Used in conjunction with the Language Operator for Kubernetes

Model Context Protocol server with semantic tool matching, observation pipeline, and tiered inference for LegionIO

A Ruby MCP server that wraps Linear's GraphQL API and returns TOON-formatted responses for ~40-60% token savings in LLM workflows.

Memory infrastructure for agents: short-term checkpointing, long-term file-based and graph-based memory, retrieval with time decay, and maintenance jobs.

Transform mathematical images to LaTeX, chemistry structures to SMILES, and documents to markdown with security-first design. Features HTTPS enforcement, path traversal protection, structured logging, and complete MCP (Model Context Protocol) server integration. The geodesic path to mathematical OCR in Ruby.

Add MCP tool serving to any Rails app. Write @rbs type annotations with @requires(:flag) tags and the gem compiles per-user JSON Schema automatically. Feature flags, permissions, and plan tiers all work through a single can?(:symbol) predicate.

Exposes tools over HTTP (SSE) using the MCP SDK.

A Ruby implementation of a Model Context Protocol (MCP) server using stdio transport.

Load any Thor CLI directly as a StdIO MCP server

MCP servers focused on fetching and presenting information from Obsidian vaults

Model Context Protocol server for Panda CMS. Provides tools for managing pages, posts, and collections via Claude Desktop and other MCP clients.

CLI toolkit providing memory, hooks, and MCP servers for Claude Code personality system

Rails Active MCP enables secure Rails console access through Model Context Protocol (MCP) for AI agents and development tools like Claude Desktop. Provides safe database querying, model introspection, and code execution with comprehensive safety checks and audit logging. Features include: • Safe Ruby code execution with configurable safety checks • Read-only database query tools with result limiting • Rails model introspection (schema, associations, validations) • Dry-run code analysis for safety validation • Environment-specific configuration presets • Comprehensive audit logging and monitoring • Claude Desktop integration out of the box

rails-ai-bridge automatically introspects your Rails application and exposes models, routes, schema, controllers, views, jobs, mailers, Turbo/Hotwire, auth, API layer, tests, config, and conventions through the Model Context Protocol (MCP). Works with Claude Code, Cursor, Windsurf, GitHub Copilot, and any MCP-compatible AI tool. Zero configuration required.

Rails Engine that captures exceptions, stores them in your database with rich context, and exposes error data via a bundled MCP server so AI agents can triage, resolve, and fix errors autonomously.

MCP server that indexes codebases using AST-aware chunking and vector embeddings, providing semantic search for Claude Code and other MCP clients.

A comprehensive Rails profiler with web debug toolbar, profiling UI, SQL analysis, performance timeline, and MCP server integration

CLI utility and Ruby API for generating structured release notes and changelog documents from various issue-tracking platforms or YAML definitions into plaintext drafts (<strong>AsciiDoc</strong>, <strong>Markdown</strong>, <strong>YAML</strong>) and rich-text output (<strong>HTML</strong> and <strong>PDF</strong>).

A Model Context Protocol server that provides Claude with access to Schwab trading API for quotes and market data

Studio transforms any CLI command into a StdIO Model Context Protocol (MCP) server. It exposes templated command-line tools so they can be executed more easily and safely than free inputs.