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AI & ML

Embeddings, Vector DBs, and machine learning tools

5,471 servers in this category

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

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

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

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

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

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.

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.

Apache Doris

243

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

25 tools

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.

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

rust-docs-mcp-server

238

A specialized MCP server that fetches up-to-date Rust crate documentation, generates embeddings for semantic search, and uses LLMs to provide accurate context for specific crate APIs.

1 tool

mcp_massive

237

Provides comprehensive financial market data from Massive.com, including real-time and historical stock aggregates, trades, quotes, and market snapshots. It allows LLMs to access global market status, ticker news, and fundamental financial data through a structured API interface.

7 tools

Video Editor

237

A Model Context Protocol Server to add, edit, and search videos with Video Jungle.

9 tools

claude_code-gemini-mcp

236

A bridge that connects Claude Code with Google's Gemini AI, allowing users to perform code reviews, brainstorm ideas, and ask general questions directly through MCP tools.

3 tools

EpicShop Workshop

235

An MCP server designed for AI assistants to integrate with EpicWeb and EpicReact workshop environments, providing structured access to exercises, steps, and workshop content.

Elasticsearch

235

MCP server implementation that provides Elasticsearch interaction.

19 tools

MCPBench

234

MCPBench is an evaluation framework designed to benchmark MCP servers across web search, database query, and GAIA tasks, measuring accuracy, latency, and token consumption.

Firebase

234

Server to interact with Firebase services including Firebase Authentication, Firestore, and Firebase Storage.

12 tools

weather-mcp-server

233

A lightweight Model Context Protocol (MCP) server that connects AI assistants to the WeatherAPI to retrieve real-time weather information for specified cities.

1 tool