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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Microsoft Graph MCP Server

A comprehensive server that enables AI applications to interact with Microsoft 365 and Azure AD services through standardized Model Context Protocol interfaces.

JetBrains MCP Proxy Server

A proxy server that enables communication between clients (like Claude AI or VS Code) and JetBrains IDEs, allowing AI assistants to access IDE functionality.

Remote MCP Server on Cloudflare

A serverless implementation of Model Context Protocol on Cloudflare Workers that enables connecting AI assistants like Claude to custom tools without authentication.

play-sound-mcp-server

An MCP server that plays local sound files on macOS using the afplay command, allowing AI assistants to trigger audio notifications after responding.

Maya MCP Server

Enables AI assistants to programmatically control Autodesk Maya via natural language using over 30 tools for 3D modeling, lighting, and animation. It connects through Maya's command port to facilitate procedural scene generation and complex production-ready workflows.

Flutter MCP Service

Provides advanced Flutter development tools via Model Context Protocol with features including widget analysis, documentation search, performance optimization, and code generation.

Evernote MCP Server

A Model Context Protocol server that allows AI assistants like Claude to interact with Evernote, enabling them to create, search, read, and manage notes through natural language.

MCP N8N Webhook Server

A Model Context Protocol server that allows AI assistants to save structured information to n8n via webhooks for storage, indexing, and retrieval.

markdownlint-mcp

Provides AI assistants with the ability to lint, validate, and auto-fix Markdown files to ensure compliance with established Markdown standards and best practices.

MCP Orchestration System

A master control platform that orchestrates intelligent agents with a plug-and-play architecture, allowing users to manage and coordinate multiple AI agents through a unified system.

MCP Debugger Tools

A VSCode extension that enables AI agents to programmatically control VSCode's debugging features through the Model Context Protocol (MCP).

Mintline MCP Server

Connects AI assistants to Mintline receipts and transactions via the Model Context Protocol. It enables users to search, filter, and manage financial records, including matching receipts with bank transactions through natural language.

ChatPPT-MCP

A multi-document RAG engine server that enables intelligent querying and analysis of PPT documents using the Model Context Protocol (MCP).

chain-aware-behavioural-prediction-mcp-server

MCP: Local PR Description Generator

A lightweight tool that uses Mistral AI running locally to generate structured GitHub pull request descriptions from git diffs.

Tax Alert Chatbot MCP Server

A server that powers an interactive chatbot for querying and managing tax alerts in a SQLite database using Google Gemini models and LangGraph's REACT agent framework.

Aptos Blockchain MCP

Integrates Aptos blockchain access into AI applications, enabling interaction with tools for native APT operations, custom coin management, and transaction handling.

agent_construct

Scratchpad MCP Server

Provides a 'think' tool that allows Claude and other LLMs to add dedicated thinking steps during complex tool use scenarios, creating space for structured reasoning and improving problem-solving capabilities.

MCP-Add-Weather

A multi-agent system that connects a math server and weather server, allowing users to perform mathematical operations and retrieve weather information based on the numerical results.

FastAPI MCP Server

A sample FastAPI project that implements the Model Context Protocol (MCP), allowing AI assistants to connect to a PostgreSQL database and manage notes through natural language interactions.

WeWork MCP Server

A Model Context Protocol server providing access to WeWork project management data, enabling project search, task analysis, and statistics retrieval through Claude and other LLM clients.

Aptos Blockchain MCP

Integrates Aptos blockchain access into AI applications, enabling interaction with tools for native APT operations, custom coin management, and transaction handling.

Mercadinho Mercantes Multi-Agent AI Assistant

A sophisticated MCP server that provides intelligent customer service for a Brazilian retail chain through multiple specialized AI agents that handle product inquiries, sales assistance, customer management, and store operations.

German Family Business Knowledge Graph MCP Server

An MCP server that enables AI assistants to query and access structured knowledge about German family businesses through a Neo4j graph database, supporting complex relationship queries and semantic searches.

MCP Weather Demo

A demonstration server for ModelContextProtocol that provides weather tools and prompts for Claude AI, allowing LLMs to access external data without manual copying.

AITable MCP Server

AITable.ai Model Context Protocol Server enables AI agents to connect and work with AITable datasheets.

claude-bridge-server

An MCP server that enables collaboration between Claude Code and Z.ai's GLM models — use Claude Opus for planning while GLM handles implementation.

TianGong-AI-MCP

A Model Context Protocol (MCP) server that supports STDIO, SSE and Streamable HTTP protocols for AI model interactions.

MCP Learning Demo

A hands-on demonstration project that teaches the Model Context Protocol (MCP) through Python code, allowing users to understand how AI models interact with their context through a provider-agent architecture.

AI & ML MCP Servers — Page 286 | MCP Hub