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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Fusion MCP

A Model Context Protocol server that connects LLMs with Autodesk Fusion, enabling CAD operations through natural language dialogue.

GitHub CLI MCP Server

An MCP server that wraps around the GitHub CLI tool, allowing AI assistants to interact with GitHub repositories through commands for pull requests, issues, and repository operations.

MCP Jira & Confluence Server

A Model Context Protocol server that integrates with Atlassian's Jira and Confluence, enabling AI assistants to interact with these tools directly through features like issue management, page creation, and content search.

Conduit

A bridge that exposes any GraphQL API as tools consumable by Large Language Models via the Model Context Protocol (MCP), automatically discovering and translating API capabilities with zero maintenance required.

MCP Learning Server

A comprehensive educational server demonstrating Model Context Protocol capabilities for tools, resources, and prompts, allowing AI assistants to connect to external data and functionality.

Seamless Sign-ups MCP Server

A demonstration project that uses Google Gemini 2.0 Flash to interact with a locally hosted Model Calling Protocol server for managing user registration data stored in CSV files.

Slack MCP

A simple Model Context Protocol server for Slack integration that enables messaging, channel management, and workspace search capabilities.

ArXiv MCP Server

Enables AI assistants to search and access arXiv papers through a Model Context Protocol interface, allowing for paper search, download, listing, and reading functionality.

TestRail MCP Server

A Model Context Protocol server that provides integration with TestRail, allowing AI assistants to interact with TestRail projects, test cases, test runs, and results.

Remote MCP Server

A Cloudflare Workers-based implementation of Model Context Protocol (MCP) server that enables AI models like Claude to access custom tools without requiring authentication.

Native_MCP

An extensible Model Context Protocol server that enables AI assistants like Claude to generate React Native components and perform development tasks through a standardized interface.

@toolsdk.ai/registry

An Open, Structured, and Standard Registry for MCP Servers and Packages.

Penumbra MCP Server

Enables privacy-preserving interactions with the Penumbra blockchain, offering tools for transaction queries, validator set information, DEX state, and governance proposals.

GitHub MCP Server

Enables interaction with GitHub through the GitHub API, supporting file operations, repository management, advanced search, and issue tracking with comprehensive error handling and automatic branch creation.

Claude Chunks

An MCP server that intelligently chunks large documents for Claude, enabling efficient context-aware processing and summary generation for enhanced document comprehension.

Optimized Memory MCP Server V2

A Python-based server that implements the Model Context Protocol to interface with Claude Desktop as an MCP client, supporting interaction through efficient memory management.

MCP Weather Server

Provides hourly weather forecasts using the AccuWeather API, enabling users to access current weather conditions and detailed 12-hour forecasts tailored to specific locations.

MCP Filesystem Python

This server offers secure, read-only access to directory files via the MCP, supporting file searching, .gitignore compliance, path traversal protection, and MIME type detection using the 'file://' URI scheme.

Playwright MCP Server

A server that enables browser automation using Playwright, allowing interaction with web pages, capturing screenshots, and executing JavaScript in a browser environment through LLMs.

Wikimedia MCP Server

Enables programmatic interaction with Wikimedia APIs, offering features like searching content, retrieving page information, and accessing historical events across multiple languages.

MCP Compass

MCP Compass is a discovery and recommendation service that assists AI assistants in finding and understanding Model Context Protocol servers through natural language queries.

OneNote MCP Server

Enables AI language models to interact with Microsoft OneNote via a standardized interface, supporting notebook and page management through natural language.

Chroma MCP Server

Enables LLMs to perform semantic search and document management using ChromaDB, supporting natural language queries with intuitive similarity metrics for retrieval augmented generation applications.

mcp-tool-builder

MCP server that builds itself by creating new tools as needed based on user requests (Requires restart of Claude Desktop to use newly created tools).

Swiss

Swiss MCP is your AI-powered command center for orchestrating complex tasks with ease. Think of it as your personal AI assistant that can coordinate multiple AI tools to accomplish amazing things!

Phabricator MCP Server

A Model Context Protocol (MCP) server implementation for interacting with Phabricator API. This server allows LLMs to interact with Phabricator through a standardized interface.

mcp-dice

A MCP server enabling LLMs to roll dice

flowengine-n8n-workflow-builder

Build n8n workflows from text using AI. Connect to Claude, Cursor, or any LLM to generate and validate n8n workflows with expert knowledge and intelligent auto-fixing. Built by FlowEngine. Now with real node parameter schemas from n8n packages!

MCP Hello World Server

A demonstration MCP server providing basic greeting and arithmetic tools to showcase how LLMs can interact with external functions.

2 tools

mcp-ratchet-clinical-charting

A clinical charting MCP server that enables Claude to document patient visits and vitals directly into EMR systems, featuring a realistic mock mode for testing and development.

3 tools