{
  "markdown": "# CompanyForge Plugin\n\nClaude Code plugin for generating domain-specific AI organizations.\n\nDescribe a professional domain and CompanyForge builds a complete organizational structure: capabilities, workflows, quality controls, ceremony calibration, and cost management. The output is a working Claude Code project you can drop into any directory.\n\n## Install\n\nEnable `companyforge` in your Claude Code plugin settings.\n\n## Usage\n\n```\n/forge \"finance\"            # Generate a financial analysis firm\n/forge \"consulting\"         # Generate a consulting firm\n/forge \"real-estate\"        # Generate a real estate brokerage\n/forge \"custom\"             # Define a custom domain interactively\n```\n\n## What It Generates\n\nA self-contained domain directory with:\n\n- **Capability pool** — Builder, Reviewer, Scout (3-4 types, not 12 job titles)\n- **Workflows** — Domain-specific work types with three-pass review for medium+ tasks\n- **Quality gates** — Checklists, adversarial prompts, conflict resolution rules\n- **Ceremony calibration** — Trivial tasks get a solo practitioner; complex tasks get the full team\n- **Domain context engine** — What to look up and where, scaled by task tier\n- **Cost controls** — Model selection by judgment required, budget alerts, spend tracking\n\n## How It Works\n\n1. **Research** the domain (types of work, failure modes, AI-specific risks)\n2. **Architect** the organization (capability types, workflows, infrastructure)\n3. **Present** for your approval before building\n4. **Generate** the files\n5. **Adversarial review** of its own output\n6. **Calibrate** — AI resolves defaults from published standards, then asks you about the rest\n7. **Commit**\n\n## Design Principles\n\n- AI-native organizations, not human org charts\n- Three capability types (build, review, research), not twelve job titles\n- Ceremony scales with stakes — same types, more dispatches\n- Natural language routing — you talk, the system figures out the work type\n- Deterministic tools before agent opinions\n- Infrastructure is conditional — only what the domain needs\n\n## Reference Implementations\n\nThe [CompanyForge](https://github.com/aboynamedstacey/CompanyForge) repository includes complete reference domains (software development, R&D lab, competitive BBQ) that demonstrate what the forge generates and how practitioners refine it through use.\n\n## Prerequisites\n\n- [Claude Code](https://docs.anthropic.com/en/docs/claude-code) CLI\n\nOptional but useful:\n- claude-mem (cross-session memory)\n- firecrawl (web research for domain context)\n\n## License\n\nApache 2.0 — see [LICENSE](LICENSE) for details.\n",
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