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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Hindenrank MCP Server

Enables users to check crypto protocol risk ratings, search for DeFi protocols, and compare safety profiles using Hindenrank data. It provides detailed risk grades, top risks, and protocol verdicts directly through MCP-compatible clients.

MCP CloudOps IaC Rules Server

A specialized MCP server for validating and generating Terraform Infrastructure as Code (IaC) based on Pragma CloudOps standards, covering naming conventions, security encryption, and complex data structures.

15 tools

GoHighLevel MCP Server

Connects Claude AI to GoHighLevel CRM, enabling comprehensive automation across 269+ tools including contact management, messaging, sales pipeline, appointments, marketing, and e-commerce operations.

Article Quadrant Analyzer MCP Server

An MCP server designed for content analysis that combines OCR capabilities with an intelligent 4-quadrant visualization engine specifically optimized for Chinese business and collaboration workflows.

4 tools

mcp-commands

An MCP server for tracking and managing AI command usage history using a PostgreSQL database. It enables users to log, search, and view statistics for various AI-related commands and their execution contexts.

oda-mcp

Enables agentic grocery shopping on Oda (Norway) and Mathem (Sweden) platforms through an MCP-compatible interface. Users can search for products, manage their shopping cart, and access order history using natural language commands.

WoT Blitz MCP Server

Provides AI assistants with access to authentic World of Tanks Blitz game data including tank statistics, armor values, map terrain features, equipment, crew skills, and camouflages parsed directly from local game files.

Poiesis MCP Server

Enables AI assistants to create, monitor, and manage computational tasks through GA4GH Task Execution Service (TES) functionality. Provides seamless access to TES-compliant services for executing bioinformatics and scientific computing workflows.

Adobe Commerce MCP Server by CData

This read-only MCP Server allows you to connect to Adobe Commerce data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp

rug-munch-mcp

Crypto risk intelligence: 19 tools for rug pull detection, AI forensics, and token analysis.

Flight Simulator MCP Server

A comprehensive airline booking operations server that enables users to search flights, create bookings, check-in, select seats, track flights, and manage loyalty programs through natural language interactions.

OpenClaw Agent Instruction Registry

Search and retrieve agent instruction files: system prompts, skills, workflows, and safety filters.

powersun-tron-mcp

TRON Energy & Bandwidth marketplace for AI agents. Buy/sell via MCP, REST, HTTP 402.

mcp-mybatis

A MyBatis configuration validation tool that checks for consistency between Java entity fields and database columns across XML maps, annotations, and SQL queries. It provides detailed diagnostic reports and actionable prompts to help developers identify and fix mapping errors and configuration issues.

Image Reader

MCP (Model Context Protocol) Server. Provides advanced image processing capabilities using TypeScript and Sharp, enabling users to list, analyze, resize, and convert images through flexible metadata extraction, thumbnail generation, and format conversion tools.

1 tool

ABAP MCP Server

Provides unified ABAP and RAP documentation search, document retrieval, and ABAP feature matrix lookups. It also enables local ABAP linting to streamline development and documentation workflows via the Model Context Protocol.

MCP Kali Server

Connects MCP clients to a Kali Linux terminal API, enabling AI-assisted penetration testing, CTF challenge solving, and automated security reconnaissance through command execution.

Headless Codebase Indexer

A minimalist indexing tool that provides AI agents with semantic search and structural AST parsing for deep codebase understanding. It enables autonomous agents to navigate large codebases predictably using vector embeddings and native language server capabilities like definition and reference tracking.

mycrab-mcp

An MCP server that enables AI agents to create instant public HTTPS URLs via Cloudflare Tunnels on mycrab.space. It provides tools for checking subdomain availability, setting up temporary tunnels, and managing permanent subdomains using Solana payments.

Shelv MCP Server

An MCP server for managing Shelv shelf operations, enabling users to list, search, and read files within shelves. It also supports optional write functionalities for creating and hydrating shelves through configured tools.

OpenShift OVN-Kubernetes Benchmark MCP Server

Enables comprehensive benchmarking and performance monitoring of OpenShift clusters using OVN-Kubernetes networking through automated data collection, AI-powered analysis, and report generation. Provides intelligent insights into cluster performance, bottleneck detection, and optimization recommendations.

DP-MCP Server

A comprehensive Data Platform server that enables seamless integration between PostgreSQL databases and MinIO object storage, with AI-powered natural language query capabilities.

djd-agent-score

Reputation scoring for AI agent wallets on Base. Trust scores, fraud checks, x402.

Paperlib

MCP (Model Context Protocol) Server. Research paper management with semantic search and knowledge graphs.

11 tools

MCP Brain Server

Provides AI agents with a learning-based knowledge management system that stores, retrieves, and automatically relates knowledge using embeddings, with Git-based version control and Obsidian compatibility.

context-pod

Persistent context for AI agents built fromlearned vectors with certainty scores.

MCP_Project

An automated machine learning platform that uses LazyPredict and ydata-profiling to compare 20+ algorithms and generate comprehensive EDA reports via the Model Context Protocol.

3 tools

interview-mode

Structured interviewer for Claude Code — probing questions, decision tracking, evolving checkpoints.

chainlink-feeds-mcp

An MCP server that provides real-time access to Chainlink's decentralized on-chain price feeds, optimized for seamless integration into AI agents and autonomous systems.

21st.dev Magic AI Agent

A powerful AI-driven tool that helps developers create beautiful, modern UI components instantly through natural language descriptions.