AI & ML

A local-first AWS security tool that uses graph theory to discover attack paths (e.g., Internet → Role → DB) and prioritize remediations. It allows agents to perform read-only security audits and generate Terraform fixes without data exfiltration.

A knowledge graph MCP server that integrates Graphiti and the ACE framework for conversational management of Neo4j-based entities and relationships. It enables AI agents to perform semantic searches, manage data isolation, and utilize automatic learning strategies.

A robust MCP server that enables AI models to see and interpret your desktop by capturing screenshots and analyzing them through the Claude Vision API.

小记，AI记账。MCP服务器实现。

A comprehensive UI/UX design intelligence server providing instant access to over 1,700 curated resources, including color palettes, typography, accessibility guidelines, and framework-specific design patterns.

A specialized MCP server that provides expert design guidance, accessibility standards, and visual hierarchy principles to help LLMs generate modern and professional web interfaces.

A minimal Model Context Protocol server that serves as a template for building email inbox capabilities for AI agents. It demonstrates basic integration of tools, resources, and prompts using the Smithery SDK.

An MCP server that enables travel agents to manage the Rezdy marketplace directly through AI, offering tools for product search, real-time availability checking, booking management, and integrated commission calculations.

An intelligent MCP server that generates Conventional Commits style messages by analyzing git diffs using DeepSeek or Groq LLMs.

Agent-to-agent escrow on Base. Post quests with ETH/USDC bounties and settle on-chain.

A professional-grade audio processing MCP server that provides AI-powered stem separation, vocal range analysis, and seamless loop creation using Demucs and spectral analysis.

A hosted FastMCP server providing intelligent question-answering and structured plan reviews through OpenAI integration, featuring a specialized Master Review Framework for technical analysis.

Provides tools to query the BuiltWith API to analyze website technology stacks, identifying frameworks, analytics, and CMS platforms used by any domain.

Summarize and search coding sessions, extract rules from discoveries, benchmark coding agents.

An MCP server that provides professional PowerPoint translation using AWS Bedrock models, preserving slide formatting while supporting multiple languages.

Enables AI coding agents to interact with Gel databases by executing queries, testing changes in transactions, and accessing code examples and rules.

A comprehensive MCP server providing real-time Coinbase cryptocurrency market data and a simulated virtual economy for educational trading and wallet management.

A specialized MCP server that provides access to 36 AI-powered personas of legendary founders, investors, and builders for advice and debates without requiring external API keys.

A toolset for LLM agents to interface with the MOSTLY AI synthetic data platform, enabling automated data generation, connector management, and generator training.

A comprehensive MCP server wrapping the crawl4ai library to provide advanced web crawling, AI-powered content extraction, Google Search integration, and YouTube transcript processing.

A meta-server that enables dynamic loading, hot-reloading, and orchestration of other MCP servers without restarting the host application. It allows for programmatic tool calling, workflow automation, and installing new servers directly from Git repositories.

A unified MCP gateway providing access to 30+ premium AI models from OpenAI, Anthropic, and Google via a single USDC-funded wallet on the Base network, eliminating the need for individual API keys.

A professional template and plugin system for deploying Model Context Protocol (MCP) servers to Cloudflare Workers, featuring OAuth 2.1 support and a modular provider architecture.

An autonomous managerial MCP server that oversees project lifecycles, team capacity, and execution monitoring through a multi-agent LangGraph architecture.

An MCP server that enables searching for scientific papers on arXiv and retrieving detailed metadata for specific paper IDs.

A project memory system for Claude Code that uses a local SQLite database to store persistent project context, architectural decisions, and development history without additional token costs.

A documentation crawler and MCP server that converts websites into searchable Markdown with semantic vector embeddings for natural language queries.

A robust MCP server for unified searching across Google Scholar, Google Web, and YouTube, featuring enterprise-grade caching, rate limiting, and security layers.

A specialized MCP server for intelligent IFS Cloud codebase analysis, featuring hybrid semantic-lexical search, PageRank dependency ranking, and comprehensive support for PL/SQL, entities, and projections.

A comprehensive MCP server providing full CRUD operations, index management, and administrative monitoring for MongoDB databases, enabling LLMs to perform complex data queries and database maintenance.