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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

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

luma-api-mcp

20

Powered by Ray (video) and Photon (image) models by Luma AI

2 tools

Rust Local RAG

20

MCP (Model Context Protocol) Server. Provides local document search and retrieval using Rust for high-performance PDF processing and semantic search with Ollama embeddings, automatically indexing PDF documents from a specified directory for fast retrieval without external services.

3 tools

mcp-reticle

20

A diagnostic proxy and UI for the Model Context Protocol that intercepts, visualizes, and profiles JSON-RPC traffic in real time. It acts as a debugger to inspect raw messages, correlate requests/responses, and profile latency for MCP servers.

skill-mcp

20

A unified management system for Claude to create, execute, and compose reusable Python and shell skills with automated dependency handling and secret management.

5 tools

mcp-rss-aggregator

20

Integrates RSS feed aggregation into Claude Desktop, allowing users to fetch, read, and organize content from OPML or JSON subscriptions via the Model Context Protocol.

1 tool

Daniel LightRAG

20

A comprehensive MCP server providing 22 tools for full integration with LightRAG, covering document management, hybrid querying, and complete knowledge graph lifecycle operations.

22 tools

reMarkable MCP Server

20

A comprehensive MCP server for reMarkable tablets that allows AI assistants to browse library folders, search content, and extract text and handwriting via OCR.

6 tools

Neo4j Knowledge Graph

20

MCP (Model Context Protocol) Server. Provides a Neo4j-powered knowledge graph storage solution for maintaining complex relationships between data points with persistent memory across conversations and efficient fuzzy search capabilities.

1 tool

Context7

20

MCP (Model Context Protocol) Server. HTTP streaming access to Context7's documentation platform for searching and retrieving software library documentation

2 tools

Ontology Lookup Service

20

A specialized MCP server that provides reliable access to the EBI Ontology Lookup Service (OLS), enabling AI assistants to query biomedical ontologies like Gene Ontology and Human Phenotype Ontology without hallucinations.

7 tools

Chain of Thought Task Manager

20

A sophisticated task management framework that uses structured reasoning, dependency tracking, and step-by-step implementation guides to help AI agents execute complex development workflows.

13 tools

Hugging Face Hub Search

20

MCP (Model Context Protocol) Server. Provides semantic search capabilities for Hugging Face models and datasets using vector embeddings to find resources through natural language descriptions, similarity-based discovery, and trending content retrieval with detailed metadata extraction.

11 tools

Tempo

20

A Go-based MCP server that enables AI assistants to query and analyze distributed tracing data from Grafana Tempo. It supports both standard I/O and HTTP/SSE communication modes for integration with tools like Claude Desktop and n8n.

1 tool

Moling Minecraft

20

MCP (Model Context Protocol) Server. Bridges AI assistants with Minecraft servers, enabling command execution for block manipulation, entity management, and game state control through a Go implementation that automatically configures popular clients.

Whoiser

20

A comprehensive WHOIS lookup server that provides detailed domain registration, IP address ownership, and Autonomous System Number (ASN) information via type-safe TypeScript queries.

4 tools

mcp-wireshark

20

An MCP server that integrates Wireshark/tshark with AI tools and IDEs. Capture live traffic, parse .pcap files, apply display filters, follow streams, and export JSON - all via Claude Desktop, VS Code, or CLI. Cross‑platform, typed, tested, and pip‑installable.

7 tools

opnsense-mcp-server

20

Modular MCP server for OPNsense firewall management - 88 tools providing access to 2000+ methods through AI assistants

16 tools

Real Estate Data Manager

20

A comprehensive real estate management server providing tools for property search, agent performance tracking, market analytics, and client-property matching in the Riverside, California area.

3 tools

Charly Memory Cache

20

MCP (Model Context Protocol) Server. Caches data between language model queries to optimize token consumption and reduce costs in AI interactions.