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Autonomous Rails-based system for planning and executing software development tasks with AI integration via Model Context Protocol.

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Rails Orchestrator

Rails Orchestrator is an autonomous system for planning and executing programming tasks based on Ruby on Rails 8+. It serves as a secure server for the Model Context Protocol (MCP), enabling integration of AI tools with software development processes.

Key Ideas of the System:

  • Autonomous Task Planning - The system automatically analyzes user ideas and transforms them into detailed implementation plans through a multi-stage processing pipeline, from business analysis to implementation graph generation.

  • Multi-Layer Quality Validation - Built-in quality control mechanisms include automated tests, security analysis, syntax checking, code linting, and test coverage validation, ensuring high quality of delivered software.

  • Background Task Orchestration - Uses SolidQueue for automatic background task processing, enabling continuous development cycles without manual intervention, with automatic transitions between task states.

  • User Requirements Analysis - The system processes user stories, detects gaps in acceptance criteria, and automatically generates system tests and implementation scope analyses.

  • MCP Tools for AI - Provides a rich set of MCP tools enabling AI models to perform specific actions, from project analysis to running tests and code reviews.

  • Project Documentation Management - Stores and manages project documentation in the database, allowing planning agents access to specifications, requirements, and architecture.

  • Frontend Contracts - The system validates frontend requirements for Rails 8+ applications with Stimulus and Tailwind, preventing user interface degradation.

  • Security and Reliability - Implements multi-layer protection against data loss, automatic error detection, and recovery mechanisms after failures.

How the System Works (Diagram):

┌─────────────┐
│ User Idea   │
└─────────┬───┘
          ↓
┌─────────────────────┐
│ Analysis & Planning │
└─────────┬───────────┘
          ↓
┌───────────────────────────┐
│ Automatic Task Execution  │
└─────────┬─────────────────┘
          ↓
┌───────────────────────────┐
│ Quality Checks & Testing  │
└─────────┬─────────────────┘
          ↓
┌──────────────────┐
│ Finished Product │
└──────────────────┘

The system focuses on automating the entire software project lifecycle, from idea to working application, with emphasis on quality, security, and development process efficiency.

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Autonomous Rails-based system for planning and executing software development tasks with AI integration via Model Context Protocol.

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