"Red" matching MCP servers:

Inline review comments for markdown specs and design docs. Agents request human review mid-task via MCP and pause until you send feedback.

Helping coding agents never make mistakes working with public or private libraries without wasting the context window.

A Model Context Protocol server that enables AI agents to access, search, and understand structured package documentation and source code from Git repositories. It automatically generates specialized tools to browse module overviews, components, and detailed documentation for technical libraries.

A unified development tool for RedM that provides access to RDR3 discoveries, framework documentation (VORP/RSGCore), native functions across 86+ namespaces, and database operations with smart context-aware loading.

A comprehensive MCP server for Wiki.js integration with hierarchical documentation support and multi-level context management.

Lightweight MCP server for Redis that allows running any Redis command and searching Redis documentation. Supports multiple named databases with HTTP/REST or TCP transport.

Enables PDF reading through MCP with text extraction, Chinese OCR for scanned documents, page rendering, and keyword file search from any compatible MCP client.

A comprehensive MCP server suite for Red Hat's automation ecosystem, enabling AI assistants to interact with Ansible Automation Platform, Event-Driven Ansible, ansible-lint, and official Red Hat documentation with secure domain validation.

Enables searching Red Hat Developer content such as blogs, articles, and learning paths with filters for content type, product, and topic, plus fetching full article text as clean markdown.

An MCP server that simulates a ruthless Q1 journal reviewer to analyze academic manuscripts for red flags and generate a formatted .docx decision letter.

Enables AI assistants to explore Ed-Fi API endpoints, schemas, and generate entity relationship diagrams, aiding development of Ed-Fi client applications.

Provides AI assistants with offline access to the complete SFML 3.1.0 C++ documentation, enabling module listings, symbol searches, and detailed API reference retrieval.

MCP server to read protected (or unprotected) PDF files, extracting text to a temp file, and handling large PDFs.

Enables AI clients (Cursor, Claude Desktop) to manage Redmine issues, projects, time tracking, and wiki pages through natural language.

Enables AI agents to look up RedM/RDR3 native hashes, search documentation semantically, and access framework docs and community data for accurate coding assistance.

Enables local read-only retrieval and search across 27 global medical device regulatory knowledge hubs (NMPA/FDA/MDR/PMDA etc.) using four MCP tools, with zero credentials and no external network calls.

Enables querying a curated reverse engineering knowledge base covering techniques, anti-analysis bypass, mobile internals, and tools via MCP clients like Claude or Cursor.

Provides LLMs with real-time access to up-to-date documentation from PyPI, npm, crates.io, GoDocs, DockerHub, GitHub, and GCP, preventing outdated code generation and API hallucinations.

Enables comprehensive local file system operations including searching and reading content from various formats like PDF, Office documents, CSV, and text files. It features automatic character encoding detection and secure path validation for directory access.

A local MCP server that lets LLM agents read EPUB books and PDF documents with outline-first navigation, precise node reads, and local SQLite persistence.