AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Strava
A Strava MCP server that provides access to fitness activity data, including detailed sensor streams and metrics, with local caching for performance.
Trustwise MCP Server
A robust set of evaluation tools for AI safety and alignment, enabling programmatic assessment of LLM outputs for quality, security risks like PII and prompt injection, and operational metrics including carbon footprint and cost.
ClaudeHopper (Construction Document Analysis)
MCP (Model Context Protocol) Server. Integrates with Claude Desktop to analyze construction documents, enabling semantic search across architectural drawings and specifications through LanceDB vector storage and Ollama local processing.
cortivium
Create persistent AI tools through conversation. Ghost Skills turn plain-language instructions into real MCP tool registrations that trigger reliably — every time.
brightspace-mcp-server
MCP server for Brightspace (D2L): check grades, due dates, announcements, rosters & more using Claude, ChatGPT, Cursor, or any MCP client. Built with TypeScript and the D2L REST API.
Bayesian Monte Carlo Tree Search
MCP (Model Context Protocol) Server. Provides a Bayesian Monte Carlo Tree Search engine for systematic exploration of different angles and interpretations, balancing exploration versus exploitation through probabilistic approaches that evolve through multiple iterations.
Bitcoin-MCP-Server
The first MCP Server dedicated to Bitcoin ecosystem
depwire
Dependency graph + 10 MCP tools for AI coding. TypeScript, Python, JS, and Go.
Interactive Shell MCP
A robust MCP server providing interactive shell sessions with full terminal emulation (PTY), enabling LLMs to run persistent commands and manage interactive programs like vim or htop.
DateTime
MCP (Model Context Protocol) Server. Provides datetime tools for retrieving current time in various timezones, listing available timezones, and accessing datetime resources through URIs, enabling accurate and flexible time-related functionalities across different geographical regions.
Google Tasks MCP Server
A Google Tasks MCP server that allows AI assistants to manage task lists, including creating, searching, updating, and clearing tasks via OAuth2 authentication.
MCP Accessibility Bridge
Connects Claude to a live Chrome browser's accessibility tree to generate stable, framework-agnostic test selectors and perform accessibility audits. It enables users to read element roles and states exactly as a screen reader would to help write, debug, and migrate test suites using natural language.
codesurface
Indexes your codebase's public API and serves it via compact MCP tool responses.
Daiso MCP Server
Enables searching for Daiso products, locating nearby stores, and checking inventory status through a serverless Cloudflare Workers architecture.
Docker Executor
MCP (Model Context Protocol) Server. Provides a secure Docker-based environment for executing code in isolated containers, enabling safe running of commands and scripts in any language with robust error handling and resource management.
par5-mcp
A workflow automation server that enables parallel execution of shell commands and AI coding agents across customizable lists of items with real-time streaming output.
Twitch-MCP-Smithery
A comprehensive Twitch MCP (Model Context Protocol) server providing chat moderation, stream management, and Twitch API integration for AI systems.
Nano Banana MCP Server
A specialized MCP server for Google Gemini Flash 2.5 that enables text-to-image generation, natural language image editing, and multi-image composition with built-in batch processing.
European Parliament MCP Server
Model Context Protocol Server for European Parliament Open Data Providing AI assistants with structured access to parliamentary datasets and OSINT Intelligence Capabilities
mcpx-cli
Interactive CLI to configure MCP servers for multiple AI providers
Pyxel MCP
MCP server for Pyxel, a retro game engine for Python
Web3 Research MCP
A specialized tool for deep cryptocurrency research that automates data gathering from sources like CoinGecko and DeFiLlama to generate structured fundamental reports. It features multi-source analysis, progress tracking, and local resource management for comprehensive token evaluation.
CRM MCP Server
A professional-grade CRM MCP server that uses SQLite to manage contacts, interaction history, and tasks with built-in database management, archiving, and CSV export capabilities.
Ruby Console
A persistent Ruby/Rails console environment that executes code through IRB, Rails, or Racksh while maintaining variables and application state across commands.
whatsapp-mcp-extended
Extended WhatsApp MCP server with 41 tools - reactions, group management, polls, presence, newsletters & more. Fork of lharries/whatsapp-mcp
Risky Business AI
An automated cybersecurity assessment server that integrates NIST NVD, CISA KEV, and GitHub to identify, validate, and research CVE exploits and proof-of-concept code.
TechMCP - PSG College of Technology MCP Server
TechMCP provides AI assistants with authenticated access to PSG College of Technology's e-campus portal, enabling natural language queries for real-time academic marks, detailed attendance tracking, and smart timetable management.
EchoVault Memory
Local-first memory for coding agents; stores decisions, bugs, and context across sessions.
flux-imagegen-mcp-server
A specialized Model Context Protocol server powered by Pollinations AI for generating and downloading images using various models like Flux.
Tarot MCP Server
A comprehensive MCP server providing tarot card reading capabilities with 78-card deck interpretations, multiple spread layouts like Celtic Cross, and search functionality for divination and guidance.