AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Paprika SQL MCP Server
A Model Context Protocol desktop extension that allows Claude to query and interact with custom SQL databases in real-time during conversations.
MCP Meetup-Claude Integration Server
A Model Communication Protocol server that connects Meetup.com's event discovery APIs with Anthropic's Claude LLM, enabling intelligent event discovery and natural language querying for Meetup events.
Excel MCP Server
A Model Context Protocol server that enables AI agents to freely operate Excel spreadsheets, providing tools for workbook creation, cell manipulation, formatting, formula handling, and data export.
Firewalla MCP Server
A production-ready server that connects Claude Desktop to Firewalla network management capabilities, allowing users to monitor devices, analyze network traffic, manage security alerts, and configure firewall rules through natural language.
Remote MCP Server Authless
Deploys a Model Context Protocol server on Cloudflare Workers without authentication requirements, allowing users to create and access custom AI tools from Claude Desktop or the Cloudflare AI Playground.
Windows Diagnostics MCP Server
Provides Windows system diagnostic capabilities to AI agents, allowing them to access event logs, crash information, system uptime, and perform stability analysis.
Moodle MCP Server
An MCP server that enables LLMs to interact with the Moodle platform to manage courses, students, assignments, and quizzes.
National Park Data MCP Server
Python based with all 29 tools that's available to developers from National Park Services (NPS)
MCP API Server
A Model Context Protocol server that enables AI assistants to make HTTP requests (GET, POST, PUT, DELETE) to external APIs through standardized MCP tools.
Local Project Sync
A Model Context Protocol (MCP) server that enables AI applications to access and analyze local code repositories without manual uploads, providing file listing, content reading, code searching, and project structure analysis capabilities.
Video RAG MCP Server
Enables natural language search and interaction with video content through three tools: ingesting videos to a Ragie index, retrieving relevant video segments based on queries, and creating video chunks from specific timestamps.
RAG MCP Server
A Model Context Protocol server that exposes Retrieval-Augmented Generation capabilities and a weather tool, allowing clients to interact with document knowledge bases and retrieve weather information.
MCP Pyrefly Autotype Server
A Model Context Protocol server that enables AI assistants to analyze Python code, add type annotations, and perform type checking using Pyrefly's type inference engine.
MCP Content Curation Server
A Model Context Protocol server that provides AI-driven tools to categorize, tag, and optimize educational content using GPT-4.
CastPlan MCP
Provides AI assistants with persistent memory of your project architecture, development history, and technical decisions, allowing them to give context-aware coding help without needing repeated explanations.
React + Tailwind MCP Server Template
A full-stack template for building Model Context Protocol (MCP) servers with a modern React frontend, allowing developers to create AI agent tools and workflows while providing a beautiful web interface.
MCP Practice
A Model Context Protocol (MCP) server that demonstrates how to build and implement custom tools for Claude using the mcp-framework.
Prompt Optimizer MCP Server
An AI server that provides intelligent prompt optimization capabilities, enhancing prompts for clarity, specificity, structure, and other attributes to improve AI interactions.
Multi-Agent Communication Platform (MCP)
Enables multiple Claude Code instances to collaborate in real-time through channels, allowing AI agents to work together on projects without requiring local setup beyond Docker.
MCP Azure DevOps Server
An open-source server that enables AI agents to interact with Azure DevOps projects through the Model Context Protocol, providing tools for managing work items, wikis, and repositories to streamline development workflows.
SP Database MCP Server
A Model Context Protocol server that provides real-time database schema information to AI assistants, supporting both low-code system schema queries and traditional database metadata queries.
Travel Agent MCP Server
Provides tools to fetch up-to-date visa and immigration information for various countries, helping users plan their international travel with accurate data.
MCP Cheat Engine Server
Provides safe, read-only access to memory analysis and debugging functionality through the Model Context Protocol, allowing users to examine computer memory for software development, security research, and educational purposes.
Remote MCP Server Authless
A serverless MCP implementation on Cloudflare Workers that doesn't require authentication, allowing you to deploy custom AI tools that can be accessed from Cloudflare AI Playground or Claude Desktop.
MCP Server for EAI Services
Implements a Multi-Channel Platform Server that integrates with existing Enterprise Application Integration services, providing tools and endpoints to securely fetch network reports and access management features.
AI_SYNC MCP Server
Connects GPT-4 to a merchant store API, allowing users to query and manage store data for the Tnc_Store merchant through natural language interactions.
DateTime MCP Server
A simple MCP server that provides accurate date and time information to Claude models, ensuring they always use the correct current date and time when creating time-sensitive content.
Playwright MCP
A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without requiring screenshots or visually-tuned models.
Remote Memory MCP Server
Manages knowledge graph data synchronized with GitHub repositories, enabling remote storage and collaboration of memory entities, relationships, and observations.
Rememberizer MCP Server for Common Knowledge
Enables accessing and managing personal/team internal knowledge repository with tools for semantic search, smart search, document listing, and saving information for future recall.