Code-level
Inline Comments & Docstrings
Generates Google-style Python docstrings, JSDoc, JavaDoc and XML comments. Infers parameter types, return values and raises from implementation — not just signatures.
API layer
API Reference Documentation
Full OpenAPI-compatible reference docs from FastAPI, Express, Spring or any framework. Includes example requests/responses, error codes and authentication flows.
Architecture
Architecture & Data Flow Docs
Generates Mermaid diagrams, C4 model overviews and data flow documentation by analysing the actual codebase — not a diagram someone forgot to update.
Developer
README & Onboarding Guides
Structured README files, contribution guides, setup instructions and onboarding docs for new team members — generated from the actual development patterns in the codebase.
Compliance
Regulatory & Compliance Doc Sets
Compliance-ready documentation for regulated industries: MiFID II technical documentation, FCA audit trails, SOC 2 evidence packages and GDPR data processing records.
Export
Multi-format Export
Outputs to Markdown, HTML, PDF, Confluence, Notion and GitBook. Integrates with GitHub Actions / CI pipelines to auto-regenerate on every merge to main.