Business skills

Browse reusable Agent Skills, each with a clear purpose and practical guidance.

global-reviewer

Global consistency review for survey drafts: terminology, cross-section coherence, and scope/citation hygiene. Writes `output/GLOBAL_REVIEW.md` and (optionally) applies safe edits to `output/DRAFT.md`. **Trigger**: global review, consistency check, coherence audit, 术语一致性, 全局回看, 章节呼应, 拷打 writer. **Use when**: Draft exists and you want a final evidence-first coherence pass before LaTeX/PDF. **Skip if**: You are still changing the outline/mapping/notes (do those first), or prose writing is not approved. **Network**: none. **Guardrail**: Do not invent facts or citations; do not add new citation keys; treat missing evidence as a failure signal.

487 repo starsObserved in 1 repos
Business

limitation-weaver

Rewrite limitation passages so the paper keeps limitations without falling into count-based slot phrases (e.g., \"Two limitations…\") across many H3s. **Trigger**: limitation weaver, rewrite limitations, remove two limitations, 去Two limitations, 局限改写, caveat rewrite. **Use when**: `writer-selfloop` is PASS but flags repeated count-based limitation openers in `output/WRITER_SELFLOOP_TODO.md`, or multiple H3s share the same limitation cadence. **Skip if**: the limitation is evidence-missing (route upstream), or you are pre-C2 (NO PROSE). **Network**: none. **Guardrail**: do not invent facts; do not add/remove/move citation keys; do not delete subsection-specific limitations; keep claim→evidence anchoring intact.

487 repo starsObserved in 1 repos
Business

prose-writer

Write `output/DRAFT.md` (or `output/SNAPSHOT.md`) from an approved outline and evidence packs, using only verified citation keys from `citations/ref.bib`. **Trigger**: write draft, prose writer, snapshot, survey writing, 写综述, 生成草稿, section-by-section drafting. **Use when**: structure is approved (`DECISIONS.md` has `Approve C2`) and evidence packs exist (`outline/subsection_briefs.jsonl`, `outline/evidence_drafts.jsonl`). **Skip if**: approvals are missing, or evidence packs are incomplete / scaffolded (missing-fields, TODO markers). **Network**: none. **Guardrail**: do not invent facts or citations; only cite keys present in `citations/ref.bib`; avoid pipeline-jargon leakage in final prose.

487 repo starsObserved in 1 repos
Business

redundancy-pruner

Remove repeated boilerplate across sections (methodology disclaimers, generic transitions, repeated summaries) while preserving citations and meaning. **Trigger**: redundancy, repetition, boilerplate removal, 去重复, 去套话, 合并重复段落. **Use when**: the draft feels rigid because the same paragraph shape and disclaimer repeats across many subsections. **Skip if**: you are still drafting major missing sections (finish drafting first). **Network**: none. **Guardrail**: do not add/remove citation keys; do not move citations across subsections; do not delete subsection-specific content.

487 repo starsObserved in 1 repos
Business

source-tutorial-spec

Use when a `source-tutorial` workspace has ingested sources and needs a grounded tutorial contract before structure planning. **Trigger**: source tutorial spec, tutorial from sources, learner profile, 教程规格, 从资料生成教程. **Use when**: `source-tutorial` 的 C2,需要根据 `sources/index.jsonl` / `sources/provenance.jsonl` 锁定 audience、prerequisites、learning objectives、source scope 和 running example policy。 **Skip if**: source ingest 还没完成,或 tutorial scope 已被人工冻结。 **Network**: none. **Guardrail**: 不要发明 sources 没支持的内容;running example 不稳时要明确写无统一 running example。

487 repo starsObserved in 1 repos
Business

source-tutorial-writer

Use when approved tutorial context packs exist and the run needs the final article-first tutorial deliverable. **Trigger**: source tutorial writer, tutorial drafting, 教程正文, 从资料写教程. **Use when**: `source-tutorial` 的 C3,`outline/tutorial_context_packs.jsonl` 已就绪,且 `DECISIONS.md` 已勾选 `Approve C2`。 **Skip if**: C2 未批准,或 context packs 还没准备好。 **Network**: none. **Guardrail**: 正文必须 reader-first,但不能写出 sources 没支持的内容。

487 repo starsObserved in 1 repos
Business

style-harmonizer

De-slot and harmonize paper voice across `sections/*.md` without changing meaning or citation keys. **Trigger**: style harmonizer, de-template stems, remove slot phrases, discourse stems, 写作风格统一, 去槽位句式, 去生成器味. **Use when**: `writer-selfloop` is PASS but `output/WRITER_SELFLOOP_TODO.md` flags Style Smells (e.g., repeated count-based openers), or the draft reads like many sections share the same rhythm. **Skip if**: you need new evidence/citations (route to C3/C4), or you are pre-C2 (NO PROSE). **Network**: none. **Guardrail**: do not invent facts; do not add/remove/move citation keys; do not move citations across subsections; keep claim->evidence anchoring intact.

487 repo starsObserved in 1 repos
Business

thesis-chapter-reconstructor

围绕毕业论文主线重构章节:把原论文式叙事改成学位论文式叙事,重写章节目标、内容比重、前后承接与论证方式。 **Trigger**: 章节重构, chapter reconstructor, 毕业论文主线重构, paper 变 thesis, 章节改写. **Use when**: 你已经知道每份材料在毕业论文中的角色,但当前章节仍然像原论文翻译、拼接或卖点展示。 **Skip if**: 当前只是做局部句子润色,或章节角色尚未确定。 **Network**: none. **Guardrail**: 不是翻译论文;不是简单删减;必须围绕毕业论文主线重写章节目标与承接关系。

487 repo starsObserved in 1 repos
Business

thesis-citation-enhance-review

为中文毕业论文补强并核验引用:找出必须有引文支撑的句子,扩展候选文献,检查引用与论断是否匹配,并回写参考文献与正文引用。 **Trigger**: 引用补强, citation enhance, 文献补充, 引用核验, 毕业论文参考文献检查. **Use when**: 正文已有一定稳定度,需要系统补足背景、定义、对照工作和关键结论的引用支撑,并检查是否存在误引或漏引。 **Skip if**: 还没有稳定正文,或当前仅在做早期结构重构。 **Network**: optional. **Guardrail**: 不为了堆引用而堆引用;引用必须与论断匹配;先补对,再补多。

487 repo starsObserved in 1 repos
Business

writer-selfloop

Writing self-loop for surveys: run the strict section-quality gate, then rewrite only the failing `sections/*.md` files until the report is PASS. **Trigger**: writer self-loop, writing loop, quality gate loop, rewrite failing sections, 自循环, 反复改到 PASS. **Use when**: per-section files exist but C5 is FAIL/BLOCKED (thin sections, missing leads/front matter, citation-scope violations, generator voice). **Skip if**: you are still pre-C2 (NO PROSE), or evidence packs are incomplete (fix C3/C4 first). **Network**: none. **Guardrail**: do not invent facts; only use citation keys present in `citations/ref.bib`; keep citations in-scope per `outline/evidence_bindings.jsonl`; do not add/remove citation keys during rewrites.

487 repo starsObserved in 1 repos
Business