AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
gopls (Go Language Server)
A robust MCP server that wraps gopls to provide comprehensive Go language features including code navigation, refactoring, and static analysis for AI-assisted development.
secure-mcp-gateway
A security-first MCP gateway that provides authentication, guardrail enforcement (PII redacting, toxicity filtering), and centralized tool management across multiple MCP servers.
ShadowCrawl
Stealth web search and scraping MCP server with anti-bot support and research memory.
Code Screenshot Generator
Generate beautiful syntax-highlighted code screenshots with professional themes directly from Claude. Supports file reading, line selection, git diff visualization, and batch processing.
advanced-homeassistant-mcp
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.
moondream-mcp
An AI-powered vision processing server that leverages the Moondream model to provide advanced image captioning, object detection, and visual question answering via MCP.
mcp-dap-server
An MCP server that bridges AI assistants with DAP-compatible debuggers, enabling programmatic control of debugging sessions including breakpoints, execution control, and state inspection.
LLaMa-MCP-Streamlit
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.
Safe Local Python Executor
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.
chrome-debug-mcp
A robust browser automation and debugging server providing full Playwright/Puppeteer control, Chrome DevTools Protocol integration, and Greasemonkey API support for script injection.
Tavily Load Balancer
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.
io.github.b1ff/atlassian-dc-mcp-jira
A Model Context Protocol server for Atlassian Jira Data Center that enables AI assistants to search, view, and create issues via standardized API interactions.
BookStack MCP Server
A comprehensive MCP server providing full CRUD access to BookStack knowledge bases, enabling management of books, pages, chapters, and users through 47+ specialized tools.
Google Calendar MCP Server
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.
Code Research
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.
Reversecore_MCP
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.
mcp_server_notify
A cross-platform MCP server that enables AI agents to send desktop notifications with sound effects upon task completion, supporting Windows, macOS, and Linux.
mcp-playground
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.
tuisic
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.
inAI-wiki
A comprehensive open-source knowledge hub and directory for the AI ecosystem, featuring over 2 million indexed apps, agents, LLMs, and daily news updates.
Readwise Enhanced
A unified MCP server that integrates Readwise Reader (v3) and Highlights (v2) APIs, featuring AI-powered text processing and context-optimized responses for efficient document and highlight management.
Proxmox
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.
xclaude-plugin
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.
mcp-server-atlassian-confluence
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.
mcp-server-arangodb
A TypeScript-based MCP server that enables seamless interaction with ArangoDB, supporting AQL queries, document CRUD operations, and collection management through Model Context Protocol.
mcp-rquest
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.
Domain Checker
A comprehensive domain research toolset utilizing free APIs to provide WHOIS data, DNS record retrieval, SSL certificate analysis, and expired domain discovery without requiring API keys.
Yuque
A Model Context Protocol server for the Yuque knowledge base, enabling AI models to perform document CRUD operations, full-text searches, and access team analytics/statistics.
Buildkite
An official Model Context Protocol server that exposes Buildkite's CI/CD data, including pipelines, builds, jobs, and test results, to AI-powered development tools.
Python Dependency Manager Companion
MCP (Model Context Protocol) Server. Streamlines Python package management workflows by providing tools for dependency installation, virtual environment management, and project setup through natural language commands.