AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Claude ChatGPT
A macOS-specific MCP server that bridges Claude with the ChatGPT desktop application via AppleScript, allowing for cross-assistant communication and conversation management.
vibetest-use
A specialized MCP server that deploys autonomous Browser-Use agents to perform multi-agent QA testing on local or live websites for UI, accessibility, and technical defects.
QGIS
connects QGIS to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
kubectl
A comprehensive MCP server that enables natural language management of Kubernetes clusters, supporting pods, deployments, Helm charts, and security auditing.
k8m
k8m is an AI-powered lightweight Kubernetes dashboard and MCP server that enables large language models to manage clusters via 49 built-in tools.
vllora
Debug your AI agents
Unity MCP (AI Game Developer)
`Unity Editor` and `Unity Runtime` MCP integration. Unit Test, Coding, C# Roslyn, Reflection, Assets. Helps to create games with AI. And helps to run AI logic in the game in runtime.
WordPress MCP
Make your WordPress site into a simple MCP server, exposing functionality to LLMs and AI agents.
context-portal
Context Portal (ConPort) is a memory bank database system that effectively builds a project-specific knowledge graph, capturing entities like decisions, progress, and architecture, along with their relationships. This serves as a powerful backend for Retrieval Augmented Generation (RAG), enabling AI assistants to access precise, up-to-date project information.
DuckDuckGo Search
An MCP server that enables web search capabilities using DuckDuckGo and provides intelligent content fetching and parsing for LLM-friendly consumption.
Apple Docs
A powerful Model Context Protocol (MCP) server that provides seamless access to Apple Developer Documentation through natural language queries. Search, explore, and get detailed information about Apple frameworks, APIs, sample code, and more directly in your AI-powered development environment.
OpenMCP Client
An all-in-one developer tool and SDK designed for debugging, managing, and deploying Model Context Protocol (MCP) servers with integrated inspector and interactive testing capabilities.
Hyperbrowser
Hyperbrowser is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation.
linkedin-mcp-server
A LinkedIn automation server that enables AI assistants to scrape user profiles, analyze company data, and conduct job searches directly through a secure browser session.
Just Prompt (Multi-LLM Provider)
MCP (Model Context Protocol) Server. Unified interface for interacting with multiple LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama with parallel prompt sending and response file saving capabilities.
Apify
Use 6,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more
MassGen
🚀 MassGen is an open-source multi-agent scaling system that runs in your terminal, autonomously orchestrating frontier models and agents to collaborate, reason, and produce high-quality results. | Join us on Discord: discord.massgen.ai
awesome-openclaw
A curated list of OpenClaw resources, tools, skills, tutorials & articles. OpenClaw (formerly Moltbot / Clawdbot) — open-source self-hosted AI agent for WhatsApp, Telegram, Discord & 50+ integrations.
12306-mcp
A tool for the Model Context Protocol (MCP) that enables AI models to search for 12306 Chinese railway ticket information, including train filtering and transfer queries.
Fetch
A server that flexibly fetches HTML, JSON, Markdown, or plaintext.
Octocode
AI-powered developer assistant that enables advanced code research, analysis and discovery across GitHub and NPM realms in realtime
Docker Compose
A comprehensive MCP server for managing Docker ecosystems using natural language, allowing users to orchestrate containers, images, networks, and volumes through the Docker SDK.
Code Indexer
A powerful repository indexing and analysis server that uses Tree-sitter for AST parsing and deep symbol extraction across multiple programming languages. It enables LLMs to perform intelligent searches, structure analysis, and file navigation through persistent project settings and real-time file monitoring.
mcp-client-cli
A simple CLI to run LLM prompt and implement MCP client.
contextplus
Semantic Intelligence for Large-Scale Engineering. Context+ is an MCP server designed for developers who demand 99% accuracy. By combining Tree-sitter AST parsing, Spectral Clustering, and Obsidian-style linking, Context+ turns a massive codebase into a searchable, hierarchical feature graph.
HiMarket
HiMarket is an enterprise-grade marketplace platform built on the Higress AI Gateway for managing, publishing, and distributing AI assets like Model APIs and MCP servers.
annas-mcp
An MCP server and CLI tool for searching and downloading documents from Anna's Archive using its JSON API.
ClickHouse
An MCP server for ClickHouse and chDB that enables natural language querying of large datasets with read-only safeguards and support for both remote clusters and embedded engines.
python-utcp
Official python implementation of UTCP. UTCP is an open standard that lets AI agents call any API directly, without extra middleware.
wcgw
A robust coding and shell agent that provides highly integrated terminal access, smart file editing with syntax validation, and context preservation for seamless task resumption.