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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

SNCF Train Journey Planner

10

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.

4 tools

PaperBanana

10

Generate academic diagrams and statistical plots from text using multi-agent AI.

@mcp-b/transports

Failed
10

A comprehensive suite of browser-native MCP transport implementations and React hooks supporting postMessage, iframe communication, and Chrome extension messaging.

2 tools

criterion

10

An Islamic knowledge assistant providing semantic search and retrieval across 6,236 Quran verses and 12,416 authentic Hadiths with grade-filtered citations.

3 tools

Nova-LLM-mCP-memory-system

10

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

10

Simple RAG implementation from scratch using MCP, focusing on Perception, Memory, Decision and Action

21 tools

mcp-salesforce

10

🚀 Complete MCP (Model Context Protocol) server for Salesforce integration with Claude Desktop. Provides seamless OAuth authentication, universal CRUD operations on any Salesforce object.

11 tools

google-ai-mode-mcp

10

MCP server for free Google AI Mode search with citations. Query optimization, CAPTCHA handling, multi-agent support. Works with Claude Code, Cursor, Cline, Windsurf.

1 tool

ObsidianMCPServer

10

A Model Context Protocol (MCP) server that enables AI assistants to interact with your Obsidian vault

63 tools

@aashari/mcp-server-aws-sso

Needs Setup
10

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.

5 tools

hass-mcp-server

10

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

3 tools

FFmpeg MCP

10

A comprehensive multimedia processing MCP server that provides tools for video/audio conversion, compression, editing, and metadata extraction using FFmpeg.

8 tools

prometheus-protocol

10

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

10

List of open sourced MCP servers. MIT license. Managed by AgentX with love.

CodeCompass

10

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.

15 tools

Cursor Agent

10

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.

7 tools

Gemini

10

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.

6 tools

sage-mcp

10

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.

1 tool

CodeRAG

10

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)

10

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.

9 tools

NVD (National Vulnerability Database)

10

A tool to query and search the NIST National Vulnerability Database (NVD) for detailed CVE security records and vulnerability monitoring.

2 tools

mcp-starter-template-ts

10

TypeScript starter template for building Model Context Protocol (MCP) servers, designed to help developers create secure and robust AI-agent-compatible services.

4 tools

glasses-mcp

10

Glasses MCP is a simple MCP server that lets your AI agent see and capture the web 👓

1 tool

Word Document Tools

10

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.

7 tools

mcp-reporter

10

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

10

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.

5 tools

Diagram Bridge MCP Server

10

A comprehensive MCP server that bridges LLMs and diagram creation through intelligent format selection, syntax instruction generation, and professional rendering for 9+ formats.

3 tools

MCP FreeScout

Needs Setup
10

A comprehensive MCP server for managing FreeScout helpdesk tickets featuring AI-powered analysis, automated draft generation with Markdown support, and advanced search filtering.

8 tools

mirror-mcp

Validated
10

A specialized MCP server that enables LLMs to perform self-reflection and introspection by recursively questioning their own reasoning through MCP sampling.

1 tool

mcp-space

10

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.