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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Scholarly (arXiv)

168

This MCP server integrates with the arXiv repository to provide keyword-based searching and retrieval of academic articles and research papers.

1 tool

git-mcp-server

Needs Setup
168

A comprehensive Git MCP server providing 27 native tools for advanced version control including repository management, staging, history inspection, and complex branching workflows.

27 tools

MakeMoneyWithAI

167

A curated directory of 246 open-source AI projects highlighting their monetization potential, commercial scalability, and integration capabilities for developers and entrepreneurs.

Google Analytics

167

Google Analytics MCP Server to bring data across 200+ dimensions & metrics for LLMs to analyse.

7 tools

Wikipedia MCP

166

Access and search Wikipedia articles via MCP for AI-powered information retrieval.

11 tools

mcp-use-ts

165

A comprehensive TypeScript framework for building and debugging MCP servers and agents, featuring built-in UI widgets, a web-based inspector, and hot-reload capabilities.

2 tools

facebook-ads-library-mcp

165

A specialized MCP server for searching the Facebook Ads Library to analyze competitor strategies, ad creatives, and messaging using ScrapeCreators and Gemini AI.

8 tools

toolbase

164

A desktop application that adds powerful tools to Claude and AI platforms

smart-coding-mcp

163

A local codebase semantic search server that uses Matryoshka Representation Learning (MRL) embeddings and SQLite to help AI assistants find relevant code by meaning instead of just keywords.

6 tools

LogSeq

162

A comprehensive MCP server that bridges LogSeq with AI clients, allowing for automated note management, semantic searching, and intelligent organization of personal knowledge graphs.

6 tools

Storybook

162

A specialized MCP server for Storybook that allows AI agents to read component documentation and interact with UI development workflows.

1 tool

DocxProcessor

161

A comprehensive MCP server for programmatic Microsoft Word (.docx) manipulation, offering advanced tools for formatting, table management, and section-based editing via Python.

27 tools

Meilisearch

161

Interact & query with Meilisearch (Full-text & semantic search API)

23 tools

Weaviate

161

A specialized MCP server for interacting with Weaviate, the AI-native vector database, enabling object insertion and hybrid search operations.

2 tools

Search1API

160

One API for Search, Crawling, and Sitemaps

6 tools

mcp-google-map

160

A robust MCP server for Google Maps integration, enabling LLMs to perform location searches, geocoding, route planning, and elevation retrieval via HTTP transport.

7 tools

mcp-agent-langchainjs

160

Serverless AI agent using LangChain.js and Model Context Protocol (MCP) integration to order burgers from a burger restaurant

9 tools

Twitter MCP Server

160

Enables interaction with Twitter/X data to retrieve user profiles, search tweets, and track engagement metrics. It provides advanced capabilities for monitoring follower events, KOL activity, and accessing deleted tweets.

tableau-mcp

159

The official Tableau MCP server provides developer primitives to build AI applications that integrate with Tableau Cloud and Server, enabling features like data querying, content exploration, and view retrieval.

Fetch (Web Content & YouTube Transcripts)

159

A utility server that fetches web content and converts it to Markdown, and retrieves YouTube transcripts for context-aware conversations.

2 tools

Svelte Documentation

159

A specialized MCP server that provides access to Svelte 5 and SvelteKit documentation, featuring live syncing from official sources to provide both raw and AI-optimized content.

mcp-server-wazuh

158

A Rust-based MCP server that connects Claude and other AI assistants to Wazuh SIEM, enabling natural language querying of security alerts, agent health, vulnerabilities, and system configurations.

14 tools

markmap-mcp-server

158

A specialized MCP server that converts Markdown text into interactive mind maps with support for multi-format image exports (PNG, JPG, SVG) and browser previews.

1 tool

Glean Remote MCP Server

158

A remote MCP server that provides secure, real-time access to Glean Enterprise Knowledge, allowing AI agents to search company documents, find experts, and interact with organizational data.

ComfyUI

158

A lightweight MCP server that integrates ComfyUI with AI agents for programmatic image generation via WebSockets, supporting custom workflows and dynamic parameters like prompts and dimensions.

Gru Sandbox

158

A tool for AI agents (like Claude Code and Cursor) to control computer and mobile environments, specifically enabling local or cloud-based Android and desktop automation.

SketchUp

158

MCP (Model Context Protocol) Server. Integrates with Sketchup to enable AI-assisted 3D modeling through bidirectional communication, allowing creation, modification, and transformation of components directly within the modeling environment.

8 tools

spotinfo

157

A tool that exposes AWS EC2 Spot Instance data via the Model Context Protocol, allowing AI assistants to query real-time placement scores, pricing, and interruption rates.

1 tool

compliant-llm

156

A comprehensive security and compliance toolkit for AI agents and MCP servers, enabling automated jailbreak testing, prompt injection analysis, and compliance auditing against NIST, HIPAA, and GDPR frameworks.

Photoshop MCP Server

156

A Windows-exclusive MCP server that bridges the Model Context Protocol to the Photoshop Python API, allowing AI assistants to programmatically create documents, manage layers, and automate graphic design tasks.

2 tools