ReddRadar
Topic: codex
8,457 skills in this topic.
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literature-engineer
Multi-route literature expansion + metadata normalization for evidence-first surveys.
Produces a large candidate pool (`papers/papers_raw.jsonl`, target ≥1200) with stable IDs and provenance, ready for dedupe/rank + citation generation.
**Trigger**: evidence collector, literature engineer, 文献扩充, 多路召回, snowballing, cited by, references, 元信息增强, provenance.
**Use when**: 需要把候选文献扩充到 ≥1200 篇并补齐可追溯 meta（survey pipeline 的 Stage C1，写作前置 evidence）。
**Skip if**: 已经有高质量 `papers/papers_raw.jsonl`（≥1200 且每条都有稳定标识+来源记录）。
**Network**: 可离线（靠 imports）；雪崩/在线检索需要网络。
**Guardrail**: 不允许编造论文；每条记录必须带稳定标识（arXiv id / DOI / 可信 URL）和 provenance；不写 output/ prose。
WILLOSCAR/research-units-pipeline-skills 377
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manuscript-ingest
Ingest a submitted manuscript into plain text (`output/PAPER.md`) so downstream review skills can extract claims with source pointers.
**Trigger**: ingest paper, manuscript text, provide paper, paper.md, 输入论文, 导入稿件, 审稿输入.
**Use when**: You are running the `peer-review` pipeline and need `output/PAPER.md` before `claims-extractor`.
**Skip if**: `output/PAPER.md` already exists and looks like the full manuscript text.
**Network**: none.
**Guardrail**: Do not summarize or rewrite the paper; store the raw text (or a faithful extraction) so claims stay traceable.
WILLOSCAR/research-units-pipeline-skills 377
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module-planner
Plan tutorial modules from a concept graph, including module objectives and sequencing, saving as `outline/module_plan.yml`.
**Trigger**: module plan, tutorial modules, course outline, 模块规划, module_plan.yml.
**Use when**: tutorial pipeline 的结构阶段（C2），已有 `outline/concept_graph.yml`，需要把概念依赖转成可教学的模块序列。
**Skip if**: 还没有 concept graph（先跑 `concept-graph`）。
**Network**: none.
**Guardrail**: 每模块明确 objectives + outputs（最好含 running example 步骤）；避免 prose 段落。
WILLOSCAR/research-units-pipeline-skills 377
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novelty-matrix
Create a novelty/prior-work matrix comparing the submission’s contributions against related work (overlaps vs deltas).
**Trigger**: novelty matrix, prior-work matrix, overlap/delta, 相关工作对比, 新颖性矩阵.
**Use when**: peer review 中评估 novelty/positioning，需要把贡献与相关工作逐项对齐并写出差异点证据。
**Skip if**: 缺少 claims（先跑 `claims-extractor`）或你不打算做新颖性定位分析。
**Network**: none (retrieval of additional related work is out-of-scope unless provided).
**Guardrail**: 明确 overlap 与 delta；尽量给出可追溯证据来源（来自稿件/引用/作者陈述）。
WILLOSCAR/research-units-pipeline-skills 377
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opener-variator
Rewrite subsection openers so they stop reading like a generated table-of-contents: remove \"overview/narration\" stems and reduce repeated opener cadences across H3s.
**Trigger**: opener variator, opener rewrite, rewrite openers, overview opener, 开头改写, 小节开头, 去overview, 去旁白.
**Use when**: `writer-selfloop` is PASS but flags repeated opener stems / overview narration in `output/WRITER_SELFLOOP_TODO.md`, or the draft still has a subtle “generator cadence”.
**Skip if**: you are pre-C2 (NO PROSE), or the section is evidence-thin (route upstream; don’t stylize filler).
**Network**: none.
**Guardrail**: do not invent facts; do not add/remove/move citation keys; do not move citations across subsections; keep meaning intact.
WILLOSCAR/research-units-pipeline-skills 377
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outline-budgeter
Merge/simplify an over-fragmented outline to hit a paper-like section budget (NO PROSE): target final ToC ~6–8 H2, fewer thicker H3.
**Trigger**: outline budget, merge sections, too many sections, H3 explosion, 大纲预算, 合并小节, 大纲太碎.
**Use when**: `outline/outline.yml` exists but would produce thin sections (too many H2/H3); before (or immediately after) `section-mapper`.
**Skip if**: outline is already within budget and approved; or you are already drafting prose.
**Network**: none.
**Guardrail**: NO PROSE; do not invent new topics; keep scope consistent; if you change section ids, you must reset mapping.
WILLOSCAR/research-units-pipeline-skills 377
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outline-builder
Convert a taxonomy (`outline/taxonomy.yml`) into a bullet-only outline (`outline/outline.yml`) with sections/subsections.
**Trigger**: outline builder, bullet outline, outline.yml, 大纲生成, bullets-only.
**Use when**: structure 阶段（NO PROSE），已有 taxonomy，需要生成可映射/可写作的章节与小节骨架（每小节≥3 bullets）。
**Skip if**: 已经有批准过且可映射的 outline（避免无意义 churn）。
**Network**: none.
**Guardrail**: bullets-only；移除 TODO/模板语句；每小节至少 3 个可检查 bullets。
WILLOSCAR/research-units-pipeline-skills 377
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outline-refiner
Planner-pass coverage + redundancy report for an outline+mapping, producing `outline/coverage_report.md` and `outline/outline_state.jsonl`.
