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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

advanced-homeassistant-mcp

43

A high-performance Home Assistant MCP server built with Bun, featuring comprehensive device control, smart maintenance analytics, and the Aurora sound-to-light synchronization system.

30 tools

mcp-dap-server

43

An MCP server that bridges AI assistants with DAP-compatible debuggers, enabling programmatic control of debugging sessions including breakpoints, execution control, and state inspection.

26 tools

moondream-mcp

43

An AI-powered vision processing server that leverages the Moondream model to provide advanced image captioning, object detection, and visual question answering via MCP.

6 tools

Safe Local Python Executor

43

A secure Model Context Protocol server that enables LLMs to execute Python code locally using Hugging Face's smolagents framework, providing isolation without requiring Docker or VMs.

1 tool

LLaMa-MCP-Streamlit

43

A Streamlit-based interface and client for the Model Context Protocol that allows users to interact with LLaMa 3.3 models via NVIDIA NIM or Ollama while executing external tools.

chrome-debug-mcp

43

A robust browser automation and debugging server providing full Playwright/Puppeteer control, Chrome DevTools Protocol integration, and Greasemonkey API support for script injection.

23 tools

BookStack MCP Server

43

A comprehensive MCP server providing full CRUD access to BookStack knowledge bases, enabling management of books, pages, chapters, and users through 47+ specialized tools.

3 tools

Google Calendar MCP Server

43

A robust Google Calendar MCP server that allows AI models to manage schedules, check availability, and handle meeting invitations with support for natural language event creation and Google Meet integration.

7 tools

secure-mcp-gateway

43

A security-first MCP gateway that provides authentication, guardrail enforcement (PII redacting, toxicity filtering), and centralized tool management across multiple MCP servers.

2 tools

Code Screenshot Generator

43

Generate beautiful syntax-highlighted code screenshots with professional themes directly from Claude. Supports file reading, line selection, git diff visualization, and batch processing.

4 tools

Tavily Load Balancer

43

A robust load-balancing MCP server for Tavily that manages multiple API keys with intelligent rotation, automatic quota management, and a web dashboard for monitoring web search and extraction tasks.

5 tools

Reversecore_MCP

43

An enterprise-grade security MCP server that orchestrates Ghidra, Radare2, and YARA to provide AI agents with a comprehensive suite of tools for binary analysis, malware research, and automated reverse engineering.

32 tools

mcp_server_notify

43

A cross-platform MCP server that enables AI agents to send desktop notifications with sound effects upon task completion, supporting Windows, macOS, and Linux.

1 tool

mcp-playground

43

A multi-server playground providing real-time weather data and currency exchange rates through separate FastMCP service endpoints. It features a provider-agnostic Streamlit interface for interacting with various LLMs using dynamic tool calling.

4 tools

tuisic

43

A TUI-based music streaming player that integrates with the Model Context Protocol to allow AI clients to control music playback and search across platforms like SoundCloud and YouTube.

io.github.b1ff/atlassian-dc-mcp-jira

Failed
43

A Model Context Protocol server for Atlassian Jira Data Center that enables AI assistants to search, view, and create issues via standardized API interactions.

Code Research

43

MCP (Model Context Protocol) Server. Integrates with programming resources like Stack Overflow, MDN, GitHub, npm, and PyPI to enable efficient code lookup, documentation retrieval, and package selection.

6 tools

ShadowCrawl

43

Stealth web search and scraping MCP server with anti-bot support and research memory.

gopls (Go Language Server)

43

A robust MCP server that wraps gopls to provide comprehensive Go language features including code navigation, refactoring, and static analysis for AI-assisted development.

10 tools

inAI-wiki

42

A comprehensive open-source knowledge hub and directory for the AI ecosystem, featuring over 2 million indexed apps, agents, LLMs, and daily news updates.

WhatsApp

42

A TypeScript-based MCP server that connects AI agents to personal WhatsApp accounts, enabling secure message searching, contact management, and communication via local SQLite storage.

6 tools

Voice Interface

42

A voice-enabled MCP server that provides real-time speech-to-text and text-to-speech capabilities through a local browser interface, supporting hands-free AI interactions and Whisper streaming local integration.

2 tools

GraphQL Schema

42

A specialized MCP server that allows AI models to explore and understand GraphQL schemas through tools for querying operations, looking up type definitions, and pattern matching.

10 tools

youtube-mcp-server

42

A specialized MCP server for YouTube video analysis that provides comprehensive metadata extraction and high-quality speech-to-text transcription using OpenAI Whisper and Silero VAD.

2 tools

ClaudeHistoryMCP

42

MCP server for searching and surfacing Claude Code conversation history

mcp-server-atlassian-confluence

Needs Setup
42

A comprehensive MCP server for Atlassian Confluence Cloud that enables AI assistants to search, read, create, and update documentation using token-efficient TOON formatting and JMESPath filtering.

5 tools

mcp-server-arangodb

42

A TypeScript-based MCP server that enables seamless interaction with ArangoDB, supporting AQL queries, document CRUD operations, and collection management through Model Context Protocol.

7 tools

xclaude-plugin

42

A comprehensive iOS development plugin for Claude Code featuring 24 tools for Xcode automation, Simulator lifecycle management, and IDB-powered UI interaction across 8 specialized MCP servers.

24 tools

mcp-rquest

42

A powerful HTTP client server that provides browser-like request capabilities with TLS/JA3/JA4 fingerprinting and automatic conversion of HTML/PDF content to LLM-friendly Markdown.

12 tools

Proxmox

42

An enhanced MCP server that enables AI assistants to fully manage Proxmox virtualization environments, including VM and LXC container lifecycles, cluster monitoring, and console command execution via OpenAPI integration.

17 tools