AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Test Analyzer MCP Server
Enables comprehensive analysis of JavaScript/TypeScript project testing setups by detecting frameworks like Jest, Vitest, and Cypress, analyzing test coverage metrics, and generating actionable recommendations for improving test quality. Provides detailed insights into test structure, dependencies, and coverage thresholds with visual feedback.
IG Trading MCP
Enables AI assistants to interact with IG Trading API for forex, indices, and commodities trading. Provides 21 tools for account management, position trading, order placement, market data analysis, and watchlist management.
Build MCP Server
Enables AI assistants to manage development workflows by running build commands, executing tests, analyzing package.json files, installing dependencies, and performing code linting. Supports multiple package managers (npm, yarn, pnpm) and provides detailed error reporting for development operations.
Pokemon MCP Server
Enables users to access comprehensive Pokemon data through the PokeAPI, including Pokemon stats, types, descriptions, move details, and complete evolution chains. Allows Claude to answer Pokemon-related questions with detailed information about any Pokemon, their abilities, and evolutionary relationships.
Poker Task Management MCP
Enables AI assistants to manage tasks through YAML-based storage with subtask suggestions, status updates, and Mermaid Gantt chart generation. Supports hierarchical task structures with attributes like dependencies, milestones, and parallel execution.
Splunk MCP Server
Enables AI assistants to interact with Splunk Enterprise and Splunk Cloud instances through standardized MCP interface. Supports executing SPL queries, managing indexes and saved searches, listing applications, and retrieving server information with flexible authentication options.
ETH Price Current Server
A minimal Model Context Protocol (MCP) server that fetches the current Ethereum (ETH) price in USD. Data source: the public CoinGecko API (no API key required). This MCP is designed to simulate malicious behavior, specifically an attempt to mislead LLM to return incorrect results.
BookStack MCP Server
Enables interaction with BookStack knowledge management systems through the BookStack API. Supports searching, reading, creating, and updating documentation content with secure authentication and dual transport modes for flexible deployment.
MCP Docker Server
Enables secure Docker command execution from isolated environments like containers through MCP protocol. Provides tools for managing Docker containers, images, and Docker Compose services with security validation and async operation support.
Academiadepolitie.com MCP Server
Provides AI tutoring capabilities for Romanian police academy entrance exam preparation, enabling students to access educational content, track learning progress, and collaborate with peers. Connects to the Academiadepolitie.com platform serving over 50,000 students with comprehensive study materials for law enforcement subjects.
Remote MCP Server
A template for deploying MCP servers on Cloudflare Workers with OAuth authentication and Server-Sent Events transport. Enables remote access to MCP tools from Claude Desktop and other clients over HTTP.
MCP Wyze Server
Enables control and monitoring of Wyze smart home devices through AI assistants. Supports device discovery, control (on/off, brightness, color), group management, and health tracking for scales with real-time status monitoring.
GitLab MCP Code Review
Enables AI assistants to review GitLab merge requests by fetching changes, analyzing diffs, adding comments, and managing approvals through the GitLab API. Supports complete merge request analysis, file-specific reviews, and version comparisons.
Walrus MCP Server
Enables AI assistants to store and retrieve data using the Walrus decentralized storage network. Supports blob storage operations, retrieval by ID, and blockchain-verified availability through the Sui network.
MeshAI MCP Server
Enables Claude Code and other MCP-compatible tools to leverage MeshAI's multi-agent orchestration capabilities for code review, refactoring, debugging, documentation, architecture analysis, and feature development. Automatically selects appropriate AI agents based on task content and works with agents built on LangChain, CrewAI, AutoGen, and other frameworks.
Tavily Web Search MCP Server
Enables web search capabilities through the Tavily API. Allows users to search the web for information using natural language queries through the MCP protocol.
OpenTelemetry Documentation MCP Server
Enables access to OpenTelemetry documentation by fetching and converting pages to markdown format and searching content using Google Custom Search. Provides comprehensive documentation lookup and search capabilities for OpenTelemetry concepts, instrumentation, and configuration.
MCP HuggingFetch
Enables users to download HuggingFace models through natural language requests with support for file filtering, size limits, and custom download directories. Supports various AI development environments including Claude Desktop, VS Code, and Cursor.
BasicSec MCP Server
Enables DNS and email security analysis through passive and active scanning capabilities. Provides comprehensive domain security checks including SPF, DMARC, DNSSEC validation, MX record analysis, and SMTP connectivity testing.
Google Calendar MCP Server
Enables natural language queries to Google Calendar API for checking appointments, availability, and events. Supports flexible time ranges, timezone handling, and both service account and OAuth authentication methods.
Glama MCP Server Search
An MCP server for searching and exploring MCP servers from the Glama MCP directory. This server provides tools to search for MCP servers, get detailed information about specific servers, and explore available server attributes using the Glama MCP API.
Metro MCP
Enables users to interact with Washington DC Metro (WMATA) transit system through natural language queries. Provides real-time train arrivals, service alerts, station information, trip planning, and accessibility updates.
MCP Travel Concierge Server
Enables comprehensive travel planning by integrating Google Travel Services and Amadeus GDS for dual flight and hotel searches, plus event discovery, weather forecasting, currency conversion, and location services. Combines consumer-friendly search with professional travel industry data for optimal trip planning.
Weather MCP Server
Enables users to get current weather conditions and forecasts for any city through OpenWeatherMap API integration. Designed as a sample MCP server for the Puch AI Hackathon with basic weather querying capabilities.
PuchAI MCP Starter
A starter template for creating Model Context Protocol servers that work with Puch AI. Includes ready-to-use tools for text processing, image manipulation, and demonstrates Bearer token and OAuth authentication patterns.
Perception-MCP
Enables asking questions about image, audio, or video files using state-of-the-art multimodal models. Powered by fal.ai for advanced media analysis and understanding capabilities.
X MCP Server
Enables users to interact with X (Twitter) through the X API. Supports posting tweets, retrieving user timelines, searching tweets, and replying to tweets with comprehensive error handling.
Remote MCP Server for Cloudflare
A deployable Model Context Protocol server on Cloudflare Workers that allows LLMs to access custom tools without authentication requirements.
PDFSizeAnalyzer-MCP
Enables comprehensive PDF analysis and manipulation including page size analysis, chapter extraction, splitting, compression, merging, and conversion to images. Provides both MCP server interface for AI assistants and Streamlit web interface for direct user interaction.
Perplexity Ask MCP Server
Integrates the Sonar API to provide Claude with real-time web-wide research capabilities. Enables conversational web searches through Perplexity's AI-powered search engine for up-to-date information retrieval.