AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
mcp-browser-agent
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.
Starwind UI
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.
Fusion-360-MCP-Server
Control Fusion 360 with any AI through Model Context Protocol (MCP)
Obsidian Semantic
A semantic MCP server for Obsidian that uses intelligent operations and contextual workflow hints to optimize AI-driven vault management and content editing.
GibsonAI
AI-Powered Cloud databases: Build, migrate, and deploy database instances with AI
PixVerse-MCP
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
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
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.
mcp-aoai-web-browsing
A Model Context Protocol server that enables Azure OpenAI models to perform web browsing and automation tasks using Playwright.
Databricks
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.
Spring AI Accounts
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.
prompt-pro
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
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.
mcp-server
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.
MCPDocSearch
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.
1mcp
A sandboxed MCP server that enables agents to execute and chain multiple tool calls within a TypeScript/WASM runtime, significantly reducing token consumption.
devduck
Minimalist AI agent that fixes itself when things break.
Apache SeaTunnel
MCP (Model Context Protocol) Server. Interact with SeaTunnel through LLM interfaces like Claude.
selvage
An LLM-based code review MCP server with AST-powered smart context extraction
Frontend Review
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.
GitHub Projects
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
A sophisticated code analysis server that uses the CodeRank algorithm and ripgrep to provide importance-ranked search results, dependency mapping, and hotspot detection.
memory-mcp
Persistent memory + git snapshots for Claude Code. Never lose context or code.
SUMO-MCP Server
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.
Leghis-smart-thinking
A graph-based reasoning server that implements local, deterministic thought tracking, heuristic quality evaluation, and persistent memory sessions without external API dependencies.
Ollama
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.
ez-mcp
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.
mcp-server
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.
thoughtbox
A structured reasoning ledger and literate programming environment that allows AI agents to perform persistent, auditable thinking through graphs, branching, and mental models.
pentestMCP
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.