AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Unitree Go2
This MCP server enables natural language control of the Unitree Go2 quadruped robot by translating conversational instructions into ROS2 robotic actions like walking, dancing, and gesturing.
LLM.txt Directory
A community-maintained collection of MCP servers including tools for searching LLM.txt files, making curl-like HTTP requests, and accessing macOS system information.
telnyx
A TypeScript/JavaScript client library for interacting with the Telnyx API, supporting voice calls, number ordering, and AI-powered audio transcription.
openfoam-mcp-server
A specialized MCP server that integrates OpenFOAM CFD capabilities with an AI-driven educational framework featuring Socratic questioning and systematic error resolution.
mcp-server-node
A demonstration MCP server built with Node.js that provides math calculation and environment variable retrieval tools, designed for easy integration with IDEs like Cursor.
x64dbg
MCP (Model Context Protocol) Server. Enables Claude to control x64dbg through natural language commands for dynamic analysis of software, supporting console commands, debugging status checks, module listing, and memory address lookups.
TikTok Video Discovery
MCP (Model Context Protocol) Server. Automates TikTok video discovery through hashtag searches and trending content retrieval with anti-detection measures for content analysis and social media research.
VibeShift
A security-focused MCP server that acts as an automated security engineer by integrating SAST/DAST scanning, AI-driven remediation, and automated browser testing into the AI coding workflow.
OpenAPI
A robust proxy server that dynamically translates OpenAPI specifications into MCP tools, enabling AI agents to interact with REST APIs via standardized transport protocols and authentication methods.
one-search-mcp
A versatile MCP server for web searching and content extraction that supports multiple engines like SearXNG, Tavily, and DuckDuckGo, including a local browser-based search option that requires no API keys.
Knowledge Base
MCP (Model Context Protocol) Server. Integrates with knowledge bases to enable searching, retrieving, and potentially updating information from structured repositories for enhanced information access workflows.
Universal Solver (Z3, CVXPY, OR-Tools)
MCP (Model Context Protocol) Server. Integrates Z3, CVXPY, and Google OR-Tools to solve constraint satisfaction, convex optimization, and scheduling problems with support for solver chaining where results from one solver feed into another for complex multi-stage optimization workflows.
Rijksmuseum
Interface with the Rijksmuseum API to search artworks, retrieve artwork details, access image tiles, and explore user collections.
codemogger
A local code indexing and search library that enables AI agents to perform semantic and keyword searches across codebases using tree-sitter and SQLite. It provides tools for indexing projects and finding precise code definitions without requiring external APIs, Docker, or server infrastructure.
robot_MCP
A specialized MCP server for controlling the SO-ARM100 and SO-101 robot arms via LLM-based agents, supporting multiple transport protocols like STDIO, SSE, and Streamable-HTTP.
deep-research-mcp-server
A lightweight MCP server that implements a deep research agent using Gemini 2.5 Flash to perform iterative search, learning extraction, and professional report generation.
kindly-web-search-mcp-server
A robust web search and content retrieval server that extracts rich data from search results, including full conversations from Stack Overflow and GitHub, for AI coding tools.
CRASH
MCP server for structured, iterative reasoning and thinking with flexible validation, confidence tracking, revision mechanisms, and branching support.
YouTube Skills for AI Agents
YouTube Skills (TranscriptAPI) is the production API for extracting, searching, and analyzing YouTube content at scale. While other tools break when YouTube changes or cap you at 100 requests/day, TranscriptAPI serves 15 million transcripts monthly at 49ms median response time.
stock-mcp
A comprehensive financial market data server for AI agents, providing real-time quotes, technical analysis, and deep fundamental research for A-shares, US stocks, and cryptocurrency.
ros2_mcp
A Python-based MCP server that bridges AI agents to ROS 2, allowing for real-time robotic control, topic subscription, service calls, and action management through natural language.
cryptopanic-mcp-server
Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
kollektiv-mcp
A RAG-based MCP server that enables users to securely query their own uploaded documents directly from IDEs and MCP clients like Cursor and Claude Desktop.
mcp-server-ccxt
A robust MCP server that integrates with major cryptocurrency exchanges via CCXT to provide real-time pricing, historical OHLCV data, and market summaries to LLMs.
EKAP v2 (Turkish Government Procurement)
A specialized MCP server for accessing Turkish government procurement data via EKAP v2 and Ilan.gov.tr, offering comprehensive search and Markdown-formatted details for tenders, direct procurements, and official public notices.
Google Drive
MCP (Model Context Protocol) Server. Integrates with Google Drive API to enable file listing, searching, and reading for document retrieval and content analysis tasks.
React Development Assistant
A comprehensive MCP server that enables AI to build and manage React applications by automating project creation, terminal commands, file manipulations, and long-running process tracking.
airtable-mcp
A comprehensive Airtable integration for MCP that provides full CRUD operations, schema management, batch processing, and AI-powered analytics for your bases.
MCP RAG Server
A robust RAG server that indexes Markdown, PDF, and PowerPoint files into a PostgreSQL pgvector database using multilingual embeddings for high-quality semantic search.
django-ai-boost
A comprehensive MCP server for Django development that enables AI assistants to introspect database schemas, query models, explore URL patterns, and access project configuration safely through read-only tools.