Autonomous Self-Healing CI CD Pipeline

Autonomous Self-Healing CI/CD Pipeline

🚀 Deployment

• Frontend: Vercel
• Backend: Render

🏗️ Architecture Diagram

graph LR
    %% Styles
    classDef user fill:#FFB6C1,stroke:#333,stroke-width:2px,color:black,font-weight:bold
    classDef frontend fill:#E0F7FA,stroke:#00ACC1,stroke-width:2px,color:black,font-weight:bold
    classDef backend fill:#E8F5E9,stroke:#43A047,stroke-width:2px,color:black,font-weight:bold
    classDef ai fill:#F3E5F5,stroke:#8E24AA,stroke-width:2px,color:black,font-weight:bold
    classDef ext fill:#FFF3E0,stroke:#FB8C00,stroke-width:2px,color:black
    classDef db fill:#ECEFF1,stroke:#546E7A,stroke-width:2px,color:black

    subgraph Canvas [Autonomous CI/CD Ecosystem]
        direction LR
        style Canvas fill:#f9f9f9,stroke:#333,stroke-width:1px,color:black

        %% Nodes
        User([👤 User]):::user
        GitHub[🐱 GitHub Repo]:::ext
        Gemini[🧠 Gemini AI]:::ai

        subgraph Platform [Platform Internal]
            direction TB
            style Platform fill:#fff,stroke:#999,stroke-width:1px
            
            Frontend[🖥️ Dashboard]:::frontend
            Backend[⚙️ Backend API]:::backend
            Results[(📊 Results)]:::db
            
            subgraph Engine [Execution Engine]
                style Engine fill:#F5F5F5,stroke:#ccc,stroke-width:1px
                Orchestrator[🎼 Agents]:::backend
                Sandbox[📦 Sandbox]:::ext
            end
        end

        %% Connections within Canvas
        User -->|1. URL| Frontend
        Frontend -->|2. Start| Backend
        Backend -->|3. Init| Orchestrator
        
        Orchestrator <-->|4. Code| GitHub
        Orchestrator <-->|5. Fix| Gemini
        Orchestrator <-->|6. Test| Sandbox
        
        Orchestrator -->|7. Data| Results
        Results -->|8. View| Frontend
    end

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🛠️ Tech Stack

Frontend

• Framework: React 19
• Build Tool: Vite 7
• Styling: TailwindCSS 4
• State Management: Zustand
• Animations: Framer Motion
• Visualization: Recharts

Backend

• Language: Python 3.12
• API Framework: FastAPI
• AI Framework: CrewAI
• LLM: Google Gemini 2.0 Flash
• Containerization: Docker (Sandbox Execution)

🐛 Supported Bug Types

The agent autonomously detects and fixes the following Python error types:

1. SYNTAX: Missing colons, unmatched parentheses, invalid syntax.
2. INDENTATION: Inconsistent code alignment, mixed tabs/spaces.
3. IMPORT: Missing modules, typo in package names, circular imports.
4. TYPE_ERROR: Invalid data type operations (e.g., str + int).
5. LINTING: Unused imports, variable redefinitions (via AST analysis).
6. LOGIC: Incorrect return values, off-by-one errors (detected via Pytest output).

⚙️ Installation Instructions

Prerequisites

• Python 3.12+
• Node.js 18+
• Docker Desktop (for sandboxed execution)
• Google Gemini API Key

Backend Setup

1. Navigate to the backend directory:

   cd backend

2. Install dependencies:

   pip install -r requirements.txt

3. Create a .env file:

   cp .env.example .env
   # Edit .env and add your GEMINI_API_KEY

4. Start the server:

   python main.py

Frontend Setup

1. Navigate to the frontend directory:

   cd frontend

2. Install dependencies:

   npm install

3. Start the development server:

   npm run dev

🌍 Environment Setup

Create a .env file in the backend/ directory with the following keys:

GEMINI_API_KEY=your_api_key_here
# Optional: ANTHROPIC_API_KEY=your_anthropic_key

📖 Usage Examples

1. Open the frontend at http://localhost:5173.
2. Enter the GitHub Repository URL you want to fix (e.g., a repo with known bugs).
3. Enter your Team Name and Leader Name.
4. Click "Analyze Repository".
5. The agent will:
   • Clone the repository.
   • Run tests to identify failures.
   • Iteratively fix bugs (Syntax -> Import -> Logic, etc.).
   • Push fixed code to a new branch: TEAM_NAME_LEADER_NAME_AI_Fix.

⚠️ Known Limitations

• Complex Logic Bugs: Deep algorithmic flaws may require human intervention if the LLM cannot infer the correct logic from test cases alone.
• Execution Time: While fast (~20-30s), complex repos with many dependencies may take longer to install/test in the sandbox.
• Rate Limits: Heavy usage depends on the Gemini API quota.

👥 Team Members

Role	Name
Team Leader	Ashraf Ahmed
Member	Purvesh Didpaye
Member	Prajwal Bahekar
Member	Riddhi Balapure

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Built for RIFT 2026 Hackathon