AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
OpenBIM
An MCP server designed for architectural and construction workflows that converts IFC building files into an efficient fragment format and enables structured querying of BIM elements.
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.
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.
Google Custom Search
A Model Context Protocol server that integrates with Google Custom Search API to provide LLMs with real-time web search capabilities including titles, links, and snippets.
Context Engine
A comprehensive local-first semantic code search and context engine that provides code retrieval, automated planning, persistent memory, and AI-powered code reviews with static analysis integration.
zerodha-mcp
A trading assistant MCP server that integrates with Zerodha's KiteConnect API to manage trading accounts, orders, portfolios, and positions using natural language agents.
cerebras-code-mcp
A high-speed code generation server that leverages Cerebras and the Qwen 3 Coder model to execute code changes and planning within AI-first IDEs. It provides visual diffs and fallback support via OpenRouter to ensure consistent performance during development.
runjs
A powerful MCP server that allows LLMs to safely execute sandboxed JavaScript with built-in HTTP fetch capabilities, JSONPath processing, and a secure secrets manager for protecting API keys.
Git
Allows LLM to interact with a local git repository, incl. optional push support.
GDB-MCP
A robust MCP server that bridges LLMs with GDB, providing comprehensive tools for binary analysis, memory examination, and program execution control.
machinepal
A cloud-native gateway that implements the x402 protocol to add payment support and monetization to AI agents, APIs, and services.
AlphaFold-MCP-Server
A comprehensive MCP server providing programmatic access to the AlphaFold Protein Structure Database, enabling protein retrieval, confidence analysis, batch processing, and visualization exports.
apisix-mcp
A bridge between LLMs and the APISIX Admin API, allowing for natural language management of gateway resources like routes, services, and plugins.
imagegen-mcp
An MCP server that provides tools for generating and editing images via OpenAI's DALL-E and GPT-Image APIs, supporting various parameters like quality, style, and transparency.
Sunsama
A comprehensive MCP server enabling AI assistants to manage Sunsama tasks, including daily planning, backlog organization, and integrations with GitHub and Gmail.
mcp-searxng-enhanced
An advanced MCP server for SearXNG that provides category-aware web searching, full-page scraping with PDF-to-markdown conversion, and timezone-aware date/time retrieval.
Nostr
MCP (Model Context Protocol) Server. Bridges AI with the Nostr decentralized social network, enabling interaction with user profiles, posts, and Lightning Network payments through specialized tools for retrieving and analyzing social data.
Blockbench MCP Plugin
A plugin and MCP server that exposes Blockbench's JavaScript API to AI agents, allowing them to create and edit 3D models and pixel art textures directly within the application.
YouTube Transcript
A Model Context Protocol server that retrieves and formats YouTube video transcripts including metadata like video titles, support for multiple languages, and automatic paragraph segmentation.
Trivy Security Scanner
An MCP server that integrates Trivy's security scanning capabilities to detect vulnerabilities, misconfigurations, and secrets in local projects, container images, and remote repositories.
Custom Modes (Roo Code)
MCP (Model Context Protocol) Server. Enables custom behavioral mode management for defining, loading, and applying tailored AI behaviors through configuration files in Roo Code
HANA Cloud ML Bridge
A specialized MCP server that provides seamless SAP HANA database integration, allowing AI agents to perform schema exploration, SQL query execution, and data analysis using natural language.
Dataset Viewer
Browse and analyze Hugging Face datasets with features like search, filtering, statistics, and data export
gopls-mcp
The essential MCP server for Go language development: Exposing compiler-grade semantics to AI Agents and LLM for deterministic code analysis and minimal context pollution.
Media Crawler (Chinese Social Platforms)
A robust MCP server for systematic content extraction from Chinese social media platforms like Bilibili and Xiaohongshu, featuring visual login management and AI-optimized data output.
Yamu (Unity Editor)
A specialized MCP server for Unity development that enables AI agents to trigger compilation and run tests directly within the Unity Editor. It facilitates automated edit-compile-debug cycles by providing real-time feedback and detailed error reporting.
Authenticator App · 2FA
A secure MCP server that allows AI agents to interface with the Authenticator App to retrieve 2FA codes and passwords for automated login processes.