AI & ML

Search scientific papers with full-text experimental data: methods, results, quality scores.

Make any website discoverable by AI agents via MCP, llms.txt, and structured data.

A Flask-based MCP server that integrates with Google's Gemini API to provide text generation, sentiment analysis, and multi-turn chat capabilities.

The flight recorder for your AI agents — search conversation logs across Claude Code, Codex, and Gemini CLI

An MCP server that enables AI assistants to interact with the LINE Messaging API to send text messages, stickers, Flex Messages, and check API quotas.

AI-powered Git workflow intelligence — 10 tools for commit messages, branch naming, PR descriptions, changelogs, and stream-based context management. Works with Cursor, Claude Desktop, Windsurf, VS Code, and all MCP clients.

Enables AI-powered frontend code review and unit test generation for Phabricator diffs, supporting React/TypeScript analysis, multi-dimensional code review (performance, security, accessibility, i18n), and intelligent test case generation with Vitest/Jest support.

MCP (Model Context Protocol) Server. Enables AI assistants to retrieve up-to-date documentation from popular Python libraries by performing targeted Google searches within specific documentation domains and extracting relevant content.

Serena is a high-performance coding agent toolkit providing semantic code retrieval and editing tools, enabling LLMs to perform symbol-level operations via LSP or JetBrains integration.

MCP (Model Context Protocol) Server. Integrates with Brave Search to enable web and local business searches with detailed information retrieval, including ratings, hours, and descriptions for both general queries and location-based data.

MCP (Model Context Protocol) Server. Enables search and retrieval of academic papers from arXiv, providing access to cleaned titles, abstracts, and full content for research workflows and literature reviews.

A text-to-speech MCP server that interfaces with VOICEROID2 via voiceroid_daemon, enabling Japanese speech synthesis and phonetic kana conversion with adjustable voice parameters.

A specialized Windows file management server that enables LLMs to intelligently organize file systems through directory analysis, metadata extraction, and automated grouping with safe dry-run capabilities.

A lightweight and fast MCP server that enables AI agents to efficiently discover and execute tools through progressive disclosure, minimizing context consumption while supporting safe code execution in external environments.

A production-ready template for building MCP servers on Cloudflare Workers that expose tools with interactive React-based UI widgets, demonstrating anime search functionality using the Jikan API.

A robust MCP server for interfacing with Jira Cloud and Data Center, featuring AI-optimized data cleaning, relationship tracking, and dual transport support via STDIO and Streamable HTTP.

An algorithmic music composition server built on music21 that provides tools for melody generation, musical transformations, counterpoint, and MIDI export. It enables generative music workflows by allowing AI agents to manipulate musical structures like ABC notation, MusicXML, and MIDI.

A template for deploying a remote Model Context Protocol (MCP) server on Cloudflare Workers without authentication, intended as a starting point for building custom tools.

Enables LLMs to search and book flights across 300+ airlines, manage travel orders, and search airports through the Duffel API with support for real-time pricing, multi-city trips, and flexible cabin classes.

Preflight checks for AI coding agents — catch vague prompts, surface missing context, search session history

A specialized MCP server that reduces LLM token consumption by converting data formats like JSON/XML to TOON and stripping non-essential context from code files.

Enables searching and retrieving CAIE past-paper questions with filters for subjects, years, and specific topics. It provides LLM-friendly responses including concise text previews and structured JSON data for single or multi-topic queries.

Build, validate, and deploy multi-agent AI solutions from any AI environment.

An MCP server that provides advanced document intelligence by combining PDF text extraction with Tesseract OCR for scanned documents, featuring an intelligent caching system.

MCP server for real-time LLM API documentation — stop hallucinations

A Python-based MCP server that utilizes the Nationalize.io API to predict the national origin and cultural demographic distribution of names with probability scores.

An enterprise-grade MCP server that integrates GitHub repositories and internal documentation using vector-based semantic search and OAuth 2.1 authentication. It features optimized 1500-token context chunking and parallel retrieval for low-latency AI assistance.

Rain Elasticsearch MCP Server

Enables searching for company logos by brand name and retrieving customizable logo image URLs with options for format, size, theme, and greyscale conversion using the Logo.dev API.

A Model Context Protocol (MCP) server implemented in Streamable HTTP transport that allows AI models to interact with the Ticket Generator APIs, enabling fetching active events lists, and generating tickets via 3 different modes.