一个技能，一个新的可能。找到适合你的 AI 工作流。
repo-standardizer
【开发与工程】Polish any GitHub repository's surface — labels (emoji rating tiers, P0–P3 priority, impact severity), issue forms, PR template, CI workflows, CODEOWNERS, rulesets, docs. Repo meta & config only — no code logic touched. Use when creating a new repo or polishing an existing one.
bio-genome-assembly-assembly-polishing
【效率与协作】Decides whether and how to polish a draft genome assembly to raise consensus accuracy (QV) with read-type-matched tools - Racon and medaka (ONT consensus), dorado polish, Polypolish and pypolca (Illumina, repeat-aware), Pilon (legacy short-read), NextPolish/NextPolish2, Hapo-G (haplotype-aware), ntEdit, and DeepPolisher/PEPPER-Margin-DeepVariant for …
bio-long-read-sequencing-medaka-polishing
【效率与协作】Polishes Oxford Nanopore draft assemblies to higher consensus accuracy with medaka, a basecaller-model-specific neural consensus net, produces haploid variant calls (VCF) for microbial, mitochondrial, or viral samples, and generates amplicon/viral consensus sequences. Covers the model-matching footgun that silently degrades output, why Racon-first is…
tech-explainer-writer
【文档与办公】Use when drafting, rewriting, or polishing public-facing tech explainers for general readers. Trigger on requests to explain complex technical concepts, AI products, system mechanisms, industry trends, or jargon-heavy material in plain language; to turn notes, links, transcripts, slides, or drafts into popular-science articles,公众号内容, scripts, summari…
design-system
【设计与创意】Define or refactor a shared frontend UI system before polishing one screen at a time. Use when the user needs token governance, visual-language rules, primitive naming, page-system direction, cross-product consistency, or a design handoff that should stay coherent across landing pages, dashboards, forms, and component libraries, including the reusabl…
paperbanana
【文档与办公】Route academic-figure work into the lightest workable PaperBanana mode instead of jumping straight to a full multi-agent generation run. Use when the user needs publication-quality methodology diagrams, statistical plots, figure evaluation, polishing an existing figure, batch/sweep generation, or a full-paper figure package from text or PDF. Even if …
reviewer-author-loop
【数据与研究】Iterative manuscript improvement workflow where a reviewer agent critiques, an author agent revises, a verifier checks the revision, and the loop repeats until acceptance or a human-pause condition is reached. Use for virtual peer review, reviewer-author revision loops, rebuttal preparation, resubmission polishing, journal paper improvement, response…
ai-slop-detector
【效率与协作】Detects and removes AI writing patterns from text. Use when polishing drafts, cleaning AI-generated content, or ensuring writing sounds authentically human. Invoke with "run through slop detector", "clean this up", or "remove AI fingerprints".
edgespark-frontend-design
【设计与创意】Design and redesign EdgeSpark frontends with distinctive, production-grade visual direction instead of generic AI-looking UI. Use when building or polishing landing pages, marketing sites, dashboards, auth flows, portfolios, product surfaces, or reusable frontend sections in EdgeSpark, especially when the task mentions design quality, aesthetics, typ…
grammar-style-enhancer
【效率与协作】Analyzes prose for grammar errors, style inconsistencies, clarity issues, and readability problems. Provides specific suggestions for improvement while preserving the author's unique voice. Use when the user needs help polishing their writing, improving clarity, or maintaining consistent style.
rewrite-prose
【文档与办公】Use this skill when writing, proofreading, or polishing the wording of plain text documents — Markdown (.md), TeX (.tex), or .txt files — and the English text embedded in source code: comments, docstrings, log messages, error messages, and user-facing strings. Apply the rules conservatively: preserve the author's voice and meaning, replace awkward ph…
ui-design-craft
【设计与创意】Use when designing, polishing, prototyping, or reviewing user-facing UI, frontend screens, visual systems, interaction prototypes, slide decks, motion/effects, artifact handoff, or anti-slop visual quality. Trigger for "make this UI look better", "design a dashboard", "create frontend mockup", "prototype this flow", "author a design system", "make a …
fan-out
【设计与创意】Runs one design exploration round: fans a brief and copy out into independent variants, each built by a named skill and model, and captures them for side-by-side review. Use when asked to run a round, fan out, or spawn N variants. Not for choosing a winner or polishing one design.
aaag-writing-style
【效率与协作】Use when drafting or polishing the prose of an Annals of the American Association of Geographers manuscript — Chicago Manual of Style (author-date), the 11,000-word inclusive cap, the 3-5 italicized keywords, and writing that reads as geography for a broad disciplinary audience. Polishes prose and format; it does not generate findings.
academic-writing-refiner
【效率与协作】Checklist-driven academic English polishing and Chinglish correction
academic_english_polishing_rewriting_feedback
【效率与协作】集成研究员视角的专业英文学术编辑助手，支持严格结构保留的润色、常规润色及深度改写。提供严谨的中文修改清单、学术评价及文献引用整合，确保语言精准、逻辑严密且符合学术出版标准。
academic_paper_polishing_with_revision_table
【效率与协作】Refines academic text for rigor, grammar, vocabulary, spelling, and logical flow. Adapts output based on user intent: provides a detailed revision table for polishing requests, or outputs only the corrected text for strict proofreading requests.
academic_scientific_polishing
【效率与协作】Polishes, rewrites, and edits academic text for SCI/ISI publication standards. Supports English and Persian instructions. Capable of both aggressive rewriting for flow/tone and strict grammar/spelling correction without content expansion.