Use when adding or auditing Schema.org structured data for AI extraction and rich results.
Build data-entry forms with Zod → JSON Schema → JSON Forms (jsonforms.io), custom Tailwind/token renderers, and typed submit wiring.
Lists tables, describes columns and data types, identifies foreign key relationships, and maps entity relationships in a database.
Apply the ScholarEval framework to systematically evaluate scholarly and research work.
Translates academic papers and research markdown files while preserving LaTeX formulas, code blocks, and image references.
knows.academy currently indexes only 2026 papers (mostly arXiv). For older or non-2026 papers (Transformer 2017, BERT 2018, classics…
Guides manuscript content allocation across main text, appendix, supplementary materials, and multimedia for Scientia Sinica Informationis…
Standardizes lab experiment documentation by converting multimodal inputs into structured Markdown notes with YAML metadata.
Generate testable hypotheses. Formulate from observations, design experiments, explore competing explanations, develop predictions…
Create publication figures with matplotlib/seaborn/plotly.
Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA)…
Design a scope and sequence showing vertical and horizontal curriculum coherence across a programme or year.
Use when a client request arrives (Slack, email, ticket, call notes) that will take more than an hour of work, before any code is written…
Analyzes git diffs against a stated intent to detect scope creep, unrelated files, broad pull requests, changes that grew beyond a fix…
Keep coding work constrained to the user's requested scope.
Define, sharpen, or change project scope, and triage docs/state/INTAKE.md.
Cross-tool golden rules for an autonomous Scrapfly web agent connected to the Scrapfly MCP server (web_scrape, screenshot…
Threshold-based alerting on Scrapfly account metrics.
Crawl entire websites using the Scrapfly Crawler API with the Python SDK
Web scraping from Rust with the Scrapfly SDK (`scrapfly-sdk` crate).
Web scraping using the Scrapfly Scraper API with the Python SDK