Manages schema lifecycle including scaffolding, safe field deprecation, and data migrations.
Review an API schema for consistency, completeness, and developer ergonomics.
Navigates and extracts hierarchical information from academic papers, ranging from metadata to full-text markdown content.
Generate testable hypotheses. Formulate from observations, design experiments, explore competing explanations, develop predictions…
Build and evaluate a research-literature corpus for a scientific landscape, attribution or priority question, version comparison, source…
Use when a repository produces measurements, benchmarks or experiments that need writing up as research rather than as a guide, or when…
Create publication figures with matplotlib/seaborn/plotly.
Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA)…
Automates social engagement on Xiaohongshu by performing comments, replies, likes, and favorites via a dedicated CLI.
Decomposes scope into Epics, Stories, and RICE priorities.
Deepen a feature or spec by adding missing flows, rules, operations, risks, tests and agent guidance from verified sources.
Expert workflow for designing and building high-converting quiz funnels in ScoreApp — including scoring logic, result-page routing…
Web scraping from Go with the Scrapfly SDK (`github.com/scrapfly/go-scrapfly`).
Use the Scrapfly CLI (`scrapfly`) to scrape web pages, capture screenshots, extract structured data with AI, crawl entire sites, and drive…
Compaction-resilient session notepad. Save working context that survives long conversations. Three tiers — pinned (always loaded), working…
Build an evidence-backed screen policy map as a single self-contained HTML explorer with a left menu tree and a right detail pane.
Guide for using screenenv (Playwright-based) for interactive demo script development in Kubernetes.
Monorepo script commands and conventions for this codebase.
RNA velocity analysis with scVelo. Estimate cell state transitions from unspliced/spliced mRNA dynamics, infer trajectory directions…
Deep learning for single-cell analysis using scvi-tools.
SDFormat/SDF model and world authoring, validation, and simulator handoff.