AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
LINE
Integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.
IDA Pro
A Model Context Protocol server that enables LLMs to programmatically interact with IDA Pro databases for automated reverse engineering and binary analysis.
iTerm MCP
Integration with iTerm2 terminal emulator for macOS, enabling LLMs to execute and monitor terminal commands.
WeRead
An MCP server that integrates with the WeChat Reading (WeRead) platform to access personal bookshelves, search books, and retrieve notes, highlights, and top reviews for literature analysis.
sentry-mcp
A specialized MCP server that bridges developer AI agents with Sentry, providing optimized tools for error monitoring, issue tracking, and debugging workflows.
reverse-engineering-assistant
A Ghidra extension that exposes reverse engineering capabilities via MCP, enabling AI agents to decompile code, rename variables, and analyze binaries interactively or headlessly.
brave
A comprehensive MCP server integrating the Brave Search API to provide web, local, image, video, and news search capabilities along with AI-powered summarization.
web-agent-protocol
The Web Agent Protocol (WAP) MCP server allows users to convert recorded browser interactions into reusable automation tools, enabling agents to replay complex web tasks via an MCP interface.
cclsp
A sophisticated MCP server that bridges LLM-based coding agents with the Language Server Protocol (LSP), providing robust symbol navigation, refactoring, and diagnostics across multiple programming languages.
Apple Developer Documentation
A specialized MCP server for accessing Apple's Developer Documentation, featuring per-framework caching, fuzzy symbol search with wildcard support, and intelligent discovery tools for iOS and macOS development.
marmot
Marmot is an open-source data catalog and metadata discovery platform that provides powerful search and interactive lineage visualization for data assets like tables, topics, and APIs.
claude-debugs-for-you
Enable any LLM (e.g. Claude) to interactively debug any language for you via MCP and a VS Code Extension
File Format Converter (Pandoc)
A document conversion server powered by Pandoc that enables seamless bidirectional transformation between numerous formats including PDF, DOCX, Markdown, and LaTeX. It supports advanced features like styling via reference documents and custom Pandoc filters.
Rails Explorer
A comprehensive MCP server for Ruby on Rails that provides tools for route inspection, database schema retrieval, model analysis via Prism, and sandboxed Ruby execution across multiple projects.
Chroma
Embeddings, vector search, document storage, and full-text search with the open-source AI application database
mcp-client-for-ollama
A robust TUI-based MCP client for Ollama that enables local LLMs to interact with multiple MCP servers. It features an Agent Mode for iterative tool execution, Human-in-the-Loop safety controls, and advanced model parameter configuration.
n8n-workflow-builder
A comprehensive MCP server that enables AI assistants to manage n8n instances through natural language, supporting full workflow CRUD operations, execution monitoring, and security auditing.
ATLAS
ATLAS is a robust graph-based project and knowledge management system that enables LLMs to organize complex workflows through hierarchical tasks, dependency tracking, and centralized knowledge repositories using Neo4j.
copilot-mcp
This VS Code extension acts as a management hub and client for the Model Context Protocol (MCP), allowing users to discover, install, and connect MCP servers to GitHub Copilot Chat.
dbt-mcp
A comprehensive MCP server that enables AI agents to manage dbt projects, query semantic layer metrics, execute dbt CLI commands, and interact with dbt Cloud Admin APIs.
director
A management layer and gateway for MCP playbooks that orchestrates tools, prompts, and configurations across different AI agents like Claude and Cursor.
Vibe Check
An MCP server leveraging an external oversight layer to "vibe check" agents, and also self-improve accuracy & user alignment over time. Prevents scope creep, code bloat, misalignment, misinterpretation, tunnel vision, and overcomplication.
nexus
Nexus is an LLM and MCP router that aggregates multiple MCP servers, APIs, and model providers into a unified endpoint with security, rate limiting, and natural language tool search.
nexus
Govern & Secure your AI
nexus
Nexus is a unified AI router and aggregator that secures and governs your stack by connecting multiple MCP servers and LLM providers through a single endpoint.
Email Sending MCP
A simple MCP server that enables users to send emails using Resend's API, integrating with tools like Cursor and Claude Desktop for seamless email composition and delivery.
freecad-mcp
A FreeCAD MCP server that enables programmatic and AI-driven CAD modeling by allowing Claude to control FreeCAD via RPC, supporting document management, object manipulation, and arbitrary Python execution.
haiku.rag
An agentic RAG server powered by LanceDB and Docling that provides high-performance hybrid search, multi-agent research workflows, and document management through the Model Context Protocol.
Docker
A robust MCP server for managing Docker infrastructure, allowing users to create containers, deploy Compose stacks, and monitor logs through natural language.
mcp-remote-macos-use
A tool that enables AI agents to fully control remote macOS systems via VNC/Screen Sharing, allowing for autonomous desktop interaction without additional software on the target machine.