AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
youtube-mcp
A YouTube integration for MCP that enables video searching and transcript extraction, allowing AI models to analyze video content and metadata.
Smart Home Device Control MCP Server
A robust MCP server for controlling and monitoring smart home infrastructure including HVAC, lighting, security cameras, and appliances via a backend API.
Woodpecker CI Pipeline Analyzer
An MCP server for Woodpecker CI that automates pipeline failure analysis. It provides intelligent error detection, root cause identification, and file-specific fix suggestions using both direct identifiers and IDE git context.
Slidev Builder MCP
A professional Slidev presentation builder featuring the Git Guardian system for automated backups, version control, and AI-powered content generation with recovery protection.
Multi Fetch MCP Server
A web scraping and search server that uses the Firecrawl API to convert website content into clean markdown for LLM consumption, supporting concurrent fetches and search capabilities.
Clixon MCP Server
Enables AI agents to fetch and query network device configurations from Clixon-based or other RESTCONF-capable devices. It provides tools to extract specific configuration sections, such as interfaces and routing, through the Model Context Protocol.
MCP Feedback Collector
A Model Context Protocol server that provides a modern GUI for AI assistants to collect interactive user feedback, including text and multiple image uploads via file selection or clipboard.
Epitome
Personal AI memory — gives every AI agent shared, persistent memory of you
FireMCP
A Model Context Protocol server that enables AI agents to perform secure CRUD operations on Firestore databases using the Firebase Client SDK to respect security rules.
M-Team MCP Server
Enables AI assistants to interact with the M-Team private torrent tracker API for searching resources, retrieving torrent details, and downloading torrent files. It provides a bridge for Model Context Protocol clients to manage and access private tracker content through natural language.
Tailscale
A comprehensive network management server for Tailscale that enables device lifecycle management, traffic monitoring, Taildrop file transfers, and security operations with built-in observability through Prometheus and Grafana.
CHUK MCP Solver
A sophisticated constraint satisfaction and optimization server built on Google OR-Tools CP-SAT, providing LLMs with specialized solvers for scheduling, routing, resource allocation, and logic puzzles.
MCP Crypto Portfolio
A production-grade MCP server for managing crypto portfolios by connecting KuCoin exchange data with Notion workspaces for AI-powered risk analysis and automated reporting.
ICP Rosetta MCP Server
A Rosetta API compliant MCP server for the Internet Computer Protocol (ICP), facilitating blockchain interactions like account balance lookups, block exploration, and transaction construction.
Schedulia MCP
A comprehensive meeting scheduling assistant that integrates with Schedulia API to manage calendars, track incoming invitations, and facilitate meeting coordination through natural language.
ProjectDiscovery MCP Server
A security-focused MCP server that integrates the ProjectDiscovery toolset to perform automated reconnaissance, subdomain discovery, and vulnerability scanning through individual tools or unified workflows.
Food Data Central MCP Server
A Model Context Protocol server that provides access to the USDA's FoodData Central database, allowing AI agents to search for food items and retrieve detailed nutritional facts and ingredient lists.
mofstructure-mcp
An MCP server for deconstructing and analyzing Metal-Organic Framework (MOF) structures, including SBU and ligand identification, guest removal, and COF stacking analysis. It enables AI agents to perform automated chemical informatics and structural characterization on crystal structures via CIF files.
Mermaid Lint MCP
A validation server for Mermaid diagrams that provides real-time syntax checking, error debugging with line-specific feedback, and support for all major Mermaid diagram types.
Task Context MCP Server
A specialized MCP server for managing reusable task contexts and artifacts, enabling AI agents to store, search, and autonomously refine best practices, rules, and prompts for repetitive task types.
Get Biji
A Model Context Protocol server for GetBiji that enables AI-powered knowledge base search, deep content retrieval, and raw data recall with built-in rate limiting.
GitHub Analyzer Pro MCP Server
A comprehensive GitHub analysis server for MCP that provides advanced tools for repository metadata, contributor tracking, code search, and GitHub Actions workflow monitoring.
perplexity-agent-mcp
A lean, coding-specialized MCP server that integrates Perplexity AI's Sonar models to provide instant API fact-checking and comprehensive technical research for AI coding assistants.
email-mcp-app
An MCP server that provides IMAP and SMTP capabilities, allowing AI models to search, read, and send emails with support for attachments and conversation threading.
Open WebUI MCP Server
A comprehensive MCP server that exposes Open WebUI's administrative APIs, allowing AI assistants to manage users, groups, custom models, and knowledge bases while adhering to platform permissions.
news-instagram-mcp
An automated news-to-social-media pipeline that scrapes Canadian news, analyzes content via AI, and generates/publishes branded Instagram posts via the Model Context Protocol.
FLUX MCP Server
A comprehensive MCP server providing access to Replicate's FLUX image generation suite, supporting text-to-image, inpainting, variations, and edge-guided generation.
WHOOP MCP Server
A robust MCP server that integrates with the WHOOP API to provide large language models with access to personal sleep, recovery, and physiological performance data.
M-Team MCP Server
Enables AI assistants to interact with the M-Team private torrent tracker API for searching resources, retrieving torrent details, and downloading torrent files. It provides a bridge for Model Context Protocol clients to manage and access private tracker content through natural language.
tellfigma
MCP server that gives AI apps (Claude, Cursor, VS Code Copilot, Windsurf) full CREATE/EDIT/DELETE control over Figma via Chrome DevTools Protocol. The only Figma MCP that can modify designs. Now with comment reading/posting. No plugin — just npx tellfigma