README Writer
Analyzes a codebase and produces a comprehensive README answering every question a new user or contributor has. Use when creating or updating a project README. Stack detection, quick start, copy-pasteable setup.
Produces READMEs that make developers think "finally, a project that respects my time" — scannable, honest, and zero-to-working in minutes.
Diagram Prompt Designer
Produces Mermaid and PlantUML diagram code from system descriptions, codebases, or architectural concepts. Use when generating architecture, sequence, flow, ER, or state diagrams. C4 model, data-ink ratio.
Chooses the right diagram type for the communication goal, structures it for readability at scale, and produces syntactically valid Mermaid or PlantUML code that renders in GitHub Markdown, Notion, Co
API Docs Writer
Generates structured API reference documentation from code, OpenAPI specs, or route handlers. Use when producing endpoint descriptions, parameter tables, response examples, and usage samples. REST, GraphQL, SDK.
Produces API reference documentation developers bookmark — every endpoint documented consistently, every parameter explained, every error code described, every endpoint with a working example.
Code Comment Reviewer
Audits code comments for noise, staleness, and missing context. Use when reviewing or improving code comment quality. Why-not-what explanations, TODO hygiene, comment density.
Audits code comments and produces a report identifying noise to remove, missing context to add, stale comments contradicting code, and structural improvements to comment placement.
Docs Freshness Auditor
Compares documentation against current code to detect drift. Use when auditing docs for stale references, outdated examples, broken links, and documentation-implementation mismatches. API drift, config drift, link integrity.
Cross-references every factual claim in documentation against the current codebase, catching stale API examples, renamed config options, deprecated features presented as current, and broken internal l
Docstring Writer
Adds high-quality inline documentation to functions, classes, and modules following language-specific conventions. Use when code needs docstrings, JSDoc, or type annotations. Why-not-what, contract documentation, failure modes.
Writes docstrings that explain intent, not syntax — telling the reader what they cannot figure out from the code alone.