MCP Servers for RAG Systems

Tools and platforms for Retrieval-Augmented Generation (RAG), integrating external data sources with language models. Enables context retrieval, relevant document fetching, hybrid search, and dynamic knowledge injection into AI/LLM workflows.

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    A scraper tool that leverages the Oxylabs Web Scraper API to fetch and process web content with flexible options for parsing and rendering pages, enabling efficient content extraction from complex websites.
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    MIT License
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    Server for interacting with Meilisearch through LLM interfaces like Claude.
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    MIT License
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    An open-source platform for Retrieval-Augmented Generation (RAG). Upload documents and query them ⚡
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    The Redis Cloud API MCP Server provides an MCP Server for Redis Cloud's API, allowing you to manage your Redis Cloud resources using natural language.
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    mcp-hydrolix
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    Apache 2.0
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    A production-ready Model Context Protocol server that enables language models to leverage AI-powered web scraping capabilities, offering tools for transforming webpages to markdown, extracting structured data, and executing AI-powered web searches.
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    MIT License
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    This repository is an example of how to create a MCP server for Qdrant, a vector search engine.
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    The Fibery MCP server provides integration between Fibery and any LLM provider supporting the MCP protocol (e.g., Claude for Desktop), allowing you to explore Fibery Workspace Schema, query databases, create and update entities using natural language.
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    MIT License
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    This server converts webpages into clean, structured Markdown optimized for language model consumption, removing unnecessary content and supporting JavaScript rendering.
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    MIT License
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    Connect your Sanity content to AI agents. Create, update, and explore structured content using Claude, Cursor, and VS Code via the Model Context Protocol. Transform content operations from complex queries to simple conversations—giving your team superpowers without sacrificing structure.
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    Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
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    The official Redis MCP Server is a natural language interface designed for agentic applications to efficiently manage and search data in Redis.
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    MIT License
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    This server enables AI systems to integrate with Tavily's search and data extraction tools, providing real-time web information access and domain-specific searches.
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    MIT License
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    A server that allows users to manage documents and perform Claude-powered searches using Needle through the Claude Desktop application.
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    MIT License
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    The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.
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    Model Context Protocol server for YDB databases that enables AI-powered database operations and natural language interactions with YDB instances from any LLM that supports MCP.
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    Apache 2.0
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    An MCP server to interact with a Tinybird Workspace from any MCP client.
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    Model Context Protocol (MCP) is a new, standardized protocol for managing context between large language models (LLMs) and external systems. In this repository, we provide an installer as well as an MCP Server for Upstash Developer API's.
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    A version-aware Kubernetes documentation assistant that connects LLMs to trusted, real-time Kubernetes docs to reduce hallucinations and ensure accurate, version-specific responses.
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    MCP Server enabling integration with Scrapezy to retrieve structured data from websites.
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    MIT License
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    Implementation of an MCP server for the RAG Web Browser Actor. This Actor serves as a web browser for large language models (LLMs) and RAG pipelines, similar to a web search in ChatGPT.
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    An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.
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    An optimized read-only server for AI assistants to efficiently query and retrieve Notion content, featuring parallel processing and a minimized toolset of 7 essential read-only operations.
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    An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
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    An MCP server that enables Claude to perform web searches using Perplexity's API with intelligent model selection based on query intent and support for domain and recency filtering.
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    Provides an MCP protocol interface for interacting with Elasticsearch 7.x databases, supporting comprehensive search functionality including aggregations, highlighting, and sorting.
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    An MCP server that allows Claude AI to search, explore, and compare arXiv papers efficiently through a custom-built local server.
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    A powerful MCP server for fetching and transforming web content into various formats (HTML, JSON, Markdown, Plain Text) with ease.
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    A discovery and recommendation service that helps AI assistants find Model Context Protocol servers based on natural language queries.
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    A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
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    A server implementing the Model Context Protocol (MCP) that connects YindDao AI Power with MCP Hosts, enabling AI to utilize RPA capabilities for workflow automation.
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    A server implementing Model Context Protocol that enables AI assistants to interact with Slack API through a standardized interface, providing tools for messaging, channel management, user information retrieval, and more.
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    A Model Context Protocol server that allows AI agents to perform WHOIS lookups, enabling users to directly ask the AI about domain availability, ownership, registration details, and other domain information.
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    Enables fetching relevant content and embeddings from Supavec via the Model Context Protocol, allowing AI assistants like Claude to access vector search capabilities.
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    Provides web content fetching capabilities using Playwright browser automation, enabling LLMs to retrieve and process JavaScript-rendered content from web pages and convert HTML to markdown for easier consumption.
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    MIT License
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    A Model Context Protocol server that provides read-only access to MongoDB databases, enabling AI assistants to directly query and analyze MongoDB data while maintaining data safety.
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    An MCP server that integrates with Apktool to provide live reverse engineering support for Android applications using Claude and other LLMs through the Model Context Protocol.
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    An MCP server that provides access to Jina AI's powerful web services (page reading, web search, fact checking) through Claude.
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    Enables AI assistants to discover, retrieve details about, and manage MCP (Model Context Protocol) servers that provide additional tools and capabilities on demand.
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    An MCP server implementation that integrates the Tavily Search API, providing optimized search capabilities for LLMs.
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    An MCP server integrating Perplexity AI's API to offer advanced search capabilities with support for multiple models and result configuration.
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    A Model Context Protocol server that provides Claude with a dedicated space for structured thinking during complex problem-solving tasks, helping improve its reasoning capabilities.
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    A Model Context Protocol server that transforms text into structured JSON data using templates with placeholders.
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    An implementation of the Model Context Protocol (MCP) server for SingleStore that enables natural language interaction with SingleStore databases through compatible LLM clients like Claude Desktop and Cursor.
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    MIT License
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    Facilitates integration of Brave Search functionalities with AI assistants through the Model Context Protocol, enabling web and local searches using the Brave Search API.
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    MIT License
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    A server that enables LLMs like Claude to query AWS DynamoDB databases through natural language requests, supporting table management, data querying, and schema analysis.
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    A Node.js/TypeScript implementation of a Model Context Protocol server for the Deepseek R1 language model, optimized for reasoning tasks with a large context window and fully integrated with Claude Desktop.
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    An MCP server implementation that helps Claude remember and learn from programming errors by storing, retrieving, and finding similar errors with full context.
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    A server enabling integration between KoboldAI's text generation capabilities and MCP-compatible applications, with features like chat completion, Stable Diffusion, and OpenAI-compatible API endpoints.
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    MIT License
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    A remote MCP server providing a tool for searching and querying ATprotocol documentation, helping developers easily access information while building on the protocol.
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    Creative Commons Zero v1.0 Universal
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    A server that enables LLMs (like Claude and VSCode Copilot) to interact with Azure Cosmos DB data through natural language queries, acting as a translator between AI assistants and your database.
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    A Model Context Protocol server that integrates with Linear, enabling AI assistants to create, update, search, and comment on issues for project management and issue tracking.
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    Apache 2.0
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    A Model Context Protocol server that provides LLMs with access to Valyu's knowledge retrieval and feedback APIs for searching proprietary/web sources and submitting transaction feedback.
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    An MCP server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question for more comprehensive answers.
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    MIT License
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    A systematic reasoning MCP server for Claude Desktop, featuring Beam Search and Monte Carlo Tree Search to facilitate complex problem-solving and decision-making processes.
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    MIT License
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    A server that provides AgentQL's data extraction capabilities enabling AI agents to get structured data from unstructured web
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    An MCP server that fetches and converts Deepwiki documentation into Markdown, allowing users to crawl pages from deepwiki.com repositories and access them in different output formats.
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    Jinni is a tool to efficiently provide Large Language Models the context of your projects. It gives a consolidated view of relevant project files complete with metadata, overcoming the limitations and inefficiencies of reading files one by one. The philosophy behind this tool is that LLM context wi
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    Implementation of Model Context Protocol (MCP) server that provides tools for accessing Google Cloud's Vertex AI Gemini models, supporting features like web search grounding and direct knowledge answering for coding assistance and general queries.
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    The APISIX Model Context Protocol (MCP) server bridges large language models (LLMs) with the APISIX Admin API.
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    This is a Model Context Protocol (MCP) server adaptation of LangChain Ollama Deep Researcher. It provides the deep research capabilities as MCP tools that can be used within the model context protocol ecosystem, allowing AI assistants to perform in-depth research on topics (locally) via Ollama
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    Integrates Tavily's search API with LLMs to provide advanced web search capabilities, including intelligent result summaries, domain filtering for quality control, and configurable search parameters.
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    Enhances AI model capabilities with structured, retrieval-augmented thinking processes that enable dynamic thought chains, parallel exploration paths, and recursive refinement cycles for improved reasoning.
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    Enables AI models to interact with HubSpot CRM data and operations through a standardized interface, supporting contact and company management.
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    A TypeScript implementation of the Model Context Protocol server for Pica that enables Claude Desktop users to interact with connected platforms like Gmail, Google Sheets, Slack, and databases through natural language commands.
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    Integrates Jina.ai's Grounding API with LLMs for real-time, fact-based web content grounding and analysis, enhancing LLM responses with precise, verified information.
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    MIT License
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    Allows the use of Kagi's API for web searching and content enrichment through methods like fastgpt, enrich/web, and enrich/news.
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    MIT License
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    A server implementation for interacting with Wikidata API using the Model Context Protocol, providing tools for searching identifiers, extracting metadata, and executing SPARQL queries.
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    The ArXiv MCP Server bridges the gap between AI models and academic research by providing a sophisticated interface to arXiv's extensive research repository. This server enables AI assistants to perform precise paper searches and access full paper content, enhancing their ability to engage with scientific literature.
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    Provides tools to fetch and search news from The Verge's RSS feed, allowing users to get today's news, retrieve random articles from the past week, and search for specific keywords in recent Verge content.
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    A Model Context Protocol (MCP) server implementation that integrates with FireCrawl for advanced web scraping capabilities.
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    Give Claude access to real-time knowledge and premium content. Get rid of Claude's cutoff data and transform Claude's responses with current events, and trusted, premium sources through Linkup's powerful search capability.
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    Utilizes Gemini API and Google Search to generate answers based on the latest information for user queries.
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    A MCP server connecting to a managed index on LlamaCloud. This is a TypeScript-based MCP server that implements a connection to a managed index on LlamaCloud.
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    Share code context with LLMs via MCP or clipboard
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    Facilitates web search capabilities using Perplexity's API, allowing users to retrieve search results through Claude's interface.
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    A Model Context Protocol server that connects GitHub code to Claude.ai. This server utilizes the Pera1 service to extract code from GitHub repositories and provide better context to Claude.
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    Integrates Jina.ai's Reader API with LLMs for efficient and structured web content extraction, optimized for documentation and web content analysis.
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    gitlab mcp
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    An MCP server implementation that enables interaction with the Unstructured API, providing tools to list, create, update, and manage sources, destinations, and workflows.
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    Provides AI models with structured access to Trino's distributed SQL query engine, enabling LLMs to directly query and analyze data stored in Trino databases.
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    Enables AI assistants to interact with Meilisearch via the Model Context Protocol, allowing comprehensive index, document, and search management through a standardized interface.
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    An MCP server that exposes Fabric patterns as tools for Cline, enabling AI-driven pattern execution directly within Cline tasks.
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    A customized MCP memory server that enables creation and management of a knowledge graph with features like custom memory paths and timestamping for capturing interactions via language models.
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    A Model Context Protocol server that provides real-time hot trending topics from major Chinese social platforms and news sites.
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    Enables integration of Perplexity's AI API with LLMs, delivering advanced chat completion by utilizing specialized prompt templates for tasks like technical documentation, code review, and API documentation.
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    A high-performance, persistent memory system for the Model Context Protocol (MCP) providing vector search capabilities and efficient knowledge storage using libSQL as the backing store.
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    Enables efficient web search integration with Jina.ai's Search API, offering clean, LLM-optimized content retrieval with support for various content types and configurable caching.
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    A Model Context Protocol compliant server that facilitates comprehensive web research by utilizing Tavily's Search and Crawl APIs to gather and structure data for high-quality markdown document creation.
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    A Model Context Protocol server that enables LLMs to perform web searches using Google's Custom Search API through a standardized interface.
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    A Model Context Protocol server that combines DeepSeek R1's reasoning capabilities with Claude 3.5 Sonnet's response generation, enabling two-stage AI processing where DeepSeek's structured reasoning enhances Claude's final outputs.
    Last updated -
    2
    JavaScript
    MIT License
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    license
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    quality
    A custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.
    Last updated -
    1
    2
    JavaScript
    MIT License
    • Apple
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    This server enables interaction between Neo4j databases and Claude Desktop, allowing users to execute Cypher queries, create nodes, and establish relationships in the database.
    Last updated -
    3
    72
    24
    TypeScript
    MIT License
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    license
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    quality
    MCP Ollama server integrates Ollama models with MCP clients, allowing users to list models, get detailed information, and interact with them through questions.
    Last updated -
    3
    12
    Python
    MIT License
    • Apple
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    license
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    An MCP server that provides read-only access to MySQL databases.
    Last updated -
    4
    477
    17
    JavaScript
    MIT License
    • Linux
    • Apple
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    Professional Gemini API integration for Claude and MCP-compatible hosts with intelligent model selection and advanced file handling capabilities.
    Last updated -
    4
    1
    TypeScript
    MIT License
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    license
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    quality
    A Model Context Protocol server enabling AI assistants to scrape web content with high accuracy and flexibility, supporting multiple scraping modes and content formatting options.
    Last updated -
    4
    222
    1
    TypeScript
    MIT License
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    Enables extracting data from websites using natural language prompts, allowing users to specify exactly what content they want in plain English and returning structured JSON data.
    Last updated -
    1
    1,379
    4
    TypeScript
    MIT License
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    An MCP server that enables users to download webpages as markdown files using r.jina.ai service, with features for configurable download directories and automatic date-stamped filenames.
    Last updated -
    5
    3
    24
    JavaScript
    MIT License
    • Linux
    • Apple
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    license
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    A TypeScript-based server to interact with ArangoDB using the Model Context Protocol, enabling database operations and integration with tools like Claude and VSCode extensions for streamlined data management.
    Last updated -
    7
    85
    18
    TypeScript
    MIT License
    • Apple
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    license
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    Provides intelligent summarization capabilities through a clean, extensible architecture. Mainly built for solving AI agents issues on big repositories, where large files can eat up the context window.
    Last updated -
    5
    10
    24
    TypeScript
    MIT License
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    license
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    quality
    A Model Context Protocol server that fetches up-to-date, version-specific documentation and code examples from libraries directly into LLM prompts, helping developers get accurate answers without outdated or hallucinated information.
    Last updated -
    2
    79,945
    7,379
    JavaScript
    MIT License
    • Linux
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    An MCP server that enables AI models to retrieve information from Ragie's knowledge base through a simple 'retrieve' tool.
    Last updated -
    1
    90
    11
    JavaScript
    MIT License
    • Apple
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    license
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    quality
    Guides problem-solving by breaking down complex problems into steps and recommending appropriate MCP tools for each stage, with confidence scores and rationales for tool suggestions.
    Last updated -
    1
    363
    MIT License
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    license
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    quality
    A Model Context Protocol server that enables searching content from barnsworthburning.net directly through compatible AI clients like Claude for Desktop.
    Last updated -
    1
    TypeScript
    MIT License
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    license
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    quality
    A Model Context Protocol server that enables AI models to perform real-time internet and knowledge searches through Higress, enhancing model responses with up-to-date information from Google, Bing, Arxiv, and internal knowledge bases.
    Last updated -
    1
    5
    Python
    Apache 2.0
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    security
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    license
    A
    quality
    A dedicated server that wraps Google's Gemini AI models in a Model Context Protocol (MCP) interface, allowing other LLMs and MCP-compatible systems to access Gemini's capabilities like content generation, function calling, chat, and file handling through standardized tools.
    Last updated -
    16
    3
    TypeScript
    MIT License
    • Linux
    • Apple
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    This server enables users to download entire websites and their assets for offline access, supporting configurable depth and concurrency settings.
    Last updated -
    1
    4
    Python
    MIT License
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    license
    A
    quality
    A Model Context Protocol (MCP) server that provides search and crawl functionality using Search1API.
    Last updated -
    5
    206
    111
    TypeScript
    MIT License
    • Apple
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    quality
    🔍 A Model Context Protocol (MCP) server providing unified access to multiple search engines (Tavily, Brave, Kagi), AI tools (Perplexity, FastGPT), and content processing services (Jina AI, Kagi). Combines search, AI responses, content processing, and enhancement features through a single interface.
    Last updated -
    15
    78
    65
    TypeScript
    MIT License
    • Linux
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    security
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    license
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    quality
    An MCP Server that integrates with Stability AI's API to provide high-quality image generation, editing, and manipulation capabilities including background removal, outpainting, search-and-replace, and upscaling.
    Last updated -
    13
    35
    55
    TypeScript
    MIT License
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    Easily find MCP servers using our MCP registry. Search with natural language.
    Last updated -
    1
    3
    JavaScript
    MIT License
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    license
    A
    quality
    Enables interaction with the CoinGecko Pro API to access cryptocurrency data including price history and market metrics through both MCP and OpenAI function calling.
    Last updated -
    5
    5
    JavaScript
    MIT License
    • Apple
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    license
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    quality
    Facilitates two-stage reasoning processes using DeepSeek for detailed analysis and supports multiple response models such as Claude 3.5 Sonnet and OpenRouter, maintaining conversation context and enhancing AI-driven interactions.
    Last updated -
    2
    101
    JavaScript
    MIT License
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    license
    A
    quality
    MCP server that allows interaction with PocketBase databases, enabling record operations (fetch, list, create, update), file management, and schema migrations through natural language.
    Last updated -
    20
    8
    TypeScript
    MIT License
    • Linux
    • Apple
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    license
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    quality
    Chat with your codebase through intelligent code searching without embeddings by breaking files into logical chunks, giving the LLM tools to search these chunks, and letting it find specific code needed to answer your questions.
    Last updated -
    8
    22
    Python
    MIT License
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    license
    A
    quality
    Cline MCP integration that allows users to save, search, and format memories with semantic understanding, providing tools to store and retrieve information using vector embeddings for meaning-based search.
    Last updated -
    6
    1
    JavaScript
    MIT License
    • Apple
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    license
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    quality
    Enables creation, management, and templating of prompts through a simplified SOLID architecture, allowing users to organize prompts by category and fill in templates at runtime.
    Last updated -
    6
    1,385
    6
    TypeScript
    MIT License
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    • Linux
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    Enables integration with OpenAI models through the MCP protocol, supporting concise and detailed responses for use with Claude Desktop.
    Last updated -
    1
    1
    Python
    MIT License
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    license
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    quality
    Connects AI assistants to external data sources (Google, Bing, etc.) via SearchAPI.site, implementing the Model Context Protocol (MCP) for secure and contextual access to web information.
    Last updated -
    1
    58
    6
    TypeScript
    MIT License
    • Linux
    • Apple
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    license
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    quality
    An MCP server that enables analyzing and querying GitHub repositories through the GitHub Chat API, allowing users to index repositories and ask questions about their code, architecture and tech stack.
    Last updated -
    2
    13
    Python
    MIT License
    • Linux
    • Apple
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    A
    license
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    quality
    An AI router that connects applications to multiple LLM providers (OpenAI, Anthropic, Google, DeepSeek, Ollama, etc.) with smart model orchestration capabilities, enabling dynamic switching between models for different reasoning tasks.
    Last updated -
    3
    1
    TypeScript
    MIT License
    • Linux
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    A Model Context Protocol server implementation that enables AI assistants like Claude to perform Google searches and retrieve web data directly through natural language requests.
    Last updated -
    1
    75
    3
    TypeScript
    MIT License
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    license
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    quality
    An MCP server providing machine translation capabilities via the Lara Translate API, featuring language detection and context-aware translations between numerous language pairs.
    Last updated -
    1
    258
    44
    TypeScript
    MIT License
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    A Model Context Protocol (MCP) server implementation that provides database interaction and business intelligence capabilities through SQLite. This server enables running SQL queries, analyzing business data, and automatically generating business insight memos.
    Last updated -
    6
    46,207
    JavaScript
    MIT License
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    MCP Compass is a discovery and recommendation service that assists AI assistants in finding and understanding Model Context Protocol servers through natural language queries.
    Last updated -
    1
    187
    24
    JavaScript
    MIT License
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    • Linux
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    quality
    A server that leverages Cloudflare Browser Rendering to extract and process web content for use as context in LLMs, offering tools for fetching pages, searching documentation, extracting structured content, and summarizing content.
    Last updated -
    4
    3
    TypeScript
    MIT License
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    A
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    quality
    Lets you use Claude Desktop, or any MCP Client, to use natural language to accomplish things with Neon.
    Last updated -
    1,083
    230
    TypeScript
    MIT License
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    This is an MCP server that provides access to the Alpha Vantage API, allowing stock data retrieval to be used as context to LLMs.
    Last updated -
    2
    15
    6
    JavaScript
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    A Model Context Protocol server that enables AI assistants to perform real-time web searches, retrieving up-to-date information from the internet via a Crawler API.
    Last updated -
    1
    44
    8
    JavaScript
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    Facilitates access and management of Langfuse prompts through the Model Context Protocol, enabling prompt discovery, retrieval, and integration within clients like Claude Desktop and Cursor.
    Last updated -
    28
    TypeScript
    MIT License
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    An MCP server that enables AI platforms to interact with YepCode's infrastructure, allowing LLM-generated scripts to run on YepCode and turning YepCode processes into powerful tools that AI assistants can use directly.
    Last updated -
    92
    9
    TypeScript
    MIT License
    • Linux
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    A
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    A server that provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering.
    Last updated -
    71
    Python
    Apache 2.0
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    A
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    quality
    Search web using baidu with AI.
    Last updated -
    529
    Python
    Apache 2.0
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    A
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    quality
    A Model Context Protocol server that enables LLMs like Claude to interact with SQLite and SQL Server databases, allowing for schema inspection and SQL query execution.
    Last updated -
    198
    10
    TypeScript
    MIT License
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    A
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    Allows users to integrate their custom Quickchat AI Agents into various AI applications (Claude Desktop, Cursor, VS Code, etc.) through the Model Context Protocol, enabling AI-to-AI interactions.
    Last updated -
    18
    Python
    MIT License
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    An integration that allows Large Language Models to interact with Raindrop.io bookmarks through the Model Context Protocol, enabling users to create and search bookmarks directly through AI assistants.
    Last updated -
    3
    22
    TypeScript
    • Apple
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    A Model Context Protocol server that enables large language models to interact with Apache Superset databases through REST API, supporting database queries, table lookups, field information retrieval, and SQL execution.
    Last updated -
    4
    3
    TypeScript
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    An MCP server that enables Claude Desktop to access and analyze financial data through Yahoo Finance integration.
    Last updated -
    1
    Python
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    A Model Context Protocol server that enables access to Omi memories from a specific user account through a tool interface.
    Last updated -
    1
    1,261
    TypeScript
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    A personal knowledge management system that transforms daily notes into organized, searchable knowledge using the Model Context Protocol.
    Last updated -
    9
    144
    1
    TypeScript
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    Enables integration of Google search functionality into MCP-enabled applications using the Serper API, providing rich search results, configurable parameters, and efficient response handling.
    Last updated -
    1
    12
    TypeScript
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    A Model Context Protocol server that enables AI models to interact with SourceSync.ai's knowledge management platform for managing documents, ingesting content from various sources, and performing semantic searches.
    Last updated -
    25
    14
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    A comprehensive Model Context Protocol server that enables interaction with the Klaviyo API, providing tools and resources for managing customer profiles, lists, segments, campaigns, flows, and various marketing automation features.
    Last updated -
    47
    JavaScript
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    A package that connects Claude Desktop and other MCP clients to Cloudflare Workers, enabling custom functionality to be accessed via natural language through the Model Context Protocol.
    Last updated -
    1,942
    457
    TypeScript
    Apache 2.0
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    An MCP server that connects Claude to BrianKnows' blockchain knowledge base, allowing users to search for blockchain/DeFi information and interact with a specialized agent across multiple knowledge bases.
    Last updated -
    3
    JavaScript
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    A Model Context Protocol (MCP) server implementation for the OpenLedger API. This server provides structured context to AI models according to the MCP specification.
    Last updated -
    8
    TypeScript
    Apache 2.0
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    A TypeScript-based template for developing Model Context Protocol servers with features like dependency injection and service-based architecture, facilitating the creation and integration of custom data processing tools.
    Last updated -
    1
    2
    TypeScript
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    An experimental MCP gateway that provides specialized LLM enhancement prompts based on the L1B3RT4S repository, primarily intended to enhance weaker models' capabilities.
    Last updated -
    1
    2,012
    7
    JavaScript
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    A server implementation that provides MCP-compatible access to Composio applications like Gmail and Linear, allowing interaction through a structured interface for language models.
    Last updated -
    30
    TypeScript
    Apache 2.0
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    An MCP server that intelligently chunks large documents for Claude, enabling efficient context-aware processing and summary generation for enhanced document comprehension.
    Last updated -
    12
    JavaScript
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    A universal interface that enables AI Agents to seamlessly communicate with Adb MySQL databases, allowing them to retrieve database metadata and execute SQL operations.
    Last updated -
    1
    Python
    Apache 2.0
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    This server provides access to the Perplexity AI API, enabling interaction through chatting, searching, and documentation retrieval within MCP-based systems.
    Last updated -
    5
    2
    JavaScript
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    This server allows users to perform web searches using Perplexity AI, providing a tool for retrieving search results through a simple API interface.
    Last updated -
    1
    2
    TypeScript
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    A server that provides tools to scrape websites and extract structured data from them using Firecrawl's APIs, supporting both basic website scraping in multiple formats and custom schema-based data extraction.
    Last updated -
    2
    JavaScript
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    A Model Context Protocol server that enables users to perform third-party enrichment lookups for security observables (IP addresses, domains, URLs, emails) through services like VirusTotal, Shodan, and others.
    Last updated -
    1
    Python
    • Apple
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    A Model Context Protocol server that reduces token consumption by efficiently caching data between language model interactions, automatically storing and retrieving information to minimize redundant token usage.
    Last updated -
    4
    3
    JavaScript
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    A lightweight MCP server that provides a unified interface to various LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama.
    Last updated -
    6
    84
    Python
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    A Model Context Protocol server that provides search and retrieval capabilities for JSer.info's JavaScript resource database, enabling access to items, posts, product information, and timeline data through various specialized tools.
    Last updated -
    10
    TypeScript
    MIT License
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    A Model Context Protocol server that enables downloading and parsing Substack posts directly through the Claude desktop app, allowing users to access and summarize Substack content.
    Last updated -
    1
    3
    JavaScript
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    A server that connects Claude to your documentation via Inkeep's API, enabling AI-powered interactions with your documentation content.
    Last updated -
    5
    Python
    MIT License
    • Apple
    • Linux
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    A Model Context Protocol (MCP) server that optimizes token usage by caching data during language model interactions, compatible with any language model and MCP client.
    Last updated -
    4
    JavaScript
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    A Python server implementing the Model Context Protocol to provide customizable prompt templates, resources, and tools that enhance LLM interactions in the continue.dev environment.
    Last updated -
    2
    Python
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    A model context protocol server that allows interaction with TriliumNext Notes, providing tools to create, search, retrieve, update, and delete notes through natural language commands.
    Last updated -
    5
    1
    JavaScript
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    Enhances large language models with competitive programming knowledge by leveraging OI-Wiki content through vector search, allowing models to retrieve relevant algorithms and techniques.
    Last updated -
    1
    36
    Python
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    An advanced MCP server for Cline that leverages EverArt's AI models to generate vector and raster images, supporting flexible storage, multiple formats, and robust image generation capabilities.
    Last updated -
    3
    1
    JavaScript
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    A Model Context Protocol server that enhances AI agents by providing deep semantic understanding of codebases, enabling more intelligent interactions through advanced code search and contextual awareness.
    Last updated -
    19
    Python
    MIT License
    • Apple
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    quality
    A Cloudflare Workers-based server that extracts clean, formatted text from web pages using WebforAI and makes it accessible to AI models through the Model Context Protocol.
    Last updated -
    2
    TypeScript
    MIT License
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    A
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    quality
    Provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.
    Last updated -
    62
    TypeScript
    MIT License
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    Provides integration between Merge API and LLM providers supporting the MCP protocol, allowing natural language interaction with Merge data across HRIS, ATS, and other categories.
    Last updated -
    7
    Python
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    A FastMCP server implementation for the Dixa API, enabling AI assistants to search, retrieve, and manage customer conversation data and tags.
    Last updated -
    TypeScript
    MIT License
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    An MCP server that allows Microsoft Copilot Studio to fetch random jokes from three sources: Chuck Norris jokes, Dad jokes, and Yo Mama jokes.
    Last updated -
    TypeScript
    MIT License
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    A
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    quality
    A Model Context Protocol server that connects AI agents to Apache Jena, enabling them to execute SPARQL queries and updates against RDF data stored in Jena Fuseki.
    Last updated -
    TypeScript
    MIT License
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    A
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    A server implementation that allows secure communication between MCP clients and privateGPT, enabling users to chat with privateGPT using knowledge bases and manage sources, groups, and users through a standardized Model Context Protocol.
    Last updated -
    4
    JavaScript
    MIT License
    • Linux
    • Apple
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    A Model Context Protocol server that exposes over 200+ APIs from API.market as MCP resources, allowing large language models to discover and interact with various APIs through natural language commands.
    Last updated -
    111
    2
    TypeScript
    MIT License
    • Apple
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    Connects Fledge functionality to Cursor AI, allowing interaction with Fledge instances via natural language commands.
    Last updated -
    Python
    MIT License
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    security
    A
    license
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    quality
    A powerful Model Context Protocol (MCP) server implementation that provides standardized interaction with MongoDB databases, supporting complete CRUD operations, async patterns, and real-time updates via SSE.
    Last updated -
    Python
    MIT License
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    security
    A
    license
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    quality
    A Model Control Protocol server that integrates with Claude Desktop to enable simultaneous querying and cross-checking of responses from multiple LLM providers including OpenAI, Anthropic, Perplexity AI, and Google Gemini.
    Last updated -
    4
    Python
    MIT License
    • Linux
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    A
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    A Model-Context-Protocol server that provides SQL query execution and database management capabilities for Vertica databases, featuring connection pooling, schema management, and security controls.
    Last updated -
    Python
    MIT License
    • Linux
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    quality
    A Model Context Protocol server that provides intelligent stock data assistance through Tushare's financial data API, enabling users to query comprehensive stock information, financial data, and market indices through natural language.
    Last updated -
    1
    Python
    MIT License
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    A
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    A bridge that allows Claude to communicate with locally running LLM models via LM Studio, enabling users to leverage their private models through Claude's interface.
    Last updated -
    5
    Python
    MIT License
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    A
    license
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    quality
    A Model Context Protocol server that retrieves information from Wikipedia to provide context to LLMs, allowing users to search articles, get summaries, full content, sections, and links from Wikipedia.
    Last updated -
    25
    Python
    MIT License
    • Apple
    • Linux
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    A
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    quality
    A Model Context Protocol server that provides Claude access to Turso-hosted LibSQL databases, enabling database table listing, schema retrieval, and SELECT query execution.
    Last updated -
    68
    5
    TypeScript
    MIT License
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    Enables type-safe, bidirectional communication with Model Context Protocol services, allowing centralized management of model contexts over HTTP.
    Last updated -
    87
    TypeScript
    MIT License
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    A Model Context Protocol server implementation that provides a standardized interface for applications to interact with OpenRouter's language models through a unified conversation management system.
    Last updated -
    TypeScript
    MIT License
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    security
    A
    license
    -
    quality
    "primitive" RAG-like web search model context protocol server that runs locally. ✨ no APIs ✨
    Last updated -
    31
    Python
    MIT License
    • Linux
    • Apple
  • -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that provides access to ACI.dev functions (tools) through either direct app-specific tools or a unified interface with dynamic tool discovery and execution based on user intent.
    Last updated -
    61
    Python
    MIT License
    • Apple
  • -
    security
    A
    license
    -
    quality
    Access any documentation indexed by RagRabbit Open Source AI site search
    Last updated -
    3
    33
    TypeScript
    MIT License
    • Apple
  • -
    security
    F
    license
    -
    quality
    A Model Context Protocol server that enables web browsing, data extraction, and complex web tasks automation through Raccoon AI's LAM API.
    Last updated -
    Python