academic-research-suite

In the author's own words, from each skill's SKILL.md.

• ablation-planner

  Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission.

  skills/ablation-planner/SKILL.md on GitHub (opens in a new tab)

• analyze-results

  Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.

  skills/analyze-results/SKILL.md on GitHub (opens in a new tab)

• auto-review-loop

  Autonomous multi-round research review loop. Repeatedly reviews via external reviewer backend (Codex or manual), implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says "auto review loop", "review until it passes", or wants autonomous iterative improvement.

  skills/auto-review-loop/SKILL.md on GitHub (opens in a new tab)

• experiment-implement

  Read EXPERIMENT_PLAN.md (or a method description), write the experiment code with optional Codex cross-model code review, then upload to the user's default remote server (__REMOTE_USER__@__REMOTE_HOST__) and launch the experiments via SSH + screen. Use when user says "实现实验", "implement experiments", "写实验代码并跑", "从计划到跑实验", or has an experiment plan ready to execute end-to-end.

  skills/experiment-implement/SKILL.md on GitHub (opens in a new tab)

• experiment-plan

  Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed experiment plan, ablation matrix, evaluation protocol, run order, compute budget, or paper-ready validation that supports the core problem, novelty, simplicity, and any LLM / VLM / Diffusion / RL-based contribution.

  skills/experiment-plan/SKILL.md on GitHub (opens in a new tab)

• formula-derivation

  Structures and derives research formulas when the user wants to 推导公式, build a theory line, organize assumptions, turn scattered equations into a coherent derivation, or rewrite theory notes into a paper-ready formula document. Use when the derivation target is not yet fully fixed, the main object still needs to be chosen, or the user needs a coherent derivation package rather than a finished theo…

  skills/formula-derivation/SKILL.md on GitHub (opens in a new tab)

• idea-creator

  Generate and rank research ideas given a broad direction. Use when user says "找idea", "brainstorm ideas", "generate research ideas", "what can we work on", or wants to explore a research area for publishable directions.

  skills/idea-creator/SKILL.md on GitHub (opens in a new tab)

• idea-discovery

  Workflow 1: Full idea discovery pipeline to go from a broad research direction to validated, pilot-tested ideas. Use when user says "找idea全流程", "idea discovery pipeline", "从零开始找方向", or wants the complete idea exploration workflow.

  skills/idea-discovery/SKILL.md on GitHub (opens in a new tab)

• novelty-check

  Verify research idea novelty against recent literature. Use when user says "查新", "novelty check", "有没有人做过", "check novelty", or wants to verify a research idea is novel before implementing.

  skills/novelty-check/SKILL.md on GitHub (opens in a new tab)

• paper-figure

  Generate publication-quality figures and tables from experiment results. Use when user says "画图", "作图", "generate figures", "paper figures", or needs plots for a paper.

  skills/paper-figure/SKILL.md on GitHub (opens in a new tab)

• paper-illustration-image2

  Generate publication-quality academic illustrations through a local Codex app-server bridge that uses Codex native image generation. This is a separate experimental alternative to `paper-illustration`, intended for Claude Code users who want a GPT-image-style renderer without modifying the original skill.

  skills/paper-illustration-image2/SKILL.md on GitHub (opens in a new tab)

• paper-illustration

  Generate publication-quality AI illustrations for academic papers using Gemini image generation. Creates architecture diagrams, method illustrations with Claude-supervised iterative refinement loop. Use when user says "生成图表", "画架构图", "AI绘图", "paper illustration", "generate diagram", or needs visual figures for papers.

  skills/paper-illustration/SKILL.md on GitHub (opens in a new tab)

• paper-integrity-audit

  Zero-context cross-model audit of paper integrity before submission. Routes to four complementary audit packs depending on what to verify: (1) citation-audit — bibliography integrity (hallucinated authors, wrong years, fabricated venues, wrong-context citations), (2) paper-claim-audit — every number, comparison, and scope claim against raw result files, (3) experiment-audit — experimental integri…

  skills/paper-integrity-audit/SKILL.md on GitHub (opens in a new tab)

• paper-poster

  DEPRECATED — superseded by /paper-poster-html. Kept only as a redirect for muscle memory; do not use for new posters.

  skills/paper-poster/SKILL.md on GitHub (opens in a new tab)

• paper-self-review

  Run a multi-perspective self-review of a paper draft before submission, rebuttal, or revision. Combines three complementary review modes: (1) a 5-persona editorial team simulation (Editor-in-Chief, three peer reviewers with field-specific expertise, and a Devil's Advocate) producing a referee-style report with editorial decision, (2) a methodology rigor audit covering experimental design, statist…

  skills/paper-self-review/SKILL.md on GitHub (opens in a new tab)

