style-harmonizer
De-slot and harmonize paper voice across `sections/*.md` without changing meaning or citation keys.
subsection-briefs
Build per-subsection writing briefs (NO PROSE) so later drafting is driven by evidence and checkable comparison axes (not outline placeholders).
subsection-polisher
Polish a single H3 unit file under `sections/` into survey-grade prose (de-template + contrast/eval/limitation), without changing citation keys.
subsection-writer
Write survey prose into per-section files under `sections/` so each unit can be QA'd independently before merging.
survey-seed-harvest
Identify survey/review papers in a retrieved set and extract taxonomy seeds into `outline/taxonomy.yml` (topics/subtopics/terminology).
survey-visuals
Draft non-prose visuals artifacts (timeline, figure specs) for a survey, grounded in evidence and using citation keys from `citations/ref.bib`.
synthesis-writer
Use when `evidence-review` has completed extraction and needs a bounded narrative synthesis.
table-filler
Fill `outline/tables_index.md` from `outline/table_schema.md` + evidence packs (NO PROSE in cells; citation-backed rows).
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.
taxonomy-builder
Build a 2+ level taxonomy (`outline/taxonomy.yml`) from a core paper set and scope constraints, with short descriptions per node.
_template_reference_first
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terminology-normalizer
Normalize terminology across a draft (canonical terms + synonym policy) without changing citations or meaning.
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。
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。
thesis-compile-review
对中文毕业论文进行编译、warning 分级、模板模式检查、数据与引用复查，并把问题回写成可继续迭代的 review checklist。
thesis-frontmatter-sync
同步中文毕业论文的非正文部分：摘要、附录、封面、成果、致谢、名单等，确保这些部分与正文口径一致，而不是最后临时补写。
thesis-markdown-aligner
在 Markdown 中间层统一毕业论文的主线、术语、符号、指标、图表口径与章节边界，让整篇论文先在中间层收敛成“一篇论文”。
thesis-question-list
维护中文毕业论文的 `codex_md/question_list.md`：把本轮问题、边界、优先级、协作方案和验收口径结构化，作为整条 thesis pipeline 的控制面。
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。
thesis-style-polisher
对中文毕业论文做最终润色与去 AI 味：重点处理章首导言、章末小结、贡献描述、总结与展望中的模板腔、宣传腔与 AI 口癖。
thesis-tex-writeback
把已经在 Markdown 中间层收敛的中文毕业论文内容回写到 `chapters/*.tex` 与相关交付层文件，保持结构、图表、公式、交叉引用与章节承接一致。
thesis-visual-layout-planner
规划中文毕业论文的图表、流程图和版面节奏：先决定哪些图表支撑主线，再做草图、拼版预演与图文映射。
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。
transition-weaver
Generate lightweight section/subsection transitions (NO NEW FACTS) to prevent “island” subsections; outputs a transition map that merging/writing can weave in.
tutorial-context-pack
Use when module planning and source coverage are done and the run needs writer-ready per-module packs.
tutorial-selfloop
Run a tutorial-specific quality gate and write a PASS/FAIL report for the final tutorial deliverable.
unit-executor
Execute exactly one eligible Unit in an existing research Workspace; use for stepwise or manual semantic execution when status, Attempt, Artifact, Manifest, checkpoint, and acceptance evidence must remain synchronized.
unit-planner
Instantiate or update a workspace `UNITS.csv` from a selected pipeline and units template (deps/checkpoints/acceptance).
workspace-init
Initialize a missing research Workspace from the repository template without overwriting existing Run state; use before Pipeline binding when the target under `workspaces/` has no valid core artifacts.
writer-context-pack
Build per-H3 writer context packs (NO PROSE): merge briefs + evidence packs + anchor facts + allowed citations into a single deterministic JSONL, so drafting is less hollow and less brittle.
