Use when writing, rewriting, or auditing a GitHub README.md — generate high-converting README with badges, SVG logo, and 2026…
Draft or improve README docs.
Use when a Journal of Business & Economic Statistics (JBES) decision letter arrives (R&R or major revision) and a response strategy and…
Choice of legal form for companies: GmbH, UG, AG, GbR, PartG, KG, SE in comparison.
Creates exhaustive technical references and API documentation.
Use when converting a reference list to Science (AAAS) numbered style — italic numbers cited in order of appearance, a single continuous…
Prepare the Apache Fory site for a release that opens a new documentation line, such as 0.17.0 or 1.6.0: write the release blog, update…
Generate DeepWiki-style architecture documentation for a code repository by analyzing its actual source — a numbered, citation-heavy wiki…
Audits a GitHub (or GitLab) repository's first impression — README structure, badges, demo screenshot/GIF, one-liner install, description…
Analyze repository structure, patterns, conventions, and documentation for understanding a new codebase
Use to select and enforce the correct EQUATOR reporting guideline for a clinical study headed to NEJM — CONSORT for RCTs (with the…
Document codebase as-is with thoughts directory for historical context
Use when choosing and defending the research design for an Organization Science manuscript — matching one of the journal's eclectic…
Validate and enforce standard YAML frontmatter on research documents with JD-aware path resolution.
Write a structured research protocol or study design document.
Build a repository that makes findings findable, reusable, and cumulative across teams.
Execute multi-stage research workflows
Use when planning features and need current API docs, library patterns, or external knowledge; when testing hypotheses about technology…
For the decision to adopt the plan and its publication: defines the standard, burden of proof, and counterarguments; result: test product…
Use when polishing the prose of a The Review of Economic Studies (REStud) manuscript — introduction, abstract, and overall economy of…
Transforms existing source code into structured technical specifications, Gherkin BDD scenarios, and test coverage reports.