AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
MJML MCP Server
Enables creation and management of professional email templates using MJML markup language. Provides compilation to responsive HTML, template generation, validation, and component documentation for building email campaigns.
BlenderMCP
Connects Blender to Claude AI through the Model Context Protocol, enabling AI-assisted 3D modeling, scene creation, object manipulation, and material control. Supports asset integration from Poly Haven and AI-generated 3D models through Hyper3D Rodin.
Kubernetes MCP Server
Enables interactive Kubernetes cluster monitoring and troubleshooting through natural language queries. Users can diagnose pod issues, check service status, and investigate cluster problems using conversational AI.
GitLab MCP Server
Enables interaction with GitLab repositories through natural language, supporting project management, issue tracking, merge requests, file access, and repository operations. Includes a conversational agent interface with structured outputs for comprehensive GitLab workflow automation.
Weather MCP Server
Provides weather forecast and alert information for US locations using the National Weather Service API. Enables users to get detailed weather forecasts by coordinates and retrieve active weather alerts by state.
Codebase MCP Server
Enables AI assistants to semantically search and understand code repositories using PostgreSQL with pgvector embeddings. Provides repository indexing, natural language code search, and development task management with git integration.
Fergus MCP Server
Enables AI assistants to interact with Fergus job management platform through secure API integration. Supports managing jobs, customers, quotes, and sites with real-time data synchronization.
Accessibility MCP Server
Enables AI agents to perform comprehensive accessibility audits on websites using Playwright and axe-core against WCAG standards. Provides detailed compliance reports with violation summaries and remediation guidance across multiple browsers.
Generect
Generect MCP connects your live lead database directly to AI models like OpenAI or Claude without exports or delays. It streams enriched, up-to-date contact data (titles, firmographics, signals) straight into prompts so LLMs can personalize, score, and recommend leads automatically in real time.
G4 Data Model MCP Server
Enables deployment of a customizable MCP server on Cloudflare Workers without authentication. Allows users to define custom tools and connect to clients like Claude Desktop or Cloudflare AI Playground for remote tool execution.
Coda MCP Server
Provides 15 core tools for managing Coda documents, tables, and rows through HTTP, SSE, and stdio transports. It is specifically optimized for stability with LangSmith Agent Builder and supports document manipulation, data retrieval, and formula execution.
GitIngest MCP Server
Integrates GitIngest to generate context files from public and private GitHub repositories, optimized for LLM consumption. Supports flexible file filtering, Docker deployment, and secure token-based authentication for private repository access.
Cloudflare MCP Server
Enables AI assistants to manage Cloudflare resources through natural language, including DNS records, zone management, Workers KV storage, cache purging, and analytics. Supports comprehensive Cloudflare operations with secure API token authentication.
Network School Events MCP Server
Enables access to Network School Luma calendar events through Claude Desktop. Allows users to view today's events, search upcoming events, and register for events directly with their contact information.
FastMCP Training Course Server
An educational MCP server example built with FastMCP that demonstrates how to expose tools, resources, and prompts to AI clients. Provides a learning foundation for building MCP servers with Python and integrating them with AI applications like IDEs and chatbots.
PicoScope MCP Server
Enables LLMs like Claude to interact with PicoScope oscilloscopes for signal acquisition, measurement, and analysis. Supports device management, data capture, triggering, and signal generation through natural language commands.
MCP Vector Sync
A multi-tenant service that automatically monitors Supabase database changes, generates OpenAI embeddings, and maintains synchronized vector search capabilities for each tenant's projects.
MCP Server for Odoo
Enables AI assistants to interact with Odoo ERP systems through natural language to search records, create entries, update data, and manage business operations. Supports secure authentication and configurable access controls for production environments.
Bible Korean MCP Server
Enables access to Korean Bible translations from bskorea.or.kr, allowing users to retrieve chapters, verses, search for keywords, and compare translations across different Korean Bible versions.
Reddit MCP Server
Enables comprehensive Reddit interaction including fetching posts, analyzing users and subreddits, searching content, and creating posts/comments. Supports both read-only mode with client credentials and full functionality with user authentication.
ground-truth-mcp
Validate AI claims against live data: check endpoints, count competitors, and test hypotheses. Includes free and paid tools via x402.
Hyperliquid MCP Server
Enables interaction with the Hyperliquid DEX for retrieving market data, managing positions, and executing trades. Supports both testnet and mainnet operations with comprehensive trading tools including order placement, cancellation, and portfolio management.
Fusion360MCP
Enables AI-powered CAD automation in Autodesk Fusion 360 through natural language prompts. Features a modern web chat interface with multiple LLM backends for creating 3D models, sketches, and parametric designs.
YST KPI Daily Report Collector
Automatically collects daily report data from KPI systems using browser automation and Google OAuth login. Generates structured Markdown reports for specified date ranges with persistent session management.
Fusion 360 MCP
Enables AI-powered parametric CAD design in Autodesk Fusion 360 through natural language commands. Supports multiple AI backends (Ollama, OpenAI, Gemini, Claude) with intelligent routing and safety validation for geometric operations.
Clind MCP Server
A Shopify-focused MCP server that enables AI agents to manage store operations like order tracking, product discovery, and checkout link generation. It facilitates customer-facing interactions including shipping estimates and real-time inventory searches.
Weather MCP Service
Provides live weather data and forecasts for any location worldwide through both REST API and MCP endpoints. Supports current weather, multi-day forecasts, and various location formats including city names, coordinates, ZIP codes, and airport codes.
MCP-NG
A high-performance Go-based MCP server that provides a microservice architecture for orchestrating diverse tools through gRPC and HTTP/REST APIs. Enables seamless integration of language-agnostic tools including ML capabilities, web search, calculations, and human interaction for intelligent agent workflows.
Weather MCP
Enables weather data retrieval and visualization with support for geocoding, multi-day forecasts, historical weather queries, and natural language processing through LangChain integration. Supports both current and historical weather data with interactive charts and multiple language support.
Task Manager MCP Server
Enables AI assistants to manage tasks through a comprehensive interface with 8 tools for creating, updating, searching, and tracking tasks with priorities, categories, and due dates. Features persistent file-based storage, advanced filtering, and task statistics for complete task management workflow.