Analyze failing test results from forge-test, identify runtime bugs in CmdForge tool code steps, and apply fixes to the tool's config.yaml. Understands CmdForge-specific pitfalls like bare variable access and f-string hazards.
Analyze a CmdForge tool config, generate test cases, execute them, and report results as JSON. Classifies tools by step patterns to handle prompt-then-code chains that need synthetic AI responses for testing.
Build single or multi-tool CmdForge pipelines from natural language descriptions, writing config.yaml and README to ~/.cmdforge/ with proper step composition and ToolStep wiring. Runs system commands to generate READMEs, check scrutiny, and auto-fix honesty warnings
Build single or multi-tool CmdForge pipelines from natural language descriptions, writing config.yaml and README to ~/.cmdforge/ with proper step composition and ToolStep wiring. Runs system commands to generate READMEs, check scrutiny, and auto-fix honesty warnings
Create image description prompts from text using AI, with optional image fetching via Stability AI (STABILITY_API_KEY environment variable, makes POST requests to api.stability.ai) or Pexels (PEXELS_API_KEY environment variable, makes GET requests to api.pexels.com). Defaults to descriptions-only mode with no network access.