AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
code-context-provider-mcp
MCP server that provides code context and analysis for AI assistants. Extracts directory structure and code symbols using WebAssembly Tree-sitter parsers without Native Dependencies.
Postmark
Integrates with Postmark to provide AI-driven email delivery, template management, and performance tracking directly through the Model Context Protocol.
Onyx Knowledge Base
Bridges Onyx AI knowledge bases with MCP clients to provide semantic search, contextual document retrieval, and RAG-powered chat capabilities.
excel-mcp
A conversational data analysis MCP server that integrates HyperFormula for Excel-compatible calculations, AI-powered natural language queries, and efficient bulk processing of large CSV and Excel files.
Limitless Lifelog
MCP (Model Context Protocol) Server. Enables AI access to personal lifelogs recorded via the Limitless Pendant, providing tools for retrieving, listing, and searching recordings to extract summaries, action items, and key topics.
LinkedIn MCP Runner
A specialized MCP server that connects Claude and ChatGPT to your LinkedIn profile, allowing AI assistants to analyze past post performance and generate new content in your specific tone of voice.
Claude-Code-MCP-Manager
A comprehensive tool to manage Model Context Protocol (MCP) configurations for Claude code
Fal MCP Server
Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude
Generate Custom MCPs
A specialized MCP server designed to programmatically generate and manage other MCP servers, automating the setup of directories and files for custom AI tool integrations.
apifox-mcp
Apifox MCP 服务器 - 让 Claude 等 AI 助手通过自然语言管理你的 Apifox 项目,轻松创建、更新和审计 API 接口
mcp_generate_images
A specialized MCP server that integrates ByteDance's Doubao image generation model (via Volcengine) to provide high-quality text-to-image capabilities with customizable aspect ratios directly within Cursor.
flowengine-n8n-workflow-builder
A sophisticated workflow generation engine for n8n that converts natural language into validated, production-ready workflow JSON with a 13-point validation check and security scanning.
Sentry
A Model Context Protocol server that integrates with Sentry.io to retrieve error reports, analyze stacktraces, and list project issues directly within AI workflows.
Bitrix24 MCP Server
A comprehensive MCP server for Bitrix24 CRM that enables AI agents to manage contacts, deals, tasks, and leads while providing advanced sales team performance monitoring and analytics.
Excel MCP Server
A comprehensive MCP server for manipulating Excel files without requiring Microsoft Excel installed. It enables AI assistants to create workbooks, manage sheets, generate charts, build dashboards, and handle data imports/exports across multiple platforms.
Cloudflare Workers
MCP (Model Context Protocol) Server. Cloudflare Workers-based MCP implementation enables AI assistants to execute custom serverless logic at the edge.
Qdrant Knowledge Graph
A knowledge graph implementation that combines structured entity-relation mapping with semantic vector search powered by Qdrant and OpenAI embeddings.
Google Cloud Platform
A Google Cloud Platform MCP server that enables natural language management of cloud resources including compute, storage, networking, and databases through automated OAuth authentication.
A2A Bridge
MCP (Model Context Protocol) Server. Bridges Claude Desktop with A2A protocol agents, enabling seamless communication and extending capabilities through agent registration, listing, and calling tools.
Quickchat
A bridge between AI assistants and Quickchat's platform, allowing Quickchat AI Agents to be used as tools within MCP-compliant applications like Claude Desktop and Cursor.
Google Search (via Chrome)
A Chrome browser automation MCP server for macOS that performs Google searches and extracts webpage content using AppleScript, allowing access to authenticated web content through the user's active browser session.
SharePoint
MCP (Model Context Protocol) Server. Integrates with SharePoint through Microsoft Graph API to enable direct access, search, and analysis of organizational documents, folders, and sites without leaving your assistant interface.
TestRail MCP Server
A comprehensive MCP server for TestRail that allows AI agents to manage projects, suites, test cases, runs, and results through various API-driven tools.
Trino (SQL Query Engine)
A comprehensive MCP server for interacting with Trino and Iceberg, supporting SQL execution, detailed catalog exploration, and advanced Iceberg table optimization and metadata inspection.
sayou
Persistent knowledge workspace for AI agents. Versioned files, search, and MCP tools.
Fetch Browser
MCP (Model Context Protocol) Server. Fetch Browser enables headless web content retrieval and Google searching without API keys, supporting multiple output formats for web scraping and content analysis tasks.
Think
A specialized reasoning server that implements Anthropic's 'think' tool research, allowing AI models to perform multi-step analysis and maintain internal state during complex tasks.
Apple Shortcuts
MCP (Model Context Protocol) Server. Enables AI to list, view, and run Apple Shortcuts on macOS through direct integration with the system's command-line utility for automating tasks via natural language
Open-Meteo MCP Server
A comprehensive MCP server providing access to Open-Meteo APIs for weather forecasts, historical data, air quality, marine conditions, and specialized meteorological models. It supports global geocoding, flood forecasting, and CMIP6 climate change projections for in-depth environmental analysis.
DingDing (DingTalk)
MCP (Model Context Protocol) Server. Integrates with DingDing (DingTalk) messaging platform to enable automated notifications, team alerts, and AI-generated content delivery through multiple message formats including text, markdown, images, and interactive cards.