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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

NetBox

5

A comprehensive MCP server providing full CRUD operations for NetBox infrastructure management, supporting devices, IPAM, circuits, and virtualization with bulk processing and audit tracking.

9 tools

SlopWatch

5

A development accountability tool that monitors AI code implementations to verify that claimed changes actually match the modified file content.

5 tools

mcp-game-server

5

A synthwave-themed maze-crawling adventure platform that allows users to create and play AI-generated games directly through MCP-compatible agents.

10 tools

PTY Terminal

5

MCP (Model Context Protocol) Server. Provides a stateful terminal interface for maintaining session context and executing complex, multi-step operations across multiple interactions.

Warden Magento

5

A comprehensive MCP server that integrates AI assistants with Warden and Magento 2 development environments, enabling automated project lifecycle management and containerized command execution.

11 tools

NASA API

5

An MCP server that integrates with NASA's APIs to provide real-time astronomical data, space weather information, Earth imagery, and exoplanet research capabilities.

Hangfire

5

MCP (Model Context Protocol) Server. Enables AI assistants to enqueue background jobs in Hangfire, a popular .NET job scheduling library, for executing server-side processing tasks without additional code.

1 tool

Antom

5

Connect your AI Agents to Antom Checkout Payment.

5 tools

Linkup

5

A web search MCP server that integrates Linkup's AI-powered search engine to provide real-time information and natural language query capabilities to AI assistants.

AI Endurance

5

AI-powered training platform for runners, cyclists, and triathletes with over 20 tools for workout management, activity analysis, performance predictions, and recovery tracking.

21 tools

APIMatic MCP

5

APIMatic MCP Server is used to validate OpenAPI specifications using APIMatic. The server processes OpenAPI files and returns validation summaries by leveraging APIMatic's API.

1 tool

AWS SES

5

A Java-based MCP server that exposes all public Amazon SES v2 API actions, enabling LLMs to send emails and manage AWS email infrastructure. It allows for account management, contact list manipulation, and deliverability monitoring directly through the Model Context Protocol.

ToolBox

5

MCP (Model Context Protocol) Server. An AI-powered automation tool development platform.

3 tools

Ollama

5

MCP (Model Context Protocol) Server. Connects AI assistants to locally-hosted Ollama models with specialized servers for retrieving time and weather information through a lightweight, modular architecture.

file-organizer-mcp

Validated
5

Intelligent file organization MCP server for Claude with security-hardened operations, auto-categorization, and duplicate detection

12 tools

LI.FI

5

A comprehensive DeFi MCP server that enables cross-chain token swaps, quotes, and transfers via the LI.FI API, including full wallet management and transaction execution capabilities.

17 tools

Zen Syllabus (Educational Curriculum Explorer)

5

MCP (Model Context Protocol) Server. Provides structured access to educational curriculum data, enabling subject exploration and detailed information retrieval based on grade level and keyword filters

1 tool

Polygon Blockchain

5

MCP (Model Context Protocol) Server. Integrates with the Polygon blockchain network to enable wallet operations, smart contract deployments, L2 bridging, DeFi interactions, and transaction simulations using ethers.js v6 across both Mainnet and Mumbai Testnet environments.

24 tools

ZetaChain

5

A comprehensive MCP server for ZetaChain development, enabling cross-chain interaction, account management, and smart contract deployment across EVM, Solana, Bitcoin, TON, and Sui networks.

8 tools

Grafana

5

A comprehensive MCP server for Grafana that enables querying Prometheus metrics via PromQL, searching logs through Loki, and managing dashboard metadata and configurations for infrastructure observability.

10 tools

UnifAI

5

A tool-calling gateway that allows dynamic searching and execution of tools via the UnifAI Network, accessible through Python and TypeScript SDKs.

Mimir

5

A self-evolving engineering playbook system that provides AI assistants with structured access to development methodologies, automated work planning, and progress tracking.

16 tools

cheatengine-mcp-bridge

5

🔗 Connect AI to Cheat Engine for fast memory analysis, enabling quick mods and audits without the tedious manual work.

Word Document Operations

5

A sophisticated Word document management server utilizing a multi-agent pipeline and a three-tier memory system for high-quality document creation, editing, and external data integration via Google search.

16 tools

DX MCP Server

5

Enables AI applications to interact with DX Data Cloud's Postgres database by formulating and executing SQL queries based on natural language input with user approval.

1 tool

Grep

5

An MCP server that provides natural language and regex-powered text search by interfacing with the grep command-line utility. It features built-in pattern recognition for common searches like PII, network addresses, and various code constructs.

5 tools

@just-every/mcp-task

Needs Setup
5

An asynchronous MCP server that enables long-running AI tasks with real-time status monitoring, parallel multi-model execution, and automatic lifecycle management.

6 tools

Universal Robots Control Interface

5

MCP (Model Context Protocol) Server. Provides a bridge to Universal Robots industrial robots through TCP/IP interfaces, enabling control and monitoring of robot operations including force mode, remote servoj, and kinematic transformations for automation and research applications.

Vibe Prospecting

5

Vibe Prospecting provides real-time access to comprehensive B2B company and contact data, enabling AI tools to perform lead generation, firmographic research, and automated outreach.

5-Day-AI-Agents-Intensive-Course-with-Google

5

5-Day Hands-on AI Agents Course using Google ADK & Vertex AI | From first agent to production deployment