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AI & ML

Embeddings, Vector DBs, and machine learning tools

5,471 servers in this category

Azure AI Foundry

230

A comprehensive MCP server for Azure AI Foundry that provides tools for model discovery, deployment, knowledge indexing via AI Search, evaluation of agents/text, and fine-tuning workflow management.

47 tools

mcp_flutter

229

A specialized MCP server that bridges Flutter applications with AI coding assistants, enabling dynamic tool registration and real-time app inspection, debugging, and hot restarts.

5 tools

oreilly-ai-agents

228

An introduction to the world of AI Agents

Browser Control

228

A secure MCP server that pairs with a Firefox extension to provide AI assistants with tab management, browsing history search, and webpage content extraction through a local WebSocket connection.

8 tools

XiYan

228

🗄️ An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.

1 tool

Context-Engine

228

An open-source code retrieval stack that provides hybrid code search, memory storage, and LLM-generated answers through a Qdrant-powered indexing system for AI coding assistants.

11 tools

AgentChat

228

AgentChat is a comprehensive LLM platform integrating LangChain and the Model Context Protocol (MCP) to support multi-agent collaboration, RAG, and extensive tool calling for tasks like web search and document processing.

12 tools

foundry-mcp-server

227

A comprehensive MCP server that provides Solidity development and blockchain analysis capabilities by integrating with the Foundry toolchain and Heimdall-rs.

27 tools

mcp_chatbot

227

A flexible chatbot framework that integrates LLMs with the Model Context Protocol, featuring a markdown processing server and multiple interfaces including CLI and Streamlit.

ai-agent-team

Failed
226

A comprehensive MCP server that provides a persistent AI memory system (Thread Manager) with semantic search and a suite of developer productivity tools for drawing notes, managing changelogs, and organizing desktops.

8 tools

vscode-demo-time

Validated
225

Enables AI assistants to interact with the Demo Time extension for VS Code to automate coding demonstrations, highlight code, and manage presentation slides.

1 tool

ForeverVM

223

A long-running, stateful Python REPL execution environment that persists state between sessions by swapping machines from memory to disk when idle.

stock-nse-india

Needs Setup
222

A comprehensive MCP server providing real-time and historical data from the National Stock Exchange of India (NSE), including equity details, market indices, option chains, and technical indicators.

16 tools

octocode

222

A semantic code indexer and search engine that uses AI-powered knowledge graphs to provide deep codebase understanding and relationship mapping via the Model Context Protocol.

mcp-ical

221

A Model Context Protocol server for macOS that enables natural language interaction with the native Calendar app, allowing users to create, update, and query events.

ha-mcp

221

A comprehensive MCP server that enables AI assistants to manage every aspect of Home Assistant, from device control and automation creation to system monitoring and dashboard configuration using natural language.

82 tools

Maigret OSINT

217

An OSINT MCP server that integrates with the Maigret tool to perform automated username searches across hundreds of social networks and analyze profiles via URLs.

2 tools

Image Gen (Jimeng AI)

217

MCP (Model Context Protocol) Server. Accepts text descriptions, generates corresponding images, and offers image download and save functions.

1 tool

KiCAD PCB Designer

216

A comprehensive MCP server providing 64 tools for KiCAD PCB design automation, including board manipulation, JLCPCB part integration, DRC checks, and schematic editing.

61 tools

Strava

Needs Setup
214

Connect to the Strava API to access activity data, athlete profiles, segments, and routes, enabling fitness tracking and analysis with Claude.

18 tools

code-executor

213

An MCP server that allows LLMs to execute Python code within a specified Conda environment.

9 tools

mac-messages-mcp

213

An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.

3 tools

Human-in-the-Loop (Discord)

213

MCP (Model Context Protocol) Server. Enables human-in-the-loop interactions by creating Discord threads where assistants can request information from users when they need data that isn't publicly available or documented.

1 tool

Agentfy

212

🤖 Agentfy is a modular microservices architecture designed to process user requests and execute workflows across multiple social media platforms. ASK ONCE, LET THE AGENT DO THE REST!

playwright-mcp

211

A comprehensive Playwright-based MCP server deployed on Cloudflare Workers that enables LLMs to perform automated browser interactions, testing, and screenshots.

30 tools

Uber Eats

211

A proof-of-concept MCP server that integrates with Uber Eats via browser automation to support restaurant searches, menu exploration, and food ordering.

Mermaid Diagram Generator

210

A robust MCP server that renders Mermaid diagram syntax into high-quality PNG or SVG files using Puppeteer, suitable for integration with AI assistants like Claude and Cursor.

1 tool

Microsoft 365

210

A Model Context Protocol (MCP) server for Microsoft 365. Includes support for all services including Teams, SharePoint, Exchange, OneDrive, Entra, Intune and more. See Lokka for more details.

4 tools

Spotify

210

MCP (Model Context Protocol) Server. Integrates with Spotify to enable music playback control, playlist management, and track searching through OAuth authentication and a lightweight stdio server.

22 tools

composer-trade-mcp

209

A professional trading MCP server that enables LLMs to create, backtest, and manage automated investment strategies (symphonies) directly through Composer's platform.

29 tools