**Trigger**: planner, dynamic outline, outline refinement, coverage report, 大纲迭代, 覆盖率报告.
**Use when**: you have `outline/outline.yml` + `outline/mapping.tsv` and want a verifiable, NO-PROSE planner pass before writing.
**Skip if**: you don't want any outline/mapping diagnostics (or you have a frozen/approved structure and will not change it).
**Network**: none.
**Guardrail**: NO PROSE; do not invent papers; only report coverage/reuse and propose structural actions as bullets.
WILLOSCAR/research-units-pipeline-skills 377
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paper-notes
Write structured notes for each paper in the core set into `papers/paper_notes.jsonl` (summary/method/results/limitations).
**Trigger**: paper notes, structured notes, reading notes, 论文笔记, paper_notes.jsonl.
**Use when**: survey 的 evidence 阶段（C3），已有 `papers/core_set.csv`（以及可选 fulltext），需要为后续 claims/citations/writing 准备可引用证据。
**Skip if**: 还没有 core set（先跑 `dedupe-rank`），或你只做极轻量 snapshot 不需要细粒度证据。
**Network**: none.
**Guardrail**: 具体可核对（method/metrics/limitations），避免大量重复模板；保持结构化字段而非长 prose。
WILLOSCAR/research-units-pipeline-skills 377
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paragraph-curator
Structured paragraph curation for C5: **select -> evaluate -> subset -> fuse**, so drafts converge instead of only expanding.
**Trigger**: paragraph curator, curation, select evaluate fuse, paragraph selection, 选段, 评价, 融合, 收敛, 去冗余.
**Use when**: you are in C5, `sections/*.md` exist, and the writing loop drifts toward 'longer by accumulation' (repetition, redundant paragraphs, weak synthesis).
**Skip if**: evidence packs are thin / `evidence-selfloop` is BLOCKED; or you are pre-C2 (NO PROSE).
**Network**: none.
**Guardrail**: do not invent facts; do not add/remove citation keys; do not move citations across subsections; keep section-level claims consistent with `output/ARGUMENT_SKELETON.md# Consistency Contract`.
WILLOSCAR/research-units-pipeline-skills 377
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pdf-text-extractor
Download PDFs (when available) and extract plain text to support full-text evidence, writing `papers/fulltext_index.jsonl` and `papers/fulltext/*.txt`.
**Trigger**: PDF download, fulltext, extract text, papers/pdfs, 全文抽取, 下载PDF.
**Use when**: `queries.md` 设置 `evidence_mode: fulltext`（或你明确需要全文证据）并希望为 paper notes/claims 提供更强 evidence。
**Skip if**: `evidence_mode: abstract`（默认）；或你不希望进行下载/抽取（成本/权限/时间）。
**Network**: fulltext 下载通常需要网络（除非你手工提供 PDF 缓存在 `papers/pdfs/`）。
**Guardrail**: 缓存下载到 `papers/pdfs/`；默认不覆盖已有抽取文本（除非显式要求重抽）。
WILLOSCAR/research-units-pipeline-skills 377
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pipeline-auditor
Audit/regression checks for the evidence-first survey pipeline: citation health, per-section coverage, placeholder leakage, and template repetition.
**Trigger**: auditor, audit, regression test, quality report, 审计, 回归测试.
**Use when**: `output/DRAFT.md` exists and you want a deterministic PASS/FAIL report before LaTeX/PDF.
**Skip if**: you are still changing retrieval/outline/evidence packs heavily (audit later).
**Network**: none.
**Guardrail**: do not change content; only analyze and report.
WILLOSCAR/research-units-pipeline-skills 377
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pipeline-router
Select the most appropriate pipeline for a user goal, lock it in `PIPELINE.lock.md`, and route checkpoint questions into `DECISIONS.md`.
**Trigger**: pipeline router, choose pipeline, workflow selection, PIPELINE.lock.md, 选择流程.
**Use when**: 用户目标/交付物不清晰，需要在 snapshot/survey/tutorial/systematic-review/peer-review/idea-brainstorm 中选一个并设置最小 HITL 问题集。
**Skip if**: pipeline 已锁定（`PIPELINE.lock.md` 存在）且所需问题已回答/签字完成。
**Network**: none.
**Guardrail**: 尽量一次性提问；信息不足就写 `DECISIONS.md` 并停下等待。
WILLOSCAR/research-units-pipeline-skills 377
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post-merge-voice-gate
Post-merge paper-voice gate: detect planner-talk / axis-label artifacts introduced during merge (especially from `outline/transitions.md`), then route fixes back to the earliest source.
**Trigger**: post-merge voice gate, merge voice gate, transition leakage, planner talk, 合并后口吻门, 过渡句污染.
**Use when**: `section-merger` has produced `output/DRAFT.md` and you want to ensure merge-injected text won't drag the draft into generator voice before polishing.
**Skip if**: you are still pre-merge (no `output/DRAFT.md`) or you plan to rework structure upstream first.
**Network**: none.
**Guardrail**: analysis-only; do not edit `output/DRAFT.md`; do not invent facts/citations; write only the report + routing.
WILLOSCAR/research-units-pipeline-skills 377
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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.
WILLOSCAR/research-units-pipeline-skills 377
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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
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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
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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
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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
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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
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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
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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
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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
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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