• paper-slides

  Generate conference presentation slides (beamer LaTeX → PDF + editable PPTX) from a compiled paper, with speaker notes and full talk script. Use when user says "做PPT", "做幻灯片", "make slides", "conference talk", "presentation slides", "生成slides", "写演讲稿", or wants beamer slides for a conference talk.

  skills/paper-slides/SKILL.md on GitHub (opens in a new tab)

• paper-talk

  End-to-end conference talk pipeline: paper → slide outline → Beamer + PPTX → per-page polish → assurance checks (claim / citation / anonymity) → final export and report. Default-good for academic conference talks (NeurIPS / ICML / ICLR / VALSE / 投稿 talks). Trigger phrases: "做 talk", "做 PPT 全流程", "talk pipeline", "end-to-end slides", "做演讲", "conference talk full workflow". Use when the user wants…

  skills/paper-talk/SKILL.md on GitHub (opens in a new tab)

• paper-writing-core

  Write and revise ML/AI conference and journal papers (NeurIPS, ICML, ICLR, ACL, EMNLP, AAAI, CVPR, COLM, top IEEE journals). Orchestrates three complementary sub-skill packs: (1) a 12-agent paper-writing pipeline for end-to-end orchestration, (2) venue-specific checklists and LaTeX templates for top AI conferences, (3) section-by-section reviewer-friendly polish patterns (Abstract, Intro, Related…

  skills/paper-writing-core/SKILL.md on GitHub (opens in a new tab)

• rebuttal

  Workflow 4: Submission rebuttal pipeline. Parses external reviews, enforces coverage and grounding, drafts a safe text-only rebuttal under venue limits, and manages follow-up rounds. Use when user says "rebuttal", "reply to reviewers", "ICML rebuttal", "OpenReview response", or wants to answer external reviews safely.

  skills/rebuttal/SKILL.md on GitHub (opens in a new tab)

• research-lit

  Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers.

  skills/research-lit/SKILL.md on GitHub (opens in a new tab)

• research-refine-pipeline

  Run an end-to-end workflow that chains `research-refine` and `experiment-plan`. Use when the user wants a one-shot pipeline from vague research direction to focused final proposal plus detailed experiment roadmap, or asks to "串起来", build a pipeline, do it end-to-end, or generate both the method and experiment plan together.

  skills/research-refine-pipeline/SKILL.md on GitHub (opens in a new tab)

• research-refine

  Turn a vague research direction into a problem-anchored, elegant, frontier-aware, implementation-oriented method plan via iterative GPT-5.5 review. Use when the user says "refine my approach", "帮我细化方案", "decompose this problem", "打磨idea", "refine research plan", "细化研究方案", or wants a concrete research method that stays simple, focused, and top-venue ready instead of a vague or overbuilt idea.

  skills/research-refine/SKILL.md on GitHub (opens in a new tab)

• research-review

  Get a deep critical review of research from an external reviewer backend (Codex or manual). Use when user says "review my research", "help me review", "get external review", or wants critical feedback on research ideas, papers, or experimental results.

  skills/research-review/SKILL.md on GitHub (opens in a new tab)

• research-wiki

  Persistent research knowledge base that accumulates papers, ideas, experiments, claims, and their relationships across the entire research lifecycle. Inspired by Karpathy's LLM Wiki pattern. Use when user says "知识库", "research wiki", "add paper", "wiki query", "查知识库", or wants to build/query a persistent field map.

  skills/research-wiki/SKILL.md on GitHub (opens in a new tab)

• resubmit-pipeline

  Workflow 5: orchestrate a text-only resubmit of a polished paper to a different venue under hard constraints (no new experiments, no bib edits, no framework changes, never overwrite prior submissions). Use when user says "resubmit pipeline", "重投流程", "port paper to <new venue>", "resubmit to <venue>", "tighten paper for resubmission", or has a rejected/withdrawn paper to move to a different top ve…

  skills/resubmit-pipeline/SKILL.md on GitHub (opens in a new tab)

• sediment-top-journal-writing

  Evidence-first workflow for writing, revising, or auditing publishable sediment, cohesive-sediment, flocculation, settling, salinity, algae/EPS, and estuarine/coastal SCI manuscripts. Use when a task involves local experimental files, a Zotero library, an Obsidian research vault, top-journal style synthesis, a full manuscript, sediment-specific terminology, or claim-to-evidence QA.

  skills/sediment-top-journal-writing/SKILL.md on GitHub (opens in a new tab)

• slides-polish

  Per-page Codex review + targeted python-pptx / Beamer fixes for academic talk slides. Use AFTER /paper-slides (or any externally generated PPTX/Beamer) when the deck looks 'mostly OK' but the user wants a final pass that aligns visual weight with a reference, bumps PPTX fonts to projector-readable size, kills italic style leaks, fixes text-frame overflow, and catches per-slide layout drift. Trigg…

  skills/slides-polish/SKILL.md on GitHub (opens in a new tab)

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