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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Security MCP Server

Enables security scanning of codebases through integrated tools for secret detection, SCA, SAST, and DAST vulnerabilities, with AI-powered remediation suggestions based on findings.

SSH MCP Server

Provides LLM clients with safe, persistent SSH access to remote machines through the Model Context Protocol. Maintains shell sessions that preserve environment state between commands, enabling multi-step workflows and interactive diagnostics on remote systems.

zetachain-mcp-server

An MCP server that connects ZetaChain CLI into your editor. Query balances, send cross-chain transactions, and manage universal contracts directly through MCP.

mcp-pastebin-server

A Model Context Protocol (MCP) server for interacting with the Pastebin API, allowing AI assistants to create, read, and list pastes programmatically.

Accounting Practice MCP Server

Automates comprehensive accounting workflows including bookkeeping, tax planning, payroll processing, sales tax compliance, and client management. Integrates with QuickBooks and processes financial documents with AI-powered transaction categorization and compliance monitoring.

TOOT (Train of Operadic Thought) MCP

Enables context capture and reinforcement learning by recording successful work patterns and creating reasoning chains for cross-conversation continuity. Automatically captures positive feedback through Claude Code hooks to build reusable success patterns.

ClickUp MCP Server

Enables AI assistants to interact with ClickUp's project management platform. Supports comprehensive task management, workspace administration, and list operations through natural language commands.

ikaliMCP Server

Provides a secure interface for AI assistants to interact with penetration testing tools like nmap, hydra, sqlmap, and nikto for educational cybersecurity purposes. Includes input sanitization and runs in a Docker container with Kali Linux tools for authorized testing scenarios.

MCP Macaco Playwright

Enables comprehensive browser automation and web interaction through Playwright with 50+ specialized functions for navigation, form filling, data extraction, and Chrome DevTools Protocol support. Designed specifically for AI agents to perform complex web workflows including scraping, testing, and automated browsing tasks.

Odoo MCP Server Advanced

Enables AI assistants to interact with Odoo ERP systems through the Model Context Protocol. Provides comprehensive access to Odoo models, records, and methods with enhanced features like employee search, holiday management, and flexible domain querying.

wizzy-mcp-tmdb

A MCP server for The Movie Database API that enables AI assistants to search and retrieve movie, TV show, and person information.

Azure Image Generation MCP

Enables AI-powered image generation using Azure DALL-E 3 and FLUX models with intelligent automatic model selection. Generates stunning photorealistic or creative images directly within LibreChat through simple text prompts.

Stocks MCP Server

Provides real-time access to financial market data including stock quotes, company information, cryptocurrency exchange rates, historical options chains, and time series data through the Alpha Vantage API.

Databricks MCP Server

Enables AI assistants like Claude to interact with Databricks workspaces through secure OAuth authentication, allowing users to execute SQL queries, manage clusters, create jobs, and access workspace resources through natural language.

NetBox MCP Server

Enables read-only interaction with NetBox network documentation and infrastructure data through LLMs. Allows querying devices, sites, IP addresses, and viewing change history via natural language.

WordPress MCP

Enables AI models to interact with WordPress sites through standardized MCP interfaces, supporting content management, post operations, and site configuration with secure JWT authentication and dual transport protocols.

Perplexity MCP Server

Integrates Perplexity AI's chat capabilities with real-time web search, enabling users to ask questions and receive AI-powered answers with up-to-date information and citations from verified web sources.

You.com MCP Server

Enables AI assistants to search the web, get news, perform research, and retrieve AI-powered answers with citations using the You.com API.

Cloudflare Playwright MCP

Enables AI assistants to control a browser through Playwright on Cloudflare Workers, allowing web automation tasks like navigation, typing, clicking, and taking screenshots through natural language commands.

Personal Resume Agent

Enables Claude to intelligently query and analyze your resume using RAG technology. Supports skill matching against job requirements and answering questions about your professional background from locally stored resume files.

@iflow-mcp/neddl_fastify-mcp-server

🚀 High-performance MCP (Model Context Protocol) server built with Fastify, TypeScript, and functional programming. Production-ready with authentication, metrics, and auto-discovery capabilities for AI agents and LLM applications.

Ferryhopper MCP Server

The Ferryhopper MCP Server exposes ferry routes, schedules and booking redirects so an AI assistant can discover connections across Europe and the Mediterranean and send users to Ferryhopper to complete bookings.

Shinkuro

Enables loading and serving markdown files as prompts from local folders or GitHub repositories. Supports automatic repository synchronization and YAML frontmatter for prompt metadata.

Tyra Advanced Memory MCP Server

A sophisticated MCP server providing advanced memory capabilities with RAG, hallucination detection, and enterprise-grade AI infrastructure for intelligent agent ecosystems.

UMLmcp

Enables users to generate PlantUML code for UML Class and Sequence diagrams using Google Gemini AI. Supports both domain JSON input and free text descriptions to create structured UML diagrams.

Android UI Assist MCP Server

Enables AI agents to capture screenshots from Android devices and emulators, and manage connected devices for UI analysis and testing. Supports device listing, screenshot capture, and integrates with Claude Desktop, Gemini CLI, and GitHub Copilot.

Recipe Research MCP Server

Enables recipe search, storage, and meal planning using TheMealDB API. Provides comprehensive recipe discovery, automatic recipe collection management, and custom meal plan creation with detailed cooking instructions and ingredients.

MCP Odoo

A TypeScript middleware that connects to Odoo via XML-RPC and provides HTTP API endpoints for querying leads, customers, and activities. Enables integration with orchestrators and LLM systems to interact with Odoo data through natural language.

System Designer MCP Server

Enables AI agents to create, validate, and export UML system models using structured MSON format. Supports generating PlantUML and Mermaid diagrams with direct export to System Designer macOS application.

@cedral/mcp-server-atlassian-jira

Node.js/TypeScript MCP server for Atlassian Jira. Equips AI systems (LLMs) with tools to list/get projects, search/get issues (using JQL/ID), and view dev info (commits, PRs). Connects AI capabilities directly into Jira project management and issue tracki