ReddRadar
Topic: pipeline
138 skills in this topic.
-
protocol-writer
Write a systematic review protocol into `output/PROTOCOL.md` (databases, queries, inclusion/exclusion, time window, extraction fields).
**Trigger**: protocol, PRISMA, systematic review, inclusion/exclusion, 检索式, 纳入排除.
**Use when**: systematic review pipeline 的起点（C1），需要先锁定 protocol 再开始 screening/extraction。
**Skip if**: 不是做 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。
WILLOSCAR/research-units-pipeline-skills 377
-
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.
WILLOSCAR/research-units-pipeline-skills 377
-
research-pipeline-runner
Run this repo’s Units+Checkpoints research pipelines end-to-end (survey/综述/review/调研/教程/系统综述/审稿), with workspaces + checkpoints.
**Trigger**: run pipeline, kickoff, 继续执行, 自动跑, 写一篇, survey/综述/review/调研/教程/系统综述/审稿.
**Use when**: 用户希望端到端跑流程（创建 `workspaces/<name>/`、生成/执行 `UNITS.csv`、遇到 HUMAN checkpoint 停下等待）。
**Skip if**: 用户明确要手工逐条执行（用 `unit-executor`），或你不应自动推进到 prose 阶段。
**Network**: depends on selected pipeline (arXiv/PDF/citation verification may need network; offline import supported where available).
**Guardrail**: 必须尊重 checkpoints（无 Approve 不写 prose）；遇到 HUMAN 单元必须停下等待；禁止在 repo root 创建 workspace 工件。
WILLOSCAR/research-units-pipeline-skills 377
-
rubric-writer
Write a rubric-based peer review report (`output/REVIEW.md`) using extracted claims and evidence gaps (novelty/soundness/clarity/impact).
**Trigger**: rubric review, referee report, peer review write-up, 审稿报告, REVIEW.md.
**Use when**: peer-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。
WILLOSCAR/research-units-pipeline-skills 377
-
schema-normalizer
Normalize cross-skill JSONL interfaces (ids + titles + citation key formats) so downstream skills do not rely on best-effort joins.
**Trigger**: schema normalize, jsonl contract, interface drift, join drift, 字段不一致, schema 规范化.
**Use when**: you have generated C2-C4 JSONL artifacts (outline/briefs/bindings/packs/anchors) and want deterministic, stable fields before self-loops/writing.
**Skip if**: you are not using the survey pipelines, or the workspace already has a fresh PASS `output/SCHEMA_NORMALIZATION_REPORT.md` for the current artifacts.
**Network**: none.
**Guardrail**: NO PROSE; deterministic transforms only; do not invent evidence/claims; only fill missing ids/titles from `outline/outline.yml`.
WILLOSCAR/research-units-pipeline-skills 377
-
screening-manager
Manage title/abstract screening and record decisions into `papers/screening_log.csv` according to an approved protocol.
**Trigger**: screening, title/abstract screening, inclusion/exclusion, screening_log.csv, 文献筛选, 纳入排除.
**Use when**: systematic review 的 screening 阶段（C2），protocol 已锁定并通过 HUMAN 审批。
**Skip if**: 还没有 `output/PROTOCOL.md`（或 protocol 未通过签字）。
**Network**: none.
**Guardrail**: 每条记录包含决策与理由；保持可审计（不要把“未读/不确定”当作纳入）。
WILLOSCAR/research-units-pipeline-skills 377
-
section-bindings
Bind papers to chapter-level sections first, writing `outline/section_bindings.jsonl` and `outline/section_binding_report.md`.
**Trigger**: section bindings, chapter bindings, section-first binding, 章节绑定, 章级绑定.
**Use when**: survey structure should measure chapter saturation before stable H3 decomposition.
**Skip if**: chapter skeleton is missing or the bindings are already refined.
**Network**: none.
**Guardrail**: NO PROSE; do not invent papers; produce auditable PASS/BLOCKED/REROUTE signals.
WILLOSCAR/research-units-pipeline-skills 377
-
section-briefs
Build chapter-level briefs (`outline/section_briefs.jsonl`) from chapter skeleton plus section bindings before stable H3 decomposition.
**Trigger**: section briefs, chapter planning cards, section-first briefs, 章节 brief, 章级 brief.
**Use when**: section bindings exist and the run needs chapter-level rationale and decomposition guidance before emitting stable H3 ids.
**Skip if**: `outline/section_briefs.jsonl` already exists and is refined.
**Network**: none.
**Guardrail**: NO PROSE; do not invent papers; emit planning constraints, not reader-facing text.
WILLOSCAR/research-units-pipeline-skills 377
-
section-logic-polisher
Logic coherence pass for per-H3 section files: enforce a clear paragraph-1 thesis and surface paragraph-island risks (connector stats are diagnostic, not a quota) before merging.
