AI & ML

A comprehensive MCP server providing a standardized JSON interface to manage Plex Media Server, covering libraries, metadata, playlists, and server statistics.

Interact with the Heroku Platform through LLM-driven tools for managing apps, add-ons, dynos, databases, and more.

A sophisticated Reddit intelligence server that enables semantic search across 20,000+ subreddits, automated data extraction with full citations, and persistent research feed management for competitive analysis and market research.

A lightweight persistent memory layer for MCP clients that uses SQLite and vector embeddings to store, search, and visualize shared memories through a knowledge graph.

A Google Maps Platform MCP server that grounds LLM responses in official documentation and code samples to aid in map-based application development.

Nexus MCP for Obsidian transforms your local vault into an AI-powered workspace, providing a two-tool architecture for efficient file management, semantic search, and long-term memory maintenance via MCP clients.

An MCP server that converts source code from various programming languages into Abstract Syntax Tree (AST) representations using tree-sitter. It enables LLMs to perform precise semantic analysis and structural code understanding for C, C++, Rust, Ruby, Go, Java, and Python.

An MCP server providing secure, read-only access to macOS iMessage databases, featuring automated phone number validation and intelligent permission handling for message analysis.

MCP (Model Context Protocol) Server. Enables AI to manage DigitalOcean cloud infrastructure by providing access to account information, droplets, domains, firewalls, and other services for monitoring and automation tasks.

A Model Context Protocol (MCP) server that orchestrates queries across multiple Ollama models, synthesizing their insights to deliver a comprehensive and multifaceted AI perspective on any given query.

A ROS 2 bridge that allows AI assistants to control robots by publishing geometry_msgs/Twist messages to the /cmd_vel topic using natural language commands.

A specialized MCP server that bridges AI tools with GDB, allowing for interactive C/C++ debugging through automated breakpoint management, execution control, and memory examination.

A specialized Playwright MCP server that provides a persistent JavaScript execution environment, allowing agents to maintain browser state and page context across multiple tool calls.

A modular external attack surface mapping tool that integrates popular reconnaissance utilities like subfinder and naabu into a natural language interface for security professionals.

CodeGraph transforms codebases into semantically searchable knowledge graphs with reasoning agents that analyze dependencies, architecture, and impact for AI assistants. It utilizes SurrealDB and hybrid vector/lexical search to provide deep architectural context instead of simple text matching.

Shop groceries across the Rohlik Group platforms (Rohlik.cz, Knuspr.de, Gurkerl.at, Kifli.hu, Sezamo.ro)

A specialized MCP server for managing GitLab workflows, enabling AI agents to interact with issues, merge requests, diffs, and comments.

A privacy firewall for LLMs that detects and redacts sensitive information like names, emails, and dates from PDF documents using the Tinfoil AI platform before sharing with models.

An AI-powered web search server that provides LLMs with real-time access to Tavily's search capabilities, including comprehensive web indexing, direct answers, and news retrieval.

Enhance security posture by embedding Snyk vulnerability scanning directly into agentic workflows.

A comprehensive MCP server for interacting with Outline documentation services, supporting document management, collection hierarchies, collaboration tools, and AI-powered querying.

A powerful GraphRAG-powered context engine that provides AI assistants with semantic search and deep structural analysis for large codebases.

MCP (Model Context Protocol) Server. Integrates with Alchemy's blockchain APIs to enable querying token prices, NFT ownership, transaction history, and token balances across multiple blockchain networks without writing code.

A comprehensive MCP server for searching, retrieving metadata, and downloading academic papers from 14 major scholarly platforms including arXiv, Web of Science, PubMed, and Crossref.

A lightweight MCP server that bridges AI assistants like Claude with OpenAI's Codex AI through the official CLI, enabling direct code analysis, file reviews, and automated batch processing.

Lightweight MCP server that enables Claude to interact with Google's Gemini AI through the official CLI, offering zero API costs and stateless architecture.

A community hub for OneMCP users to manage bug reports, feature requests, and new MCP proposals. It serves as a centralized feedback and issue-tracking repository for the OneMCP ecosystem.

A specialized healthcare MCP server that connects AI assistants to authoritative medical data sources including the FDA, PubMed, ClinicalTrials.gov, and ICD-10 databases.

MCP Server that enables AI-powered robotics using Claude AI and Arduino (ESP32) for real-world automation and interaction with robots.

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