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.
bib-search-citation
Search and cite from local BibTeX/BibLaTeX .bib libraries, including Zotero exports. Use to find, filter, preview, export, or generate LaTeX/Typst citation snippets by topic, author, year, venue, DOI, arXiv ID, keywords, abstract, fields, recency, or claim support. Do not use for manuscript writing or polishing.
cover-letter
Submission cover-letter assistant for existing LaTeX manuscripts. Use to generate, optimize, align-check, preflight, and journal-fit-check cover letters against paper evidence, novelty claims, and target venue expectations. Also handles Chinese requests (写投稿信 / 致编辑信). Do not use for editing main.tex, full manuscript audit, bibliography search, or a job-application 求职信.
latex-defense-zh
Chinese thesis defense deck builder for existing XeLaTeX PhD or master thesis repositories. Extracts chapters, figures, equations, tables and publications read-only, plans pages by talk length, renders a Beamer pre-defense or defense deck with speaker notes, and runs a fidelity quality gate plus page previews. Not for .pptx, journal talks, or English defenses.
latex-paper-en
English LaTeX assistant for existing .tex journal or conference papers. Use for compile repair, venue formatting, bibliography/citation checks, section writing, logic, related work, tables, pseudocode, de-AI polish, claim-forward (self-weakening) fixes, translation, adaptation, and submission readiness; use latex-thesis-zh for Chinese theses and paper-audit for critique.
latex-thesis-zh
中文 LaTeX 学位论文助手，面向已有 .tex 硕博论文工程与学位论文评阅书：编译诊断、GB/T 7714、模板识别、结构/格式/公式断行、术语一致性、逻辑与文献综述、方法/工程应用章、标题优化、去 AI 味、主张前置（自我削弱/免责句后置）检查、单元润色与漂移核对、盲审隐匿、对照学校规范逐项终检；评阅意见整理、逐条回复、修改说明与修改审查表（仅评阅书也可先建台账）。Beamer 答辩稿用 latex-defense-zh，不用于期刊/会议审稿回复信。触发词：学位论文/毕业论文/硕士/博士论文/润色这段/润色这一节/单元润色/核对润色。英文论文用 latex-paper-en，审稿总评用 paper-audit。
paper-audit
Reviewer-style audit and submission gate for academic papers in .tex, .typ, or .pdf. Use for peer-review critique, readiness/gate decisions, blocker triage, revision roadmaps, journal-style reports, re-audits, and under-claim / self-weakening prose signals. Do not use for source editing, sentence polishing, bibliography search, or compile repair.
paper-writing-studio
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typst-paper
Typst paper assistant for existing .typ manuscripts in English or Chinese. Use for compile/export diagnosis, venue formatting, BibTeX/Hayagriva checks, grammar, logic, abstract/title, tables, pseudocode, related work, research-gap framing, adaptation, de-AI polish, translation, and submission readiness; use LaTeX skills for .tex.
rust-skills
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freee-api-skill
freee-mcp / freee-sign-mcp と連携するスキル。会計・人事労務・請求書・工数管理・販売・IT管理・固定資産・業務委託管理・サーベイ・開業・人事評価・申告・サイン（電子契約）の詳細APIリファレンスと使い方ガイドを提供。freee の経費申請・取引登録・勤怠打刻・給与明細・見積書・試算表・仕訳・従業員管理・工数登録・売上管理・SaaSアカウント管理・備品管理・固定資産管理・業務委託先の企業ユーザー/部門管理・サーベイ企画/実施回の取得・開業申請用データの参照/更新・人事評価結果の取得・法人税申告データや帳票の参照・電子契約の文書管理などの操作やAPI仕様を調べたいときに使う。ユーザーが freee のデータ操作、会計処理、人事労務管理、請求・見積、プロジェクト工数管理、販売管理、IT管理、固定資産管理、業務委託管理、サーベイ、開業、人事評価、申告、電子契約について質問や操作を依頼してきた場合は、明示的に freee と言及していなくても、このスキルの利用を検討すること。サインは別途 freee-sign-mcp の設定が必要。
ralph-wiggum
Implements the Ralph Wiggum autonomous iteration technique with deliberate context management. Use when building greenfield projects, iterating on well-defined tasks, or when continuous autonomous development is needed. Manages context like memory - tracks allocations, prevents redlining, and knows when to start fresh.