**Trigger**: logic polisher, section logic, thesis statement, connectors, 段落逻辑, 连接词, 论证主线, 润色逻辑.
**Use when**: `sections/S*.md` exist but read like paragraph islands; you want a targeted, debuggable self-loop before `section-merger`.
**Skip if**: sections are missing/thin (fix `subsection-writer` first) or evidence packs/briefs are scaffolded (fix C3/C4 first).
**Network**: none.
**Guardrail**: do not add new citations; do not invent facts; do not change citation keys; do not move citations across subsections.
WILLOSCAR/research-units-pipeline-skills 377
-
section-mapper
Map papers from the core set to each outline subsection and write `outline/mapping.tsv` with coverage tracking.
**Trigger**: section mapper, mapping.tsv, coverage, paper-to-section mapping, 论文映射, 覆盖率.
**Use when**: structure 阶段（C2），已有 `papers/core_set.csv` + `outline/outline.yml`，需要确保每小节有足够支持论文再进入 evidence/writing。
**Skip if**: 还没有 outline（先跑 `outline-builder`）或 core set 还没收敛。
**Network**: none.
**Guardrail**: 覆盖率可审计（避免所有小节重复用同几篇）；为弱覆盖小节留下明确补救方向（扩 query / 合并小节）。
WILLOSCAR/research-units-pipeline-skills 377
-
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`.
WILLOSCAR/research-units-pipeline-skills 377
-
snapshot-writer
Write a 1-page literature snapshot (`output/SNAPSHOT.md`) from a small core set + a bullets-only outline.
**Trigger**: snapshot, literature snapshot, 速览, 48h snapshot, one-page snapshot, SNAPSHOT.md.
**Use when**: 你要在 24-48h 内交付一个“可读的研究速览”（bullet-first，含关键引用），而不是完整 survey。
**Skip if**: 你已经进入 evidence-first survey 写作（有 `outline/evidence_drafts.jsonl` / `citations/ref.bib` / `output/DRAFT.md`），应改用 `subsection-writer`/`prose-writer`。
**Network**: none.
**Guardrail**: 不发明论文/引用；引用只来自 `papers/core_set.csv`（或同 workspace 的候选池）；不写长段落（避免“像综述生成器”）。
WILLOSCAR/research-units-pipeline-skills 377
-
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.
WILLOSCAR/research-units-pipeline-skills 377
-
subsection-briefs
Build per-subsection writing briefs (NO PROSE) so later drafting is driven by evidence and checkable comparison axes (not outline placeholders).
**Trigger**: subsection briefs, writing cards, intent cards, H3 briefs, scope_rule, axes, clusters, 写作意图卡, 小节卡片, 段落计划.
**Use when**: `outline/outline.yml` + `outline/mapping.tsv` + `papers/paper_notes.jsonl` exist and you want section-by-section drafting without template leakage.
**Skip if**: `outline/subsection_briefs.jsonl` already exists and is refined (no placeholders/ellipsis; axes+clusters+paragraph_plan are filled).
**Network**: none.
**Guardrail**: NO PROSE; do not invent papers; only reference `paper_id`/`bibkey` that exist in `papers/paper_notes.jsonl`.
WILLOSCAR/research-units-pipeline-skills 377
-
subsection-polisher
Polish a single H3 unit file under `sections/` into survey-grade prose (de-template + contrast/eval/limitation), without changing citation keys.
**Trigger**: subsection polisher, per-subsection polish, polish section file, 小节润色, 去模板, 结构化段落.
**Use when**: `sections/S*.md` exists but reads rigid/template-y; you want to fix quality locally before `section-merger`.
**Skip if**: subsection files are missing, evidence packs are incomplete, or `Approve C2` is not recorded.
**Network**: none.
**Guardrail**: do not invent facts/citations; do not add/remove citation keys; keep citations within the same H3; keep citations subsection-scoped.
WILLOSCAR/research-units-pipeline-skills 377
-
subsection-writer
Write survey prose into per-section files under `sections/` so each unit can be QA'd independently before merging.
**Trigger**: subsection writer, per-section writing, split sections, sections/, 分小节写, 按章节拆分写作.
**Use when**: `Approve C2` is recorded and writer packs exist (`outline/writer_context_packs.jsonl`); you want evidence-bounded drafting without a monolithic one-shot draft.
**Skip if**: `DECISIONS.md` approval is missing, or `outline/evidence_drafts.jsonl` / `citations/ref.bib` is missing.
**Network**: none.
**Guardrail**: do not invent facts/citations; no TODO/ellipsis leakage; keep citations subsection- or chapter-scoped; H3 body files and chapter leads must not contain headings.
WILLOSCAR/research-units-pipeline-skills 377
-
survey-seed-harvest
Identify survey/review papers in a retrieved set and extract taxonomy seeds into `outline/taxonomy.yml` (topics/subtopics/terminology).
**Trigger**: survey seed harvest, taxonomy seeds, 从 survey 提 taxonomy, bootstrap taxonomy.
**Use when**: retrieval/dedup 后想快速从已有 survey/review 论文中提取术语与主题结构，用于加速 `taxonomy-builder`。
**Skip if**: 已经有高质量 taxonomy（或你不想被 survey 既有框架限制）。
**Network**: none.
**Guardrail**: 产物是 seed，必须经 `taxonomy-builder` 重写与对齐 scope；避免生成泛化占位节点。
WILLOSCAR/research-units-pipeline-skills 377
-
survey-visuals
Draft non-prose visuals artifacts (timeline, figure specs) for a survey, grounded in evidence and using citation keys from `citations/ref.bib`.
**Trigger**: survey visuals, timeline, figures, visuals, 图表, 时间线, figure spec.
**Use when**: survey 的 C4（NO PROSE），已有 outline + claim/evidence + citations，需要先把时间线/图规格落盘。
**Skip if**: 你只关心正文（可跳过）；或缺少 `citations/ref.bib`。
**Network**: none.
**Guardrail**: NO PROSE；产物必须具体且可核对（含 citations），禁止遗留 TODO/SCAFFOLD。
WILLOSCAR/research-units-pipeline-skills 377
-
synthesis-writer
Synthesize evidence into a structured narrative (`output/SYNTHESIS.md`) grounded in `papers/extraction_table.csv`, including limitations and bias considerations.
**Trigger**: synthesis, evidence synthesis, systematic review writing, 综合写作, SYNTHESIS.md.
**Use when**: systematic review 完成 screening+extraction（含 bias 评估）后进入写作阶段（C4）。
**Skip if**: 还没有 `papers/extraction_table.csv`（或 protocol/screening 尚未完成）。
**Network**: none.
**Guardrail**: 以 extraction table 为证据底座；明确局限性与偏倚；不要在无数据支撑时扩写结论。
WILLOSCAR/research-units-pipeline-skills 377
-
table-filler
Fill `outline/tables_index.md` from `outline/table_schema.md` + evidence packs (NO PROSE in cells; citation-backed rows).
**Trigger**: table filler, fill tables, evidence-first tables, index tables, 表格填充, 索引表.
**Use when**: table schema exists and evidence packs are ready; you want a compact, citation-backed index table to support later writing and Appendix table curation.
**Skip if**: `outline/tables_index.md` already exists and is refined (>=2 tables; citations in rows; no placeholders).
**Network**: none.
**Guardrail**: do not invent facts; every row must include citations; do not write paragraph cells.
WILLOSCAR/research-units-pipeline-skills 377
-
table-schema
Define evidence-first table schemas for a survey: what each table must answer, row unit, columns, and which evidence-pack fields are required to fill it.
**Trigger**: table schema, schema-first tables, table design, 表格 schema, 先 schema 后填充.
**Use when**: you want survey tables that are verifiable and fillable before LaTeX (typically Stage C4, after evidence packs exist).
**Skip if**: `outline/table_schema.md` already exists and is refined (covers both index tables and Appendix tables; no placeholders; evidence mapping is explicit).
**Network**: none.
**Guardrail**: no invented facts; schema must be checkable and map each column to an evidence source.
WILLOSCAR/research-units-pipeline-skills 377
-
taxonomy-builder
Build a 2+ level taxonomy (`outline/taxonomy.yml`) from a core paper set and scope constraints, with short descriptions per node.
**Trigger**: taxonomy, taxonomy builder, 分类, 主题树, taxonomy.yml.
**Use when**: survey/snapshot 的结构阶段（NO PROSE），已有 `papers/core_set.csv`，需要生成可映射且读者友好的主题结构。
**Skip if**: 已经有批准过且可映射的 taxonomy（不要无意义重构）。
**Network**: none.
**Guardrail**: 避免泛化占位桶；保持 2+ 层且每节点有具体描述。
WILLOSCAR/research-units-pipeline-skills 377
-
terminology-normalizer
Normalize terminology across a draft (canonical terms + synonym policy) without changing citations or meaning.
**Trigger**: terminology, glossary, consistent terms, 术语统一, 统一叫法, 术语表.
**Use when**: the draft has concept drift (same thing called 2–3 names) or global-review flags terminology inconsistency.
**Skip if**: you are still changing the outline/taxonomy heavily (do that first).
**Network**: none.
**Guardrail**: do not add/remove citation keys; do not introduce new claims; avoid moving citations across subsections.
WILLOSCAR/research-units-pipeline-skills 377
-
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。
WILLOSCAR/research-units-pipeline-skills 377