The Road to Feature Management AGI

The FeatBit MCP AGI Silk Road

FeatBit MCP is an MCP server that helps both people and AI agents use FeatBit’s feature flag service more easily. It’s a continuously built service that must follow best practices, and we’re exploring whether an AGI‑driven approach can make that a reality. We now include the featbit-skills project in the same loop to validate it with identical inputs and expected outputs.

Technologies we use include:

• Claude Code for code generation, debugging, and testing
• Ralph Loop for autonomous agent framework
• Feature Flag for release control
• Aspire for logging and debugging

Here's how it will work:

1. Build a feed queue, where each item includes:
   • New documentation feeds for the MCP server
   • Prebuilt validation prompts
   • Prebuilt input questions and expected document responses
2. Take the earliest item in the feed queue and generate code:
   • Use Claude Code to generate code
   • All changes must be controlled by feature flags
3. Test the code to confirm the FeatBit MCP server can be built and deployed:
   • Use Aspire for logging and debugging
4. Validate results using the Step 1 prompts to confirm the MCP server and featbit-skills outputs meet expectations:
   • Use Claude Code to run test cases
   • Use an eval service to assess outcomes
5. If results are good, release. Otherwise, debug and return to Step 2 with Ralph Loop until expectations are met:
   • Feature flags remain for safe rollback and AGI version control
   • Only one git branch is allowed for pushes

flowchart TD
    A[Step 1: Build feed queue]
    Q{More items in queue?}
    A --> Q
    Q -- Yes: Next item --> B

    subgraph "Ralph Loop (Steps 2-5)"
        B[Step 2: Generate code]
        C[Step 3: Test build & deploy]
        D[Step 4: Validate outputs]
        E{Step 5: Results meet expectations?}

        B --> C --> D --> E
        E -- No: Debug & iterate --> B
        E -- Yes: Release --> F[Release]
    end

    F --> Q
    Q -- No: Done --> G[Complete]

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