AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
NCCN Guidelines
A clinical decision support server providing direct access to NCCN guidelines through automated indexing, authenticated PDF downloading, and precise page extraction without relying on RAG.
Unity-AI-Tools-Template
Unity MCP Tool template project
dicedb-mcp
A Model Context Protocol (MCP) server implementation for DiceDB to enable AI applications to interact with DiceDB databases.
agentxsuite
AgentxSuite is an open-source platform to connect, manage, and monitor AI Agents and Tools across multiple MCP servers — in one unified interface.
AI_Agent_with_MCP
MCP server built with Google’s Agent Development(ADK) Kit featuring multiple specialised agents that collaborate through intelligent routing. The system provides RESTful API endpoints for various capabilities including web searches, data analysis, and code generation while maintaining extensibility through a modular architecture
ruvscan
🧠 The AI that finds the code you didn't know you needed - Sublinear-intelligence MCP server for discovering GitHub leverage
Tesouro Direto
A specialized MCP server providing real-time access to Brazil's Tesouro Direto market, enabling users to query bond rates, market status, and filter specific financial instruments.
mezmo-mcp
Mezmo MCP: A remote Model Context Provider (MCP) for AI assistants and IDEs to interact with the Mezmo observability platform—enabling pipeline management, log querying, and root-cause analysis via the Model Context Protocol.
mcp-victoriatraces
An MCP server for VictoriaTraces providing full read-only access to tracing APIs, service dependency graphs, and embedded offline documentation for observability and debugging tasks.
Prozorro MCP Server
Provides access to Ukraine's public procurement system (Prozorro), allowing users to search and retrieve detailed tender information by organization, date, and legal identifiers.
Google Ads Transparency Center
Enables retrieval and deep analysis of Google Ads Transparency Center data, allowing users to search by domain, analyze visual creative content (image/video), and compare competitor advertising strategies.
Zillow
MCP (Model Context Protocol) Server. Integrates with Zillow's real estate API to provide property searches, detailed information, Zestimates, market trends analysis, and mortgage calculations for home buying decisions.
mcp-document-converter
Convert PDF, DOCX, HTML, Markdown, and Text for AI assistant context injection.
Fortuna
Fortuna is a high-performance MCP server providing hardware-based true randomness through a robust C++ RNG engine. It offers over 20 statistical distribution functions for simulations, modeling, and interactive gaming where deterministic LLM outputs are insufficient.
csharp-utcp
A high-performance, native C# implementation of the Universal Tool Calling Protocol - enabling AI agents to discover and communicate directly with tools without wrappers or middleware.
nanobanana-mcp
Gemini Vision & Image Generation MCP for Claude Desktop and Claude Code
civitai-mcp-server
A Model Context Protocol server for browsing and discovering AI models on Civitai
JMX-MCP
A powerful Model Context Protocol (MCP) server that enables AI assistants like Claude Desktop to monitor and manage Java applications through JMX. Provides real-time MBean discovery, attribute management, and natural language JMX operations.
mcportfolio
McPortfolio: A Model Context Protocol server providing 9 specialized tools for LLM-driven portfolio optimization using natural language, covering mean-variance to machine learning approaches.
Claude Desktop Restart
A specialized MCP server that allows Claude to restart itself on macOS, primarily used to apply configuration changes after installing new MCP tools.
webfetch-mcp
Live Web Access for Your Local AI — Tunable Search & Clean Content Extraction
notebooklm-mcp-secure
Secure NotebookLM MCP Server - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers
mcp4go
A comprehensive Go SDK for the Model Context Protocol (MCP) - simplifying AI application development by abstracting away protocol complexities.
mcp-jira-integration
About mcp-jira-integration is a tool designed to streamline the integration between MCP (Management Control Platform) and Jira.
AGENTIX
Agentix is a Python framework for building AI agents
mcp-stockfish
🐟 MCP server connecting AI systems to Stockfish chess engine
WordPress Code Review
MCP (Model Context Protocol) Server. Validates WordPress PHP and JavaScript code against configurable coding standards and security patterns fetched from web-hosted markdown files, performing automated security scans for vulnerabilities like SQL injection and XSS while enforcing WordPress best practices for plugin and theme development.
gtm-mcp
MCP server for Google Tag Manager: read tags/triggers/variables, publish containers, and audit changes via Claude/Gemini.
leandrogavidia-vechain-mcp-server
A comprehensive MCP server for interacting with the VeChain blockchain, enabling documentation searches, Thor REST API queries, and wallet management including transaction signing and token operations.
athena-protocol
Athena Protocol acts as an AI tech lead that provides coding agents with strategic guidance, impact analysis, and thinking validation across 14 LLM providers. It features precision-targeted code analysis to reduce token usage while caught critical issues early in the development cycle.