AI & ML

MCP (Model Context Protocol) Server. Integrates with Atlassian JIRA to retrieve issue details, list assigned tasks, and create tickets directly through conversation, using a modular architecture with clear separation between API clients, formatters, and tool implementations.

A Model Context Protocol server that enables AI assistants to query and analyze log data via Graylog using Elasticsearch syntax, offering advanced search, stream management, and log statistics.

DocsetMCP grants AI assistants offline access to 165+ local Dash documentation docsets and cheatsheets, covering extensive programming languages and developer tools via direct SQLite queries.

A toolset for macOS desktop automation that gives AI assistants full UI control via native accessibility APIs, OCR-based screen comprehension, and peripheral emulation.

An MCP server that preserves LLM context by intercepting large data outputs and returning only concise summaries or relevant sections. It enables efficient sandboxed code execution, file processing, and documentation indexing across multiple programming languages and authenticated CLIs.

AI search optimization analysis with actionable findings and gap analysis

A versatile transcription MCP server that extracts text from video platforms like YouTube and Bilibili using local Whisper models or online ASR services from JianYing and Bcut.

MCP (Model Context Protocol) Server. Enables image analysis using GPT-4-turbo's vision capabilities for extracting information, generating descriptions, and answering questions about visual content

MCP (Model Context Protocol) Server. Provides secure Terraform operations through Docker-containerized environments that isolate infrastructure planning and validation tasks, supporting init, validate, fmt, and plan operations with variable injection while restricting dangerous actions like apply or destroy for safe infrastructure code review and automated planning workflows.

A comprehensive Model Context Protocol server that monitors the real-time operational status and incident history of 22 major digital platforms, AI providers, and cloud services.

Hebbian memory for AI agents. Learns file patterns, predicts next tools, saves tokens.

Connects AI coding agents to Autodesk Fusion 360 for CAD automation, enabling natural language control over sketching, 3D modeling, and CAM operations. It uses a Python-based bridge and a custom add-in to execute over 80 tools ranging from simple geometry creation to complex assembly and parameter management.

A model-agnostic Message Control Protocol (MCP) server that enables seamless integration with various Large Language Models (LLMs) like GPT, DeepSeek, Claude, and more.

MCP (Model Context Protocol) Server. Enables Claude Desktop to execute terminal commands and manage files on the user's computer with security measures like command blacklisting and path validation for cross-platform development workflows.

A lightweight Python-based MCP server for Bluesky optimized for AI agents, featuring context cleaning to save tokens and enhanced Windows compatibility.

Search the bible reliably and repeatably ai-Bible Labs

MCP (Model Context Protocol) Server. Provides medical students and educators with curated educational resources from PubMed and NCBI Bookshelf through a FastMCP-powered system that enables searching, generating topic overviews, creating learning plans, and extracting key points from medical literature.

MCP (Model Context Protocol) Server. Transforms basic user queries into optimized prompts for AI systems by automatically detecting content type and applying tailored templates from a YAML-based system.

MCP (Model Context Protocol) Server. Integrates with Google Custom Search API to perform web searches and retrieve formatted results with titles, links, and snippets for research tasks and fact-checking.

MCP (Model Context Protocol) Server. Integrates with Cloudflare Workers to provide code explanation services, including architecture diagram generation, core functionality identification, and component breakdown across multiple programming languages.

CreateveAI Nexus is an open-source enterprise bridge that connects AI agents to internal systems, databases, and manufacturing data using the Model Context Protocol, with specific support for Azure deployment and Microsoft Copilot Studio.

MCP (Model Context Protocol) Server. Integrates with Linear's issue tracking platform, enabling creation, updating, and searching of issues, retrieval of assigned tasks, and comment addition through five specialized tools.

MCP server for Phabricator

MCP (Model Context Protocol) Server. Retrieves real-time financial market data from Alpha Vantage, enabling comprehensive stock analysis, investment research, and market intelligence through dynamic querying capabilities.

Enable AI assistants to search and access medRxiv papers through a simple MCP interface.

MCP (Model Context Protocol) Server. Bridges AI assistants with locally-hosted Ollama models for complex reasoning tasks, providing tools for task decomposition and result evaluation without relying on cloud services.

MCP (Model Context Protocol) Server. Retrieves detailed GitHub pull request information including files, diffs, comments, and reviews for code review assistance, PR summarization, or change analysis workflows.

This MCP server allows AI models to access and analyze your local Google Chrome browser history by connecting directly to the Chrome SQLite database.

A high-performance BM25-based code search engine for MCP that provides sub-2ms query latency and efficient indexing for large codebases without requiring embeddings or GPUs.