An evidence-bounded SCI manuscript workflow skill family for Codex.
sci-using-kit gives research-writing agents a superpowers-style entry point and a set of branch skills for literature vetting, paper revision, evidence-to-discussion writing, figure generation, comparative positioning, reviewer preflight, LaTeX editing, and submission packaging.
The goal is not to auto-generate a paper. The goal is to keep claims, citations, experiments, and manuscript prose aligned.
Scientific writing agents often fail in predictable ways:
- They let literature-search context pollute the main writing context.
- They turn weak evidence into strong claims.
- They compare against prior work with incompatible tasks, hardware, datasets, or metrics.
- They polish prose by deleting necessary caveats.
- They create attractive but unsupported figures with wrong language, invented labels, misleading axes, or private infrastructure details.
- They publish source packages with private paths or local-only assumptions.
This kit gives agents a structured path:
sci-using-kit
-> classify project phase
-> emit Routing Decision
-> choose a branch skill
-> preserve prompt kernels
-> report evidence, risks, and verification
git clone https://github.com/keithhegit/sci-using-kit.git
cd sci-using-kit
.\scripts\install.ps1git clone https://github.com/keithhegit/sci-using-kit.git
cd sci-using-kit
bash scripts/install.shBy default, the scripts copy all folders under skills/ into:
- Windows:
%USERPROFILE%\.codex\skills - macOS/Linux:
$HOME/.codex/skills
You can also copy the skill folders manually.
In a new Codex thread, start with:
Use $sci-using-kit for this SCI manuscript task.
The entry skill should produce:
**Routing Decision**
- Project phase:
- Task type:
- Primary branch skill:
- Additional gate skills:
- Evidence bundle to read:
- Output expected:Project phases:
kickoffdraftingrevisionarXiv preflightSCI Track Brepo release
| Skill | Use when |
|---|---|
sci-using-kit |
Starting or resuming any SCI paper task. |
sci-issue-intake |
A request, reviewer comment, or advisor note is vague or multi-step. |
sci-literature-vetting |
Adding, checking, or repairing citations and related work. |
literature-review-search |
Searching and organizing references into citation-safe literature tables. |
sci-paper-revision |
Rewriting or polishing manuscript prose without strengthening claims. |
sci-evidence-discussion |
Turning tables, logs, figures, HIL/simulation outputs, or measurements into results/discussion text. |
sci-figure-generation |
Planning, prompting, generating, validating, captioning, and packaging evidence-bounded SCI/arXiv figures. |
sci-comparative-positioning |
Claiming novelty, speedup, efficiency, improvement, or value over prior work. |
sci-reviewer-preflight |
Auditing a manuscript before arXiv, advisor review, or SCI submission. |
sci-latex-editing |
Editing live LaTeX sources, Overleaf exports, figures, citations, labels, or appendix files. |
sci-submission-preflight |
Preparing arXