Exa MCP Server
theishangoswami/exa-mcp-server
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.
Model Context Protocol
MCP servers
MCP servers give AI assistants tools and data: files, databases, browsers, APIs and more.
803 servers
5
Architect MCP Server
stevennevins/architect-mcp-server
The Architect tool (src/tools/architect.ts) provides an interface to interact with the LLM CLI for architectural design feedback. It maintains conversation context and handles the communication between your application and the LLM CLI.
Bitte AI
bitteprotocol/mcp
This monorepo contains MCP (Model Control Protocol) servers for different services.
Root Signals MCP
root-signals/root-signals-mcp
Root Signals MCP server is a bridge project that exposes Root Signals evaluation tools to AI assistants and agents through the Model Context Protocol (MCP), supporting standard evaluation and context-aware RAG evaluation.
MCP-Server-Couchbase
Aniket310101/MCP-Server-Couchbase
A Model Context Protocol (MCP) server that enables LLMs to interact directly with Couchbase databases on Capella clusters. Query buckets, perform CRUD operations, execute N1QL queries, and manage data seamlessly through natural language.
Multi LLM Cross Check MCP Server
lior-ps/multi-llm-cross-check-mcp-server
A Model Control Protocol (MCP) server that allows cross-checking responses from multiple LLM providers simultaneously. This server integrates with Claude Desktop as an MCP server to provide a unified interface for querying different LLM APIs.
DeepResearch
ameeralns/deepresearchmcp
DeepResearch MCP is a powerful research assistant built on the Model Context Protocol (MCP). It conducts intelligent, iterative research on any topic through web searches, analysis, and comprehensive report generation.
Txtai Assistant MCP
rmtech1/txtai-assistant-mcp
A Model Context Protocol (MCP) server implementation for semantic search and memory management using txtai. This server provides a robust API for storing, retrieving, and managing text-based memories with semantic search capabilities.
Openrouter MCP Multimodal
stabgan/openrouter-mcp-multimodal
OpenRouter MCP Multimodal is a production-grade Model Context Protocol (MCP) server — listed on the official MCP Registry as io.github.stabgan/openrouter-multimodal. It connects AI coding agents (Cursor, Claude Desktop, VS Code, Windsurf, Cline, and others) to OpenRouter's unified LLM API over stdio.
Pollinations
bendusy/pollinations-mcp
A Pollinations.ai service interface server based on the MCP protocol, providing image and text generation features
Autodocument
pars-doe/autodocument
An MCP (Model Context Protocol) server that automatically generates documentation for code repositories by analyzing directory structures and code files using OpenRouter API.
HR Policy Chatbot
imvirtue/ragchatbot_mcpserver
This project implements a Retrieval-Augmented Generation (RAG) chatbot using Streamlit and the MCP server. Users can upload PDF files, and the chatbot retrieves relevant information from the PDFs to answer natural language questions. The system leverages OpenAI models, LangChain utilities, and an in-memory vector store for efficient document retrieval.
MCP-Server-for-MAS-Developments
Fujitsu-AI/MCP-Server-for-MAS-Developments
Welcome to the server suite of the Fsas Technologies AI Team. This repository provides a highly specialized selection of gateway servers optimized to integrate the PGPT API into any IT environment—ranging from established legacy systems to cutting-edge AI agent architectures.
Inoyu MCP Unomi Server
sergehuber/inoyu-mcp-unomi-server
A Model Context Protocol server enabling Claude to maintain user context through Apache Unomi profile management.
MCP Server Template
LSTM-Kirigaya/mcp-server-template
A template project to quickly start your MCP server. Usage.
calculator
QuantGeekDev/mcp-add-sse
A Model Context Protocol (MCP) server built with mcp-framework.
Zen Syllabus (Educational Curriculum Explorer)
sifue/zen-syllabus-mcp
This project implements an MCP service for ZEN University syllabi, allowing courses to be queried and recommended through tools such as Claude Desktop or VSCode.
Genai MCP
rajyraman/genai-mcp
GenAIScript is a framework that enables you to communicate with AI models (even local models). GenAIScript can use MCP tools, and can also act as the MCP server.
Upstage MCP Server
PritamPatil2603/upstage-mcp-server
The Upstage MCP Server provides a robust bridge between AI assistants and Upstage AI’s powerful document processing APIs. This server enables AI models—such as Claude—to effortlessly extract and structure content from various document types including PDFs, images, and Office files.
Snowflake MCP Server
dynamike/snowflake-mcp-server
A Model Context Protocol (MCP) server for performing read-only operations against Snowflake databases. This tool enables Claude to securely query Snowflake data without modifying any information.
MCP Server
firebolt-db/mcp-server
A Model Context Protocol implementation that connects your LLM to Firebolt Data Warehouse.
KnowledgeBaseServer
mbcrawfo/KnowledgeBaseServer
A Model Context Protocol (MCP) server that allows LLMS to store memories during a conversation and search them later. Memories are stored in a SQLite database, and its full text search features power the memory search.
MCP Rss Crawler
mshk/mcp-rss-crawler
An MCP (Message Chain Protocol) server that fetches RSS feeds and shares them with LLMs.
mcpez
Veallym0n/mcpez
MCPez is a microservice command proxy management platform that unifies management and standardizes backend service interfaces through a web interface, simplifying the integration and deployment of applications such as AI agents.