCP
• 47
  

  Cal Server

  Lightweight mathematical expression calculator as an MCP service

  Cal Server is a simple mathematical expression calculation tool built on the FastMCP framework and designed to operate as a Model Context Protocol (MCP) service. It evaluates mathematical expressions provided via standard input/output using the expr-eval library and runs in the Bun runtime environment. The service supports core mathematical operations, built-in constants, and parameter validation with zod, making it efficient and easy to integrate into other workflows.

  13 3 MCP
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  MCP Ping-Pong Server by Remote Call

  An experimental MCP-based Ping-Pong server leveraging FastAPI and FastMCP for remote calls.

  MCP Ping-Pong Server by Remote Call demonstrates the use of the Model Context Protocol (MCP) for handling command-based interactions via FastAPI. The project provides a backend powered by FastAPI and FastMCP, enabling remote MCP calls through API endpoints and Server-Sent Events (SSE). It includes thread-safe session management, command handling integration, and an interactive UI for engaging with ping, pong, and count operations. Designed as an educational tool, it showcases practical MCP usage for API-driven workflows.

  1 2 MCP
• 49
  

  Kokoro Text to Speech MCP Server

  Text-to-speech server with optional S3 storage, built for Model Context Protocol environments.

  Kokoro Text to Speech MCP Server provides a text-to-speech API that generates MP3 audio files from text input, with support for multiple voices and speech parameters. It is designed for compatibility with Model Context Protocol (MCP), allowing for easy integration and configuration in MCP-based workflows. Generated audio files can be stored locally or uploaded to AWS S3, and the server includes client utilities for interaction, as well as configurable environment options for deployment. The solution leverages Hugging Face Kokoro-TTS models and supports both direct use and cloud-friendly workflows.

  67 14 MCP
• 50
  

  mcp-pinecone

  A Pinecone-backed Model Context Protocol server for semantic search and document management.

  mcp-pinecone implements a Model Context Protocol (MCP) server that integrates with Pinecone indexes for use with clients such as Claude Desktop. It provides powerful tools for semantic search, document reading, listing, and processing within a Pinecone vector database. The server supports operations like embedding, chunking, and upserting records, enabling contextual management of large document sets. Designed for ease of installation and interoperability via the MCP standard.

  150 35 MCP