Explore AI Agent Skills & Claude Prompts

Use when `paper-review` has claims plus evidence gaps and needs the final referee-style report. **Trigger**: rubric review, referee report, peer review write-up, 审稿报告, REVIEW.md. **Use when**: `paper-review` pipeline 的最后阶段（C3），已有 `output/CLAIMS.md` + `output/MISSING_EVIDENCE.md`（以及可选 novelty matrix）。 **Skip if**: 上游产物未就绪（claims/evidence gaps 缺失）或你不打算输出完整审稿报告。 **Network**: none. **Guardrail**: 给可执行建议（actionable feedback），并覆盖 novelty/soundness/clarity/impact；避免泛泛而谈。

section-merger

Deterministically merge per-section files under `sections/` into `output/DRAFT.md`, preserving outline order and weaving transitions from `outline/transitions.md`. **Trigger**: merge sections, merge draft, combine section files, sections/ -> output/DRAFT.md, 合并小节, 拼接草稿. **Use when**: you have per-unit prose files under `sections/` and want a single `output/DRAFT.md` for polishing/review/LaTeX. **Skip if**: section files are missing or still contain scaffolding markers (fix `subsection-writer` first). **Network**: none. **Guardrail**: deterministic merge only (no new facts/citations); preserve section order from `outline/outline.yml`.

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。

exercise-builder

Use when a tutorial module plan exists but each module still needs a verifiable teaching loop. **Trigger**: exercises, practice, verification checklist, 教程练习, 可验证作业. **Use when**: tutorial 的 C2，已有 `outline/module_plan.yml`，需要为每个模块补齐 exercise / expected output / verification steps。 **Skip if**: 还没有 module plan。 **Network**: none. **Guardrail**: 练习必须可验证，不能只给开放式思考题。

module-source-coverage

Use when a tutorial module plan exists and the run needs an auditable module-to-source grounding file before prose. **Trigger**: module coverage, source coverage, tutorial grounding, 模块覆盖, 来源覆盖. **Use when**: `source-tutorial` 的 C2，已有 `outline/module_plan.yml`，需要确认每个模块都能回指到 sources。 **Skip if**: module plan 或 source ingest 不完整。 **Network**: none. **Guardrail**: 只做 grounding audit，不写教程正文。

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。

thesis-source-role-mapper

将中文毕业论文已有材料映射到“毕业论文角色”：把论文、模板、Overleaf 源稿、PDF、图表和实验材料按章节角色、研究问题和证据用途重新归位。 **Trigger**: 毕业论文材料映射, source role map, paper to chapter, 章节角色映射, 论文归章, 材料归位. **Use when**: 已经完成材料盘点，需要决定各份材料在毕业论文里扮演什么角色，而不是继续按原 paper 叙事直接写。 **Skip if**: 当前只是在修一个已经稳定的单章措辞，且没有新的来源材料进入。 **Network**: none. **Guardrail**: 不是做翻译；不是简单 `paper -> chapter` 分桶；必须显式说明“在毕业论文里的角色”。

thesis-workspace-init

初始化中文毕业论文工作区：检查学校模板与已有材料的放置位置，明确提示当前还缺什么，建立 `codex_md/` / `claude_md/` / `tmp_layout*/` 等中间层目录，并生成材料盘点与初始工作文件。 **Trigger**: 毕业论文初始化, thesis workspace, 中文毕业论文准备, 模板归位, 材料盘点, 初始化论文工程. **Use when**: 你要开始一条毕业论文重构流程，手头已经有学校模板、旧 `tex`、PDF、Overleaf 源稿、bib 或图表材料，需要先把工程和中间层搭起来。 **Skip if**: 工作区已经稳定，且 `codex_md/material_index.md`、`codex_md/question_list.md`、`codex_md/00_thesis_outline.md` 都已存在并在使用。 **Network**: none. **Guardrail**: 不改正文内容；不把 `chapters/` 当思考区；不在 repo root 散落毕业论文工件。

idea-direction-generator

Generate a compact pool of discussion-worthy research directions from the signal table, writing `output/trace/IDEA_DIRECTION_POOL.md`. **Trigger**: idea direction pool, brainstorm directions, research directions, 研究方向池, brainstorm pool. **Use when**: you already have a signal table and want a small, non-isomorphic set of candidate directions. **Skip if**: `output/trace/IDEA_DIRECTION_POOL.md` already exists and is refined. **Network**: none. **Guardrail**: no invented papers; directions must stay anchored to the current signal table and core set.

protocol-writer

Use when `evidence-review` needs an operational protocol before screening and extraction. **Trigger**: protocol, PRISMA, systematic review, inclusion/exclusion, 检索式, 纳入排除. **Use when**: `evidence-review` pipeline 的起点（C1），需要先锁定 protocol 再开始 screening/extraction。 **Skip if**: 不是做 evidence/systematic review（或 protocol 已经锁定且不允许修改）。 **Network**: none. **Guardrail**: protocol 必须包含可执行的检索与筛选规则；需要 HUMAN 签字后才能进入 screening。

human-checkpoint

Record a human sign-off at a declared checkpoint (tick `Approve C*` in `DECISIONS.md`) so the pipeline can resume. **Trigger**: approve checkpoint, human approval, sign off, HITL, Approve C2, 审批, 签字, 人类检查点. **Use when**: A unit has `owner=HUMAN` and is BLOCKED waiting for a checkbox in `DECISIONS.md`. **Skip if**: The approval is already recorded (the checkbox is ticked). **Network**: none. **Guardrail**: Do not modify any content artifacts; only update `DECISIONS.md` (and optionally append a short sign-off note).

artifact-contract-auditor

Audit the workspace against the pipeline artifact contract (DONE outputs + pipeline target_artifacts). Writes `output/CONTRACT_REPORT.md`. **Trigger**: contract audit, artifact contract, missing artifacts, target_artifacts, CONTRACT_REPORT. **Use when**: you want an auditable PASS/FAIL view of whether a workspace is complete and self-contained (end of run or before sharing). **Skip if**: you are still intentionally mid-run and don’t care about completeness yet (but it’s still useful as a snapshot). **Network**: none. **Guardrail**: analysis-only; do not edit content artifacts; only write the report.