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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

minecraft-mcp-server

435

A Minecraft bot server powered by Mineflayer that allows AI assistants to navigate, build, and interact with the Minecraft world through Model Context Protocol.

17 tools

abell

Failed
434

A low-level, framework-agnostic static site generator designed for building highly flexible static sites with minimal learning curve and JavaScript integration.

Web Search MCP

432

A server that provides full web search, summaries and page extration for use with Local LLMs.

3 tools

claude-pilot

424

✈︎ Production-Grade Development with Claude Code. Tests enforced. Context preserved. Quality automated.

Resend Email

423

A professional-grade MCP server for sending emails via the Resend API, supporting scheduled delivery, HTML content, and advanced recipient options directly from AI agents like Claude and Cursor.

2 tools

joinly

418

MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat.

10 tools

pdf-reader-mcp

418

📄 Production-ready MCP server for PDF processing - 5-10x faster with parallel processing and 94%+ test coverage

1 tool

mcpstore

418

A comprehensive orchestration layer for MCP (Model Context Protocol) services that enables developers to manage, group, and adapt MCP tools for major AI frameworks like LangChain and AutoGen.

17 tools

Godot Script Integration

417

A comprehensive MCP server that enables AI assistants to interact directly with the Godot Engine, allowing for real-time script editing, scene tree manipulation, and project management.

19 tools

Archestra.AI

408

Archestra.AI is an open-source enterprise MCP gateway and orchestrator designed to centralize MCP server management, provide security governance against prompt injections, and monitor AI infrastructure costs.

Meta Ads Remote MCP

404

Remote MCP server to interact with Meta Ads API - access, analyze, and manage Facebook, Instagram, and other Meta platforms advertising campaigns.

29 tools

ai-trader

402

A Backtrader-powered framework for algorithmic trading that provides an MCP server for LLMs to execute backtests, fetch market data, and analyze trading strategies using natural language.

Apple Script

Validated
397

MCP server that lets LLM run AppleScript code to to fully control anything on Mac, no setup needed.

1 tool

MCP

395

A comprehensive remote MCP server providing advanced web search, markdown content extraction, and semantic analysis via Jina AI's Reader, Embeddings, and Reranker APIs.

19 tools

Software Planning Tool

394

MCP (Model Context Protocol) Server. Guides developers through a structured, question-based approach to break down software goals into actionable implementation plans with detailed task lists, complexity scores, and code examples.

6 tools

CoexistAI

392

A modular research assistant framework that provides MCP tools for web searching, Reddit and YouTube analysis, location mapping, and repository exploration. It enables automated research workflows through LLM-powered summarization and data extraction from diverse digital sources.

7 tools

GhidrAssistMCP

391

A robust Ghidra extension that implements the Model Context Protocol, allowing AI assistants to perform complex reverse engineering tasks such as decompilation, cross-referencing, and structural modifications across multiple binary files.

39 tools

mcp-server-motherduck

389

A robust MCP server for DuckDB and MotherDuck that enables high-performance SQL analytics, hybrid local/cloud execution, and S3 data processing directly within AI assistants.

1 tool

volcano-agent-sdk

386

🌋 Build AI agents that seamlessly combine LLM reasoning with real-world actions via MCP tools — in just a few lines of TypeScript.

BioMCP

386

- Biomedical research assistant server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.

22 tools

memento-mcp

385

Knowledge graph memory system built on Neo4j with semantic search, temporal awareness.

20 tools

A-Stock

384

A specialized MCP server for retrieving A-share stock market data, including basic info, financial records, and technical indicators for the Shanghai and Shenzhen main boards.

3 tools

groundhog

384

Groundhog's primary purpose is to teach people how Cursor and all these other coding agents work under the hood. If you understand how these coding assistants work from first principles, then you can drive these tools harder (or perhaps make your own!).

mcp-searxng

383

An MCP server that integrates with any SearXNG instance to provide comprehensive web search capabilities and Markdown-formatted URL content extraction.

2 tools

Microsoft 365

383

MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook/mail, files, Excel, calendar)

86 tools

volcano-sdk

383

The Volcano SDK is a TypeScript framework designed for building multi-provider AI agents that orchestrate MCP tools, supporting advanced patterns like parallel execution and multi-agent delegation.

mcp-redis

382

The official Redis MCP Server provides a natural language interface for AI agents to manage and search Redis data structures including hashes, lists, streams, and JSON documents, with integrated vector search capabilities.

11 tools

SQL Alchemy

382

A robust SQLAlchemy-based MCP server that connects Claude to various SQL databases like PostgreSQL, MySQL, and SQLite for schema exploration and data analysis. It features connection pooling, smart result truncation, and integration for handling large datasets.

4 tools

Airtable

Failed
382

Read and write access to Airtable databases, with schema inspection.

15 tools

Baidu Map

379

Baidu Map MCP Server provides tools for AI agents to interact with Baidu Maps APIs, enabling location-based services and geospatial data analysis.

10 tools