AI & ML

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.

Rain Elasticsearch MCP Server

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.

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

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

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.

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.

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

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.

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.

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.

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.

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.

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

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

A PostgreSQL MCP server that provides secure, read-only access to database schemas and content using SQL queries within mandatory read-only transactions.

A simple way to deploy an authentication-free Model Context Protocol server on Cloudflare Workers that can be connected to AI tools like Claude Desktop or the Cloudflare AI Playground.

Exposes energy market signals and readiness indices by integrating data from sources like Yahoo Finance, ENTSOG, and AGSI+. It enables users to query gas flows, storage levels, power prices, and weather data via natural language.

A robust MCP server for Chaos Mesh that allows AI assistants to perform chaos engineering and resilience testing on Kubernetes clusters. It provides tools for injecting 24 types of chaos—including network, stress, pod, and I/O faults—and managing experiments through natural language.

A universal database gateway MCP server that enables AI assistants to connect to and query multiple databases (PostgreSQL, MySQL, MariaDB, SQL Server, SQLite) with support for schema exploration, SQL execution, and secure connections via SSH tunnels.

Delivers Chuck Norris jokes and Dad jokes on demand through Microsoft Copilot Studio and GitHub Copilot. Demonstrates how to deploy and integrate MCP servers with Microsoft's AI platforms.

Windsor MCP provides a natural language interface to query and analyze business data from 325+ platforms like Facebook Ads and Google Analytics without writing SQL.

Enables interaction with FogBugz issue tracking system through its XML API, allowing users to search, create, update, and manage cases, comments, and attachments directly from their MCP client.

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.

Provides a secure, constrained filesystem workspace for LLM agents to manage files, notes, and code artifacts via stdio or remote HTTP. It features granular access controls, including extension whitelisting, storage quotas, and immutable paths for safe automated file operations.

MCP (Model Context Protocol) Server. Integrates with Salesforce to enable querying records, managing custom objects/fields, executing DML operations, and handling complex SOSL searches using TypeScript and JSForce

Provides real-time bus and train information across 10+ cities in Malaysia, including live vehicle tracking, arrival predictions, stop search, and route discovery for public transit systems.

Connects AI assistants to Tacit building digital twins to query buildings, equipment, sensors, and zones using natural language. It provides tools for exploring Brick-compliant knowledge graphs, fetching historical sensor data, and accessing site documents.

Provides detailed monitoring of GitHub Copilot usage statistics, quotas, and premium interaction limits via the internal GitHub API.

A comprehensive MCP server that wraps the complete World of Warcraft retail API into 197 tools for Game Data and Profile information. It enables users to query character statistics, achievements, collections, and game mechanics across all global regions and locales.