AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
SNCF Train Journey Planner
MCP (Model Context Protocol) Server. Connects to the French National Railway (SNCF) API for planning train journeys, retrieving station information, checking schedules, and monitoring service disruptions across France with intelligent station-finding and fallback mechanisms.
PaperBanana
Generate academic diagrams and statistical plots from text using multi-agent AI.
@mcp-b/transports
A comprehensive suite of browser-native MCP transport implementations and React hooks supporting postMessage, iframe communication, and Chrome extension messaging.
criterion
An Islamic knowledge assistant providing semantic search and retrieval across 6,236 Quran verses and 12,416 authentic Hadiths with grade-filtered citations.
Nova-LLM-mCP-memory-system
MCP Persistent memory systems for LLMs - CASCADE 6-layer memory + Faiss GPU search (<2ms). Give any AI persistent memory across conversations. Open source, MIT license.
RAG-MCP
Simple RAG implementation from scratch using MCP, focusing on Perception, Memory, Decision and Action
mcp-salesforce
🚀 Complete MCP (Model Context Protocol) server for Salesforce integration with Claude Desktop. Provides seamless OAuth authentication, universal CRUD operations on any Salesforce object.
google-ai-mode-mcp
MCP server for free Google AI Mode search with citations. Query optimization, CAPTCHA handling, multi-agent support. Works with Claude Code, Cursor, Cline, Windsurf.
ObsidianMCPServer
A Model Context Protocol (MCP) server that enables AI assistants to interact with your Obsidian vault
@aashari/mcp-server-aws-sso
A Node.js/TypeScript MCP server that connects AI assistants to AWS IAM Identity Center (SSO), enabling secure execution of AWS CLI commands and remote management of EC2 instances.
hass-mcp-server
A Home Assistant Custom Component that provides an MCP (Model Context Protocol) server using HTTP transport, allowing AI assistants like Claude to interact with your Home Assistant instance over HTTP
FFmpeg MCP
A comprehensive multimedia processing MCP server that provides tools for video/audio conversion, compression, editing, and metadata extraction using FFmpeg.
prometheus-protocol
The trust layer for the open agentic web—giving AI agents a passport, a bank account, and a trusted marketplace to securely interact with the world.
AgentX-mcp-servers
List of open sourced MCP servers. MIT license. Managed by AgentX with love.
CodeCompass
CodeCompass: AI-powered Vibe Coding with MCP. Connects Git repositories to AI assistants like Claude, using Ollama for privacy or OpenAI for cloud. Integrates with VSCode, Cursor, and more.
Cursor Agent
A hardened MCP server that wraps the cursor-agent CLI to provide specialized tools for localized code editing, repository-wide architectural analysis, and cost-effective task planning.
Gemini
A state-of-the-art MCP server that integrates Google's Gemini models (2.5, 2.0, 1.5) into MCP-compatible clients, supporting advanced reasoning, vision, Google Search grounding, and structured JSON outputs.
sage-mcp
A universal development assistant that intelligently selects the best AI model across multiple providers to handle coding tasks like debugging, refactoring, and planning with built-in conversation continuity.
CodeRAG
A code intelligence platform that parses TypeScript, JavaScript, Java, and Python into a Neo4J graph database for advanced architectural analysis and metrics-driven quality assessment.
Serverman (Server Manager)
A management tool and MCP server that allows Claude to configure, version control, and toggle other MCP servers across multiple clients like Cline and MCP-Bridge.
NVD (National Vulnerability Database)
A tool to query and search the NIST National Vulnerability Database (NVD) for detailed CVE security records and vulnerability monitoring.
mcp-starter-template-ts
TypeScript starter template for building Model Context Protocol (MCP) servers, designed to help developers create secure and robust AI-agent-compatible services.
glasses-mcp
Glasses MCP is a simple MCP server that lets your AI agent see and capture the web 👓
Word Document Tools
A Node.js based MCP server for programmatic Word document automation, allowing AI agents to create, format, and manage .docx files through natural language commands.
mcp-reporter
mcp-reporter is a streamlined utility that generates comprehensive capability reports for Model Context Protocol servers, empowering developers to easily understand available functionality across their MCP servers ecosystem for both documentation and integration into other tools.
mcp-claude-hackernews
A specialized MCP server that integrates Hacker News functionality into Claude Desktop, allowing users to browse stories, view rankings, and read comments with optimized formatting.
Diagram Bridge MCP Server
A comprehensive MCP server that bridges LLMs and diagram creation through intelligent format selection, syntax instruction generation, and professional rendering for 9+ formats.
MCP FreeScout
A comprehensive MCP server for managing FreeScout helpdesk tickets featuring AI-powered analysis, automated draft generation with Markdown support, and advanced search filtering.
mirror-mcp
A specialized MCP server that enables LLMs to perform self-reflection and introspection by recursively questioning their own reasoning through MCP sampling.
mcp-space
MCP Space is a no-code platform for building and deploying AI tools using the Model Context Protocol (MCP). Create powerful AI agents through an intuitive chat interface without writing code, then deploy with one click to Cloudflare Workers. Combines a Next.js frontend with Google ADK backend for a seamless AI development experience.