AI & ML

A Model Context Protocol server that enhances AI-generated code quality through comprehensive analysis across 10 critical dimensions, helping identify issues before they become problems.

Implements a structured communication bus that allows AI agents to send 'oracle calls' to human operators for resolving complex decisions or judgment calls. It facilitates hierarchical message passing between agents and humans using a file-based request/response system with interaction history archiving.

An advanced web search and scraping server that enables AI models to perform targeted DuckDuckGo searches and extract clean content, tables, and metadata from webpages. It provides specialized tools for news discovery, link extraction, and comprehensive search-and-scrape workflows.

Damn Vulnerable MCP Server for Security Researchers.

A TypeScript implementation of a Model Context Protocol (MCP) server that integrates with Atlassian's ACLI ROVODEV for AI-powered development assistance.

MCP server for VibePlanner AI - Integrate project management and collaborative memory into Claude Desktop

An MCP server for Apache Superset that enables AI models to manage dashboards, create charts with auto-detection, and execute SQL queries programmatically. It utilizes stateless HTTP transport to ensure compatibility with integration tools like Open WebUI.

Enables interaction with the Algorand blockchain through 25+ specialized tools for account management, payments, asset creation, NFT operations, and network monitoring. Supports both mainnet and testnet with instant finality and low fees.

Enables parsing and extracting content from WeChat public account articles using browser simulation, supporting multiple output formats (JSON, Markdown, HTML) and media resource extraction.

Enables AI agents to interact with OrcaSlicer to manage profiles, adjust printing settings, and perform slicing operations. It allows users to search settings, slice STL/3MF files, and analyze G-code metadata through natural language assistants.

Provides programmatic access to Japan's EDINET system to search for listed companies and retrieve annual or quarterly financial reports. It parses XBRL filings into structured data, enabling AI assistants to analyze balance sheets, income statements, and cash flows.

MCP server providing trust analysis tools for AI agents

Enables users to search for geographic locations and visualize them on an interactive 3D globe powered by CesiumJS and OpenStreetMap. It provides tools for geocoding addresses and rendering maps with specific bounding boxes through the Model Context Protocol.

An AI-optimized MCP server for macOS iMessage providing intent-aligned tools to search, read, and send messages with full contact name resolution and session grouping.

A Python-based server that enables AI assistants to interact with an Unraid server through the official Unraid GraphQL API, providing read-only access to system information, Docker containers, VMs, storage, and more.

A Filesystem MCP server that allows an LLM to read and list files from a specified directory on your local machine through the Model Context Protocol.

Enables AI assistants to interact with Metabase, providing access to dashboards, questions, databases, and tools for executing queries and viewing data through natural language.

A metacognitive advisor for Claude that provides strategic guidance, plan distillation, and mistake tracking to enhance Claude's reasoning capabilities.

A specialized MCP server for orchestrating 3D scenes, camera choreography, and physics-driven animations, bridging Rapier simulations with React Three Fiber and Remotion video rendering.

A Master Control Program server that allows developers to run Wordware AI flows locally, enabling integration of Wordware's AI capabilities directly into local development environments.

Allows Claude and other MCP-compatible AI models to access TweetBinder by Audiense analytics data, enabling analysis of hashtags, users, and conversations on Twitter/X with engagement metrics, sentiment analysis, and report generation.

A robust MCP server for Garmin Connect that provides access to fitness activities, health metrics, and training data with support for advanced headless 2FA and Gmail-based MFA automation.

Enables Model Context Protocol tools for automating web browsers and Electron desktop applications using Playwright's accessibility tree snapshots. It supports window management and JavaScript execution in the main process, providing deterministic automation through structured data.

A Model Context Protocol server that enables AI agents to interact with the Flow blockchain through RPC calls, supporting account balances, script execution, transactions, domain resolution, and contract interactions.

An MCP server that enables LLMs to search YouTube, retrieve video information, and access video transcripts through standardized tools.

A Model Context Protocol server implementation that wraps Harvest's REST API, enabling seamless interaction with Harvest's time tracking, client, project, and reporting features through MCP clients.

Provides documentation, code examples, and implementation assistance for the FxKit C# functional programming library, including search capabilities and pattern-specific prompts.

An AI-powered security audit tool that analyzes codebases for vulnerabilities using real-time data from MITRE CWE and npm audit. It enables deep analysis of authentication, API security, and dependencies to provide structured findings and remediation steps.

Provides AI assistants with semantic search access to the MAGMA computational algebra system handbook, enabling natural language queries for documentation, code examples, and explanations of MAGMA syntax and mathematical functions.

An MCP-based messaging system that allows AI systems to interact with various messaging platforms through standardized tools for sending text, images, documents, buttons, and alerts.