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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

NCCN Guidelines

5

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.

3 tools

Unity-AI-Tools-Template

5

Unity MCP Tool template project

dicedb-mcp

5

A Model Context Protocol (MCP) server implementation for DiceDB to enable AI applications to interact with DiceDB databases.

7 tools

agentxsuite

5

AgentxSuite is an open-source platform to connect, manage, and monitor AI Agents and Tools across multiple MCP servers — in one unified interface.

6 tools

AI_Agent_with_MCP

5

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

4 tools

ruvscan

5

🧠 The AI that finds the code you didn't know you needed - Sublinear-intelligence MCP server for discovering GitHub leverage

4 tools

Tesouro Direto

5

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.

3 tools

mezmo-mcp

5

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.

7 tools

mcp-victoriatraces

5

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.

6 tools

Prozorro MCP Server

5

Provides access to Ukraine's public procurement system (Prozorro), allowing users to search and retrieve detailed tender information by organization, date, and legal identifiers.

1 tool

Google Ads Transparency Center

5

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.

7 tools

Zillow

5

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.

7 tools

mcp-document-converter

5

Convert PDF, DOCX, HTML, Markdown, and Text for AI assistant context injection.

Fortuna

5

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.

22 tools

csharp-utcp

5

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.

1 tool

nanobanana-mcp

5

Gemini Vision & Image Generation MCP for Claude Desktop and Claude Code

6 tools

civitai-mcp-server

5

A Model Context Protocol server for browsing and discovering AI models on Civitai

14 tools

JMX-MCP

5

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.

12 tools

mcportfolio

5

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.

9 tools

Claude Desktop Restart

5

A specialized MCP server that allows Claude to restart itself on macOS, primarily used to apply configuration changes after installing new MCP tools.

1 tool

webfetch-mcp

5

Live Web Access for Your Local AI — Tunable Search & Clean Content Extraction

2 tools

notebooklm-mcp-secure

5

Secure NotebookLM MCP Server - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers

40 tools

mcp4go

5

A comprehensive Go SDK for the Model Context Protocol (MCP) - simplifying AI application development by abstracting away protocol complexities.

1 tool

mcp-jira-integration

5

About mcp-jira-integration is a tool designed to streamline the integration between MCP (Management Control Platform) and Jira.

AGENTIX

5

Agentix is a Python framework for building AI agents

5 tools

mcp-stockfish

5

🐟 MCP server connecting AI systems to Stockfish chess engine

WordPress Code Review

5

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.

3 tools

gtm-mcp

5

MCP server for Google Tag Manager: read tags/triggers/variables, publish containers, and audit changes via Claude/Gemini.

leandrogavidia-vechain-mcp-server

5

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.

20 tools

athena-protocol

Needs Setup
5

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.

7 tools