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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Obsidian

265

Bridges AI models with Obsidian knowledge bases, providing comprehensive tools for full-text search, note management, folder operations, and automated strategic insights through the Local REST API.

11 tools

Windows Remote Control

265

A Windows-specific remote control server that enables AI models to perform mouse movements, keyboard inputs, window management, and screen captures through various automation providers.

1 tool

Ultra (Multi-AI Provider)

264

A comprehensive MCP server providing unified access to major AI providers (OpenAI, Gemini, Azure, xAI) with built-in usage analytics, vector search, and cost tracking.

4 tools

jadx-mcp-server

262

A specialized MCP server that integrates with JADX-GUI to allow LLMs to perform live reverse engineering, vulnerability analysis, and code exploration on Android APKs.

23 tools

mcp-documentation-server

262

A TypeScript-based MCP server for local-first document management and semantic search, featuring Gemini AI integration for intelligent document analysis and natural language queries.

10 tools

DevOps AI Toolkit

Failed
261

DevOps AI Toolkit provides AI-powered intelligence for platform engineering and Kubernetes operations, enabling natural language cluster querying and automated DevOps workflows through the Model Context Protocol.

mcp-omnisearch

Needs Setup
260

A comprehensive MCP server providing unified access to multiple search providers including Tavily, Perplexity, Kagi, Jina AI, Brave, Exa AI, and Firecrawl. It offers advanced web search, AI-generated responses, content extraction, and fact-checking capabilities through a single interface.

22 tools

Telegram-Client

260

A Telegram API bridge that manages user data, dialogs, messages, drafts, read status, and more for seamless interactions.

5 tools

claude-emporium

259

🏛 [UNDER CONSTRUCTION] A (roman) claude plugin marketplace

Open Strategy Partners Marketing Tools

259

A toolset for technical marketing professionals to generate product value maps, SEO metadata, and perform content audits using Open Strategy Partners' methodologies.

Kagi Search

257

Search the web using Kagi's search API

2 tools

Home Assistant

256

Docker-ready MCP server for Home Assistant with entity management, domain summaries, automation support, and guided conversations. Includes pre-built container images for easy installation.

11 tools

DeepContext (Semantic Code Search)

253

DeepContext is a symbol-aware semantic search MCP server that enables coding agents to navigate large TypeScript and Python codebases using AST-based parsing and hybrid vector search.

4 tools

Django MCP Server

252

A robust MCP implementation for Django that exposes models, toolsets, and Django Rest Framework APIs as tools for AI agents using Streamable HTTP or STDIO transports.

9 tools

solon-ai

249

A versatile Java AI framework that supports MCP (Model Context Protocol), LLM integration, RAG, and function calling. It enables building MCP servers, clients, and proxies compatible with Java 8 through 25, including support for streaming and SSE endpoints.

1 tool

Apollo MCP Server

248

The Apollo MCP Server allows AI agents to interact with GraphQL APIs by dynamically exposing GraphQL operations as standardized MCP tools.

Claude Skills

248

A semantic search and retrieval server that enables AI models to discover and load specialized coding skills (bioinformatics, cheminformatics, and more) using vector similarity and Anthropic's Agent Skills framework.

3 tools

AIPo Labs

248

A gateway server that provides dynamic search and execution capabilities for all tools available on the ACI.dev platform, as well as direct access to specified application tools.

2 tools

Anytype

Failed
247

The Anytype MCP Server enables AI assistants to interact with the Anytype local-first wiki via natural language, allowing users to manage spaces, objects, and knowledge bases through automated tools generated from Anytype's OpenAPI specification.

Suppr

246

An MCP server for high-quality document translation across 11 languages and AI-powered academic literature searching specifically optimized for PubMed.

4 tools

Qdrant Docs Rag

245

A RAG-based MCP server that enables AI assistants to search, index, and retrieve documentation in real-time using a Qdrant vector database.

7 tools

Gemini

244

An MCP server that integrates Google's latest Gemini AI models, providing text generation, image analysis, and advanced reasoning capabilities directly within development environments.

MARM Systems

244

A persistent memory system that uses semantic search and AI embeddings to provide long-term recall and session continuity across different AI agents.

MCP-Defender

243

A security-focused proxy for the Model Context Protocol that monitors and intercepts tool calls to protect AI applications from malicious traffic and attacks.

Apache Doris

243

MCP Server For Apache Doris, an MPP-based real-time data warehouse.

25 tools

Google Search

242

An MCP server that enables parallel Google searches using Playwright with intelligent CAPTCHA detection and browser state persistence to bypass anti-bot measures.

1 tool

ChatMCP

241

ChatMCP is a cross-platform desktop GUI that acts as a client for the Model Context Protocol, allowing users to connect and interact with various MCP servers and LLMs through a unified interface.

Software Development Prompts

241

A specialized MCP server that exposes common software development prompt templates as modular tools, supporting dynamic parameters for code review, documentation, and refactoring.

7 tools

Todoist

240

Search, add, and update Todoist tasks, projects, sections, comments, and more.

4 tools

PIXRA

239

A reliability-focused agent framework that integrates Model Context Protocol (MCP) to manage trusted workflows with verification layers and multi-agent task distribution.

1 tool