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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

ROS Robot Control

916

A bridge between Large Language Models and Robot Operating System (ROS), enabling bidirectional communication to control robots and monitor sensor data using natural language.

Gmail

905

A Model Context Protocol (MCP) server for Gmail integration in Claude Desktop with auto authentication support.

19 tools

LLMS.txt Documentation

902

An MCP server that provides AI systems with access to structured documentation by fetching and parsing llms.txt files from user-defined URLs.

2 tools

ref-tools-ref-tools-mcp

Validated
901

A documentation-specialized MCP server that provides AI agents with token-efficient access to technical docs, using session history to filter results and extract only the most relevant content.

2 tools

docs-mcp-server

893

A version-aware documentation indexing server that provides AI coding assistants with up-to-date, grounded context from websites, packages, and local files via semantic search.

1 tool

Zotero

893

A powerful interface for Zotero that enables AI assistants to search research libraries semantically, extract PDF annotations, and retrieve full-text content from both local and web-based libraries.

17 tools

MCP Server for WinDbg Crash Analysis

892

A Model Context Protocol server that enables AI models to analyze Windows crash dumps and perform remote debugging by bridging with the WinDbg/CDB engine.

6 tools

Pixelle MCP

890

An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface.

2 tools

MCP-Bridge

887

A middleware bridge that translates OpenAI API requests into MCP tool calls, allowing any OpenAI-compatible client to utilize MCP servers and tools.

Google Calendar

872

Google Calendar MCP Server for managing Google calendar events. Also supports searching for events by attributes like title and location.

12 tools

Awesome-MCP-Servers

868

A comprehensive community-driven directory and aggregator of Model Context Protocol (MCP) implementations, featuring official and community servers across dozens of categories.

agentic-radar

867

Agentic Radar is a security scanner for AI agent workflows that enables developers to visualize architectures, detect MCP servers, identify tool-based vulnerabilities, and perform adversarial testing.

Browser Use

865

A robust MCP server that integrates browser-use and Playwright to provide AI assistants with real-time web automation, deep research capabilities, and a machine-learned skill system for efficient web interaction.

8 tools

Jupyter MCP Server

843

Real-time interaction with Jupyter Notebooks, allowing AI to edit, document and execute code for data analysis, visualization etc. Compatible with any Jupyter deployment (local, JupyterHub, ...).

15 tools

agents

843

A comprehensive platform for building and managing AI agents via a no-code visual builder or a TypeScript SDK with full 2-way synchronization. It supports multi-agent workflows, observability, and integration with the Model Context Protocol (MCP).

hyper-mcp

835

A fast and secure MCP server that dynamically extends its capabilities by running WebAssembly (Wasm) plugins from OCI registries or local files. It provides a sandboxed environment for AI tools with support for stdio, SSE, and streamable-http protocols.

Hyper

835

A highly extensible and secure MCP server that allows developers to add capabilities using sandboxed WebAssembly plugins written in any language.

26 tools

hyper-mcp

834

A fast and secure MCP server that allows users to extend AI capabilities by loading and running WebAssembly plugins from OCI registries, local files, or remote URLs.

AI-Gateway

834

A laboratory and experimentation hub for integrating Azure API Management (APIM) with the Model Context Protocol (MCP) to manage AI tools, credential authorization, and security for Large Language Models.

Sequential Thinking

816

A structured reasoning server that helps users break down complex problems into methodical, sequential thinking stages with metadata tracking and progress visualization.

3 tools

yokai

812

A robust, modular Go framework designed for building production-grade backend applications with built-in support for observability and dependency injection.

toolfront

810

A declarative framework that turns Markdown files and CLI tools into shareable LLM applications and MCP-compatible services. It allows users to define tools like SQL clients, grep, or curl directly in Markdown frontmatter to create modular AI agents.

6 tools

golf

806

Golf is a production-ready framework for building and scaling MCP servers with built-in support for enterprise authentication, OpenTelemetry, and automatic tool discovery.

1 tool

wassette

803

A security-oriented runtime that enables AI agents to dynamically load and execute WebAssembly components as tools within a secure Wasmtime sandbox.

context-space

799

A unified context engineering infrastructure that provides secure, OAuth-managed MCP connections to 38+ services like GitHub, Slack, and Notion via a single endpoint.

1 tool

Browser Use

792

An MCP server that enables AI agents to control web browsers using the browser-use framework, supporting OpenAI's GPT-4o for navigation and task execution.

MCPJungle

783

A self-hosted registry and gateway that centralizes management for multiple MCP servers, allowing organizations to control tool access, monitor interactions, and provide a single endpoint for AI agents.

VectorCode

767

VectorCode is a repository indexing tool that uses semantic search and chunking to provide task-relevant code context to LLMs, reducing hallucinations in coding tasks.

Knowledge Graph

763

A local knowledge graph system providing persistent memory for AI models through structured entities, relations, and context-aware storage. It supports both global and project-local databases with built-in safety markers to ensure secure data management.

10 tools

Acemcp

762

An MCP server for codebase indexing and semantic search that provides automatic incremental updates, .gitignore integration, and multi-encoding support to find relevant code snippets.

1 tool