data_analysis
High-performance data analysis using Polars - load, transform, aggregate, visualize and export tabular data. Use for CSV/JSON/Parquet processing, statistical analysis, time series, and creating charts.
agentic-system-design
Prescriptive Q&A workflow for designing agentic pipelines, multi-model councils, sub-agent hierarchies, and tool-loop hardening for any domain. Use when the user asks to "design an agent", "design a multi-agent system", "should I use a council/debate", "build a [domain] review agent" (HAZOP, finance, tutorial, marketing, compliance, accounting), "real agency vs workflow", "how to add sub-agents", "AI for [domain] review", or names patterns like "orchestrator-worker", "evaluator-optimizer", "Magentic", "ReAct", "plan-and-execute", "handoffs". Walks the user through 12 stages one question at a time and emits a buildable design doc with citations. Do NOT use for general coding questions, single-shot prompt tuning, or bare "use Claude to do X" requests with no agency requirement.
cross-app-shared-auth
Blueprint for wiring many apps to one shared login plus a central accounts database, so a person has a single account across every app and access to each app accrues per app (opt-in, deny-by-default). Use this whenever onboarding a new app into a shared-auth family, setting up cross-subdomain SSO, building a central entitlement or "app access" database, adding per-app access gating, or when the user mentions one login for many products, shared accounts across apps, subdomain SSO, a central accounts service, app entitlements, or letting people sign up from any app OR a landing page and have it register centrally. Trigger even if the user does not say "shared auth" but describes a portfolio or family of apps that should share identity.
daily-chief
Run the user-invoked Daily Chief Plan today workflow with device login, a local preview, and explicit confirmation before remote apply.
demo-video
Record a crisp, high-resolution product demo video by driving the real app with a browser agent - the full pipeline from storyboard approval to staged app, smoke take, Xvfb framebuffer recording, MP4-derived timestamps, and a narration script synced to the frames. Use whenever the user wants a demo video, a product walkthrough recording, a screen capture of an app for a hackathon / launch / submission, or complains that a recording came out pixelated, blurry, blocky or soft, showed title cards instead of the product, jumped straight to the final feature, had narration landing on the wrong frame, or looks static / like a slideshow when the capture is genuine. Also the home of the recording harness that pitch-deck reuses for slide walkthroughs. Not for - live pitching or deck building (pitch-deck, pitch-package), one-off screenshots, or editing footage that already exists.
excalidraw
Generate architecture diagrams as .excalidraw files from codebase analysis, with optional PNG/SVG export. Use when the user asks to create architecture diagrams, system diagrams, visualize codebase structure, generate excalidraw files, export excalidraw diagrams to PNG or SVG, or convert .excalidraw files to image formats.
google-analytics-setup
Set up Google Analytics 4 (GA4) on a website and wire a real conversion event (form submit, signup, purchase) end to end. Guides the user through account/property/data-stream creation, installing the gtag.js tag, firing a conversion event, marking it as a Key Event, and verifying it in DebugView BEFORE spending on ads. Use whenever someone wants to add GA4, "install Google Analytics", track a form submission or signup, set up conversion tracking, find their Measurement ID (G-XXXXXXXXXX), debug why GA4 events aren't showing, or decide how many GA4 properties/streams they need. Meets the user wherever they are — always asks what they've already set up first.
htmldrop
Reach for this skill when an HTML artifact — report, deck, brief, mockup, dashboard, proposal, spec, or landing page, whether the user already has it or you just generated it — needs to reach other people or get tightened before it ships. Three situations: (1) they want a shareable link — public, or password-protected so only a client or specific people can open it; (2) they want reviewers to comment/annotate on it, then pull that feedback back to answer, fold, or synthesize into a revised version; (3) they want to co-edit it with you live and locally first — pointing at sections and commenting while you edit in real time, nothing deployed — to polish before sending. Cues: share, publish, get a link, password-protect, send to the client, collect or incorporate feedback, review it together, iterate in edit mode. Not for deploying apps/frameworks (Vercel, Next.js, npm), CSS/layout debugging, PDF annotation, A/B testing, or emailing screenshots.
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