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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

ChatGPT (OpenAI GPT-4o)

7

MCP (Model Context Protocol) Server. Integrates with OpenAI's GPT-4o model to provide text analysis, summarization, and generation capabilities through a simple API for scenarios requiring complex processing beyond primary capabilities.

1 tool

Claude Desktop Commander

7

MCP (Model Context Protocol) Server. Enables Claude to execute terminal commands and edit files on your local machine through a secure, diff-based approach with command blacklisting and path validation.

16 tools

Couchbase

7

MCP (Model Context Protocol) Server. Interact directly with Couchbase databases on Capella clusters. Query buckets, perform CRUD operations, execute N1QL queries, and manage data seamlessly through natural language.

16 tools

Sharp Image Processing

7

A high-performance image processing MCP server that provides session-based image manipulation, including background removal, color sampling, cropping, and compression using Sharp and machine learning.

8 tools

Amazon MCP Server

7

A tool that enables LLMs to search for Amazon products and scrape detailed information like price, ratings, and descriptions without requiring API keys.

2 tools

teamcity

Needs Setup
7

A comprehensive MCP server that bridges AI coding assistants with JetBrains TeamCity, enabling automated build triggering, log analysis, and full CI/CD infrastructure management.

14 tools

Unity-AI Bridge

7

MCP (Model Context Protocol) Server. Bridge between Unity game environments and AI systems for executing C# code, querying game objects, and performing asynchronous operations like automated testing and scene analysis.

4 tools

X64Dbg MCP Server

6

A comprehensive MCP server enabling AI-assisted reverse engineering and debugging through deep integration with x64dbg. It provides over 80 tools for control over breakpoints, memory, registers, and process execution within the x64dbg environment.

88 tools

MCP Arduino Server

6

A comprehensive MCP server for Arduino development that provides tools for sketch management, compilation, board/library operations, serial monitoring, and AI-powered circuit diagram generation.

18 tools

Universal OpenAI Vector Store MCP Server

6

A comprehensive MCP server for managing OpenAI Vector Stores, enabling direct file uploads, batch processing, and database management through local or cloud-based deployment.

21 tools

React Native Godot

6

An MCP server providing intelligent access to React Native Godot documentation, offering tools for platform-specific setup, API references, troubleshooting, and code examples.

7 tools

PromptLab

6

MCP (Model Context Protocol) Server. Transforms basic user queries into optimized prompts for AI systems by automatically detecting content type and applying tailored templates from a YAML-based system.

Google Search

6

MCP (Model Context Protocol) Server. Integrates with Google Custom Search API to perform web searches and retrieve formatted results with titles, links, and snippets for research tasks and fact-checking.

JIRA

6

MCP (Model Context Protocol) Server. Integrates with Atlassian JIRA to retrieve issue details, list assigned tasks, and create tickets directly through conversation, using a modular architecture with clear separation between API clients, formatters, and tool implementations.

14 tools

mcpshim

6

AutoMac MCP

6

A toolset for macOS desktop automation that gives AI assistants full UI control via native accessibility APIs, OCR-based screen comprehension, and peripheral emulation.

40 tools

OriginUI MCP Server

6

Enables searching, browsing, and installing OriginUI components via MCP, providing detailed component metadata, visual previews, and shadcn-compatible installation commands.

6 tools

mcp-vmanomaly

6

MCP Server for vmanomaly - VictoriaMetrics anomaly detection

HeadHunter (hh.ru)

6

A comprehensive MCP server for HeadHunter (hh.ru) that enables AI assistants to search for job vacancies, manage resumes, and automate job applications with intelligent matching and scoring.

10 tools

AskOnSlackMCP

6

A Human-in-the-Loop MCP server that enables AI assistants to request real-time information or clarification from human experts via Slack threads.

1 tool

HopperPyMCP

6

A FastMCP server plugin for the Hopper Disassembler that enables AI-powered binary analysis, disassembly, and decompilation through the Model Context Protocol.

17 tools

Keyboard Maestro MCP Server

6

A robust macOS automation toolkit that allows AI clients to control a machine through deep integration with Keyboard Maestro, featuring macro execution and variable management.

10 tools

Foreman MCP Server

6

The Foreman MCP Server enables management of Foreman instances, providing access to infrastructure resource data and security update reports within AI environments like VSCode and Claude Desktop.

mcp-video-extraction-plus

6

A versatile transcription MCP server that extracts text from video platforms like YouTube and Bilibili using local Whisper models or online ASR services from JianYing and Bcut.

1 tool

Terry-Form (Terraform)

6

MCP (Model Context Protocol) Server. Provides secure Terraform operations through Docker-containerized environments that isolate infrastructure planning and validation tasks, supporting init, validate, fmt, and plan operations with variable injection while restricting dangerous actions like apply or destroy for safe infrastructure code review and automated planning workflows.

25 tools

MedAdapt

6

MCP (Model Context Protocol) Server. Provides medical students and educators with curated educational resources from PubMed and NCBI Bookshelf through a FastMCP-powered system that enables searching, generating topic overviews, creating learning plans, and extracting key points from medical literature.

7 tools

Outline MCP Server

6

A Model Context Protocol server for Outline that enables comprehensive document management, including full-text search, Markdown-based writing, and collection organization.

8 tools

Code Explainer

6

MCP (Model Context Protocol) Server. Integrates with Cloudflare Workers to provide code explanation services, including architecture diagram generation, core functionality identification, and component breakdown across multiple programming languages.

ILSpy-Mcp

6

🔓 UNLEASH ILSpy'S POWER. Reverse-engineer DOTNET code at GOD SPEED. AI-assisted debugging that THINKS with you. Decompile ANYTHING. 🚀

Tenets

6

Local-first MCP server that aggregates intelligent code context using NLP ranking and automatically injects project-specific guiding principles (tenets) into AI prompts.

10 tools