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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

mcp-browser-agent

31

A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities. This agent enables Claude to interact with web content, manipulate DOM elements, execute JavaScript, and perform API requests.

12 tools

Starwind UI

31

MCP (Model Context Protocol) Server. Bridges AI assistants with the Starwind UI component library, enabling package detection, project initialization, component installation, and documentation retrieval for web development projects.

6 tools

Fusion-360-MCP-Server

31

Control Fusion 360 with any AI through Model Context Protocol (MCP)

Obsidian Semantic

31

A semantic MCP server for Obsidian that uses intelligent operations and contextual workflow hints to optimize AI-driven vault management and content editing.

5 tools

GibsonAI

31

AI-Powered Cloud databases: Build, migrate, and deploy database instances with AI

10 tools

PixVerse-MCP

31

The official PixVerse MCP server provides powerful AI video generation capabilities, including text-to-video, image animation, video extension, and advanced features like lip sync and sound effects.

sunnysideFigma-Context-MCP

31

A specialized MCP server that bridges Figma designs with AI workflows, enabling automated extraction of production-ready code, design tokens, and optimized assets directly from design files.

kanban-mcp

31

A robust task management MCP server that implements a kanban system with SQLite storage and WIP limits to help AI agents maintain state across multiple sessions.

7 tools

mcp-aoai-web-browsing

31

A Model Context Protocol server that enables Azure OpenAI models to perform web browsing and automation tasks using Playwright.

1 tool

Databricks

31

This MCP server enables AI agents to interact with Databricks Unity Catalog to explore data structures, analyze end-to-end lineage, and execute SQL queries. It optimizes metadata for LLM consumption, allowing agents to autonomously discover tables and understand business logic across notebooks and jobs.

5 tools

Spring AI Accounts

31

MCP (Model Context Protocol) Server. Provides a Spring-based server for managing person and account data through lightweight H2 database querying with flexible retrieval capabilities by ID, nationality, and associated accounts.

3 tools

prompt-pro

31

Master AI prompting for business innovation. O'Reilly Live Learning course by Tim Warner covering ChatGPT, Claude, Copilot, and enterprise prompt engineering with MCP implementation.

sugar

31

Sugar provides an autonomous AI development loop that manages task queues, performs iterative coding via Claude Code, and handles GitHub integration for feature building and bug fixing.

7 tools

mcp-server

31

A comprehensive collection of MCP servers for Huawei Cloud services, enabling AI agents to manage cloud resources like ECS, OBS, and VPC through standardized tools.

1 tool

MCPDocSearch

31

A toolset to crawl websites and generate Markdown documentation which is then made searchable via semantic vector embeddings within an MCP server, specifically optimized for Cursor integration.

3 tools

1mcp

31

A sandboxed MCP server that enables agents to execute and chain multiple tool calls within a TypeScript/WASM runtime, significantly reducing token consumption.

4 tools

devduck

31

Minimalist AI agent that fixes itself when things break.

Apache SeaTunnel

31

MCP (Model Context Protocol) Server. Interact with SeaTunnel through LLM interfaces like Claude.

12 tools

selvage

31

An LLM-based code review MCP server with AST-powered smart context extraction

Frontend Review

31

A visual QA MCP server that uses vision AI models like Qwen2-VL to verify frontend UI changes by comparing before and after screenshots against edit requests.

1 tool

GitHub Projects

31

MCP (Model Context Protocol) Server. Integrates with GitHub Projects to streamline Agile Sprint-based workflows, enabling project creation, task management, and sprint planning within the GitHub ecosystem.

Search Tools MCP Server

31

A sophisticated code analysis server that uses the CodeRank algorithm and ripgrep to provide importance-ranked search results, dependency mapping, and hotspot detection.

7 tools

memory-mcp

Needs Setup
31

Persistent memory + git snapshots for Claude Code. Never lose context or code.

SUMO-MCP Server

30

A specialized MCP server connecting LLMs to the Eclipse SUMO traffic simulation engine, enabling automated road network generation, demand modeling, real-time TraCI control, and traffic signal optimization through AI agents.

9 tools

Leghis-smart-thinking

30

A graph-based reasoning server that implements local, deterministic thought tracking, heuristic quality evaluation, and persistent memory sessions without external API dependencies.

2 tools

Ollama

30

A Model Context Protocol server that integrates Ollama for local LLM inference, allowing users to list models, view model details, and generate text directly within MCP-compatible clients.

3 tools

ez-mcp

30

A collection of ready-to-use Python and TypeScript templates designed for rapid MCP server development, featuring examples for file searching, web scraping, and database querying.

10 tools

mcp-server

30

The Vapi MCP server enables seamless integration with Vapi's voice AI platform, allowing users to manage assistants, list phone numbers, and programmatically initiate or schedule phone calls with dynamic variable support.

11 tools

thoughtbox

Needs Setup
30

A structured reasoning ledger and literate programming environment that allows AI agents to perform persistent, auditable thinking through graphs, branching, and mental models.

11 tools

pentestMCP

30

pentestMCP is a specialized MCP server that provides AI agents with a comprehensive suite of security assessment tools like Nmap, SQLMap, and OWASP ZAP, enabling automated penetration testing through natural language.

21 tools