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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

code-context-provider-mcp

21

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.

1 tool

Postmark

21

Integrates with Postmark to provide AI-driven email delivery, template management, and performance tracking directly through the Model Context Protocol.

4 tools

Onyx Knowledge Base

21

Bridges Onyx AI knowledge bases with MCP clients to provide semantic search, contextual document retrieval, and RAG-powered chat capabilities.

2 tools

excel-mcp

21

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.

28 tools

Limitless Lifelog

21

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.

5 tools

LinkedIn MCP Runner

21

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

21

A comprehensive tool to manage Model Context Protocol (MCP) configurations for Claude code

Fal MCP Server

21

Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude

18 tools

Generate Custom MCPs

21

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

21

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

19 tools

mcp_generate_images

21

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.

1 tool

flowengine-n8n-workflow-builder

Failed
21

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.

23 tools

Sentry

21

A Model Context Protocol server that integrates with Sentry.io to retrieve error reports, analyze stacktraces, and list project issues directly within AI workflows.

2 tools

Bitrix24 MCP Server

21

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.

52 tools

Excel MCP Server

Failed
21

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.

18 tools

Cloudflare Workers

21

MCP (Model Context Protocol) Server. Cloudflare Workers-based MCP implementation enables AI assistants to execute custom serverless logic at the edge.

Qdrant Knowledge Graph

21

A knowledge graph implementation that combines structured entity-relation mapping with semantic vector search powered by Qdrant and OpenAI embeddings.

8 tools

Google Cloud Platform

21

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

21

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.

3 tools

Quickchat

21

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)

21

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

21

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.

2 tools

TestRail MCP Server

21

A comprehensive MCP server for TestRail that allows AI agents to manage projects, suites, test cases, runs, and results through various API-driven tools.

37 tools

Trino (SQL Query Engine)

21

A comprehensive MCP server for interacting with Trino and Iceberg, supporting SQL execution, detailed catalog exploration, and advanced Iceberg table optimization and metadata inspection.

22 tools

sayou

21

Persistent knowledge workspace for AI agents. Versioned files, search, and MCP tools.

Fetch Browser

21

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.

2 tools

Think

21

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.

1 tool

Apple Shortcuts

21

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

3 tools

Open-Meteo MCP Server

21

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.

17 tools

DingDing (DingTalk)

21

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.

6 tools