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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

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.

MCP Guide

A guide for implementing Model Context Protocol (MCP) servers that provide AI models with external tools like web search, text manipulation, and mathematical operations.

Rememberizer MCP Server for Common Knowledge

Provides access to personal/team knowledge repositories with tools to search, retrieve, and save information from various sources including Slack, Gmail, and document storage platforms.

mcp-server-github-gist

MCP server to create, read, update, list, and search GitHub Gists from your IDE

alpha-ticker-mcp

An MCP server that streams real-time Binance Alpha token prices and liquidity data, powering your AI agents and workflows with instant alpha market insights.

All-Search MCP Server

An MCP server that enables web search and document retrieval capabilities through Tavily API and LangConnect vector database, supporting AI agents in gathering information for comprehensive report generation.

Microsoft Copilot Studio ❤️ MCP

A lab demonstrating how to deploy a Model Context Protocol (MCP) server and integrate it with Microsoft Copilot Studio, allowing users to connect AI models to different data sources and tools through a standardized protocol.

Asana MCP Server

An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with the Asana API, auto-generated using AG2's MCP builder.

AI & ML MCP Servers — Page 294 | MCP Hub