AI & ML

A high-performance codebase analysis server that builds a semantic graph of code using Tree-sitter and SQLite vector storage. It supports hybrid search, impact analysis, and multi-language structural traversal for deep codebase understanding.

A Model Context Protocol server designed to discover, parse, and validate llms.txt and llms-full.txt files on websites to help LLMs understand site content structure.

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

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.

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.

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

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 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.

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

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

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.

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

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

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.

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

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

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

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.

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

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 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.

Instant human feedback through an MCP, have your AI interact with humans around the world. Powered by Rapidata

A comprehensive Sanity CMS integration enabling AI models to perform document CRUD operations, manage complex content releases, query data using GROQ, and perform semantic searches.

An MCP server that enables LLMs to perform regression analysis, paper replication, and hypothesis testing using Stata.

A TypeScript-based MCP server that enables programmatic web searching via DuckDuckGo with configurable safety levels and result counts.