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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

code-memory

20

Local semantic code search with Git history. Works offline, no API key needed.

Database Connections

20

A robust TypeScript-based MCP server that provides a unified interface to interact with SQLite, PostgreSQL, SQL Server, and MongoDB databases using both standard I/O and SSE modes.

4 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.

Expose (JSON-RPC Proxy)

20

MCP (Model Context Protocol) Server. Proxy server that enables communication between clients and MCP-compatible services through JSON-RPC, forwarding requests to configured backend URLs while maintaining proper error handling and response formatting.

2 tools

mcp-server-memos-py

20

A Python package enabling LLM models to interact with the Memos server via the MCP interface for searching, creating, retrieving, and managing memos.

4 tools

minime-mcp

20

Universal infinite memory layer for Developer AI assistants. One shared brain across Claude, Cursor, Windsurf & more. 100% local, built on MCP standard. Stop re-explaining context

11 tools

Raindrop.io

20

A Model Context Protocol server that integrates with Raindrop.io, allowing users to search, create, and manage bookmarks and collections through the Raindrop API.

perplexity-mcp-server

20

A Perplexity API MCP server that unlocks Perplexity's search-augmented AI capabilities for LLM agents. Features robust error handling, secure input validation, and transparent reasoning with the showThinking parameter.

2 tools

UIThub

20

A specialized MCP server that interfaces with uithub.com to fetch and analyze GitHub repository contents with smart filtering. It enables seamless code exploration and repository understanding directly within Claude.

docs.rs

20

A tool for searching and retrieving documentation from crates.io and docs.rs, providing AI agents with direct access to Rust crate details and API documentation in Markdown format.

4 tools

Sourcegraph

20

A Sourcegraph MCP server that provides AI-enhanced code search across multiple repositories, supporting advanced regex queries and context-aware guidance for exploring large codebases.

3 tools

Sentry

20

MCP (Model Context Protocol) Server. Integrates with Sentry's error tracking platform to enable detailed issue analysis, project management, and user session replay for enhanced debugging and monitoring in software development environments.

9 tools