AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
.Net Code Context
MCP (Model Context Protocol) Server. Enables AI assistants to explore and understand .NET codebases.
Clear Thought
A specialized MCP server providing mental models, design patterns, and scientific reasoning frameworks to enhance systematic thinking and analytical problem-solving.
MySQL
MCP (Model Context Protocol) Server. Connects to MySQL databases to enable querying, analyzing, and manipulating data directly within conversation interfaces through a containerized Python server.
Revit
An educational MCP server bridging Autodesk Revit with AI assistants using a dual-component architecture for model control, element creation, and BIM data extraction.
CodeMCP
A high-performance code intelligence server that provides AI assistants with deep semantic understanding of codebases, including symbol navigation, impact analysis, architectural mapping, and ownership tracking.
DeFi Trading Agent
A comprehensive DeFi trading MCP server that enables AI agents to perform market analysis, technical charting (OHLCV), and gasless swaps across 17+ blockchain networks. It integrates multi-chain portfolio management with 0x API swap aggregation and real-time market data from CoinGecko.
Sketchfab
A Model Context Protocol server that enables searching, viewing metadata, and downloading 3D models from the Sketchfab platform directly within AI environments.
Volatility 3 Memory Forensics
A specialized MCP server that integrates the Volatility 3 framework to perform advanced memory forensics using natural language queries for process, network, and malware analysis.
SiYuan Note-Taking
MCP (Model Context Protocol) Server. Integrates with SiYuan note-taking application to enable reading, writing, searching, and querying functionality directly within your knowledge management workflows.
Interaction MCP
MCP (Model Context Protocol) Server. Enables high-frequency communication between users and AI tools through multiple interface options, providing option selection and information requests to improve interaction efficiency by confirming approaches before execution.
SiYuan
A robust MCP server for SiYuan Note providing 100% coverage of official APIs for notebook management, document editing, SQL-based searching, and file operations. It enables AI agents to create, organize, and query notes recursively using a block-based structure.
aaa-mcp
Constitutional AI Governance with 13 enforced floors (F1-F13) and tri-witness consensus for LLMs.
InfluxDB
Run queries against InfluxDB OSS API v2.
Spark Optimizer
An MCP server that optimizes Apache Spark code using Claude AI to apply performance enhancements like broadcast joins, strategic caching, and query plan improvements.
MCP OCR Server
A robust MCP server that provides Tesseract OCR capabilities, allowing users to extract text from local files, URLs, or raw image data with multi-language support.
Workflows
A robust workflow management server that allows LLMs to execute complex, multi-step processes with branching logic, state management, and cognitive reasoning actions.
UML Diagramming
MCP (Model Context Protocol) Server. Integrates with UML diagramming tools to generate visual representations of system architecture, class relationships, and process flows directly from code or text descriptions within conversational interfaces.
Fastly CDN
A comprehensive MCP server that enables AI agents to manage Fastly CDN infrastructure, including service configuration, performance monitoring, and cache management via the Fastly CLI.
A2A Bridge
MCP (Model Context Protocol) Server. Bridges LLMs with Agent-to-Agent protocol-compatible agents, enabling delegation of complex tasks to specialized external agents without requiring direct protocol implementation
filesystem-mcp-server
A robust TypeScript-based MCP server providing platform-agnostic filesystem capabilities with secure path sanitization, advanced search-and-replace, and support for both STDIO and HTTP transports.
RAGScore
Generate QA datasets & evaluate RAG systems. Privacy-first, any LLM, local or cloud.
TAM MCP Server
Market research and business intelligence with TAM/SAM calculations and integration across 8 economic data sources: Alpha Vantage, BLS, Census Bureau, FRED, IMF, Nasdaq Data Link, OECD, and World Bank.
openai-mcp-agent-dotnet
A .NET-based MCP client and host application that demonstrates how to connect an AI agent to a remote TypeScript-based to-do list MCP server running on Azure Container Apps.
Outsource
MCP (Model Context Protocol) Server. Delegates text generation and image creation tasks to external AI models including OpenAI, Anthropic, Google, Groq, and DeepSeek, enabling access to alternative perspectives, specialized capabilities, and visual content generation.
Etherscan Tools
MCP (Model Context Protocol) Server. Integrates with Etherscan's API to provide Ethereum blockchain data tools for balance checking, transaction tracking, and smart contract analysis.
rod-mcp
A browser automation server built on the Rod framework that enables LLMs to interact with web pages through actions like clicking, taking screenshots, and generating PDFs.
univer-mcp
Univer MCP enables AI applications to interact with and automate spreadsheet operations through a bridge to the Univer spreadsheet framework.
Airflow
Bridges Claude with Apache Airflow 3, enabling natural language orchestration and management of DAGs, tasks, and connections through the official Airflow API.
MCP-Scanner
Advanced Shodan-based scanner for discovering, verifying, and enumerating Model Context Protocol (MCP) servers and AI infrastructure tools over HTTP & SSE.
Astro Docs
Connects AI models to the official Astro framework documentation via Kapa.ai's search API, providing up-to-date answers on Astro's features and APIs.