"Red" matching MCP servers:

Connects AI assistants to the Node-RED Admin API, enabling flow inspection, node management, graph analysis, debug capture, and rollback operations through natural language.

Connects AI assistants to Big Red Cloud accounting data, allowing natural-language queries and controlled write operations with safety checks.

Connects AI assistants to Big Red Cloud accounting data, enabling read-only lookups and safe write operations with confirmation drafts.

Provides access to Atomic Red Team tests, enabling search, validation, and execution of atomic tests via natural language.

A lightweight, self-hosted MCP server that connects LLM-based agents to Red Hat Lightspeed services, enabling natural language querying of read-only (and optionally write) operations across Advisor, Image Builder, Inventory, Planning, Remediations, and Vulnerability services.

MCP server providing tools to search Red Hat KCS solutions, retrieve solution details, search cases, and get case details via Red Hat APIs.

Integrates with Red Hat APIs to enable searching Knowledge Centered Support (KCS) solutions, retrieving solution details, searching support cases, and obtaining case details through LLM applications.

Enables natural language conversations with Spain's electrical grid data through Claude, providing real-time access to electricity demand, generation, prices, and emissions data from Red Eléctrica de España (REE).

Enables generation of Xiaohongshu (Little Red Book) social media content including intelligent outlines, AI-generated images, and multi-page posts through natural language commands.

MCP server exposing memory search, index, and stats tools for agents, with honesty guards to prevent re-litigation of settled decisions.

MCP server that converts file contents into compact, line-numbered PNG images for vision models to read, reducing token usage by roughly 7x for large files.

MCP server for Speakeasy — Windows API emulation for binary analysis. It runs a .exe in a Wine-like sandbox and returns a structured API trace.

Enables AI agents to search and retrieve FRED economic time series, including vintage (as-published) data, with tools for series search, observation retrieval, release calendar, revision history, and more.

Enables Claude Desktop and Claude Code users to get AI-powered legal risk classifications for small business decisions, returning structured GREEN/YELLOW/RED verdicts with statute citations and compliant alternatives.

Enables AI to query Reddit discussion volume trends, growth rates, and top topics for any keyword without hitting Reddit API limits.

MCP server for on-disk patching of binary artifacts with SHA-256 manifest, byte-level patch application, and manifest-driven restore, ensuring auditability and reversibility.

A local MCP server that gives Claude and other MCP clients access to Federal Reserve Economic Data (FRED) — 800,000+ economic time series covering GDP, inflation, employment, interest rates, and more.

ReportFlow MCP Server - PDF report generation for Claude and AI agents

Enables safe, informed management of Yandex.Direct accounts through 11 MCP tools, covering reads, planned two-phase writes, reports, media attachment, Wordstat, Metrika, and Audience operations, while exposing platform knowledge as resources such as limits, traps, and the red line of deliberately absent destructive actions.

Provides read-only MCP tools for searching and asking over private documents via a local RAG service (reed), returning ranked passages with citations while keeping data on the machine.