AI & ML

A git-native memory management system that provides AI assistants with persistent, project-specific context by generating and serving machine-readable documentation stored locally in the repository.

An MCP server that provides real-time weather updates, 4-day forecasts, and comprehensive city search functionality for Chinese regions using the AMap API.

A production-ready file system MCP server that provides secure, sandboxed file and directory operations, including search, metadata retrieval, and automatic backups for Claude Desktop.

A comprehensive Software Development Lifecycle (SDLC) tracker that manages epics, stories, tasks, bugs, and documentation using a SQLite backend. It features intelligent workflow automation, dependency management, and a knowledge graph generator for code analysis.

A quota-conscious MCP server for retrieving and filtering Mezmo logs with intelligent defaults, allowing users to discover and query logs by application, level, and custom time ranges.

Production-ready MCP server for PDF processing with intelligent caching.

A file-based personal journaling server that enables AI assistants to record, search, and summarize journal entries with automatic hashtag extraction and a React-based web viewer.

A comprehensive WorldAnvil integration for MCP that automates worldbuilding workflows, including article creation, map management, and content organization with automatic Markdown-to-BBCode conversion.

An MCP server that enables AI models to analyze and describe images from local file paths or URLs using OpenAI-compatible vision models like GPT-4o or local alternatives like Ollama.

A cloud-based browser automation server that allows LLMs to navigate websites, interact with UI elements, capture screenshots, and execute JavaScript without local installations.

A highly efficient MCP server for Shortcut project management designed for Cloudflare Workers, offering a single-tool architecture that reduces token usage by 96% compared to the official implementation.

A specialized MCP server that automates the conversion of web applications (Vite, Next.js, React) to iOS apps using Capacitor by detecting frameworks, generating tailored migration specs, and creating optimized configuration files.

Integrates with the Edinburgh Festival API to provide detailed access to events and venue data across all Edinburgh festivals, including historical records and optional Google Maps integration for routing.

A specialized MCP server that exposes the codetoprompt library to generate LLM-friendly context from codebases, providing detailed project analysis and file retrieval.

A comprehensive MCP server providing technical specifications, TCO calculations, and troubleshooting guides for enterprise printers across major manufacturers like HP, Canon, and Ricoh.

An intelligent feature management MCP server that uses AWS Bedrock (Claude 3 Haiku) to parse natural language Jira tickets and automate account-level feature toggles.

A comprehensive MCP server providing direct access to over 200 million academic papers, author profiles, and AI-powered recommendations from Semantic Scholar.

A persistent shell execution server utilizing tmux to provide isolated, long-running terminal sessions across multiple workspaces. It features a dual-window architecture that separates raw command execution from clean interactive output.

A specialized toolkit for developing AI agents that can control Windows systems, providing capabilities for UI automation, browser control through Playwright, and computer vision-based element detection.

A multi-agent validation framework that orchestrates specialized AI agents (X, Z, and CS) to ensure application development is innovative, ethically aligned, and secure.

A unified MCP server that enables AI agents to debug Python, JavaScript, TypeScript, and Java through the Debug Adapter Protocol (DAP), supporting breakpoints, state inspection, and live code patching.

A stock market data server powered by yfinance and FastMCP, providing real-time prices, historical market trends, and detailed corporate information across global exchanges.

A code intelligence MCP server that provides AI-powered analysis and recommendations for private UI component libraries and utility functions to improve code reuse and development efficiency.

A Cloudflare Workers-based MCP server that enables Google Search capabilities and efficient single or batch webpage content extraction with integrated OAuth authentication.

An MCP server for Woodpecker CI that automates pipeline failure analysis. It provides intelligent error detection, root cause identification, and file-specific fix suggestions using both direct identifiers and IDE git context.

A secure shell execution server that uses desktop notifications to require explicit user approval for every command, ensuring safety and transparency for local system access.

A comprehensive network security and diagnostic MCP server that exposes Nmap CLI capabilities for vulnerability scanning, OS fingerprinting, and service detection via a type-safe FastMCP interface.

A specialized MCP server for searching and exploring Austrian cultural heritage collections via the Kulturpool API, featuring a progressive disclosure architecture for efficient discovery.

A professional Slidev presentation builder featuring the Git Guardian system for automated backups, version control, and AI-powered content generation with recovery protection.

A production-grade MCP server for managing crypto portfolios by connecting KuCoin exchange data with Notion workspaces for AI-powered risk analysis and automated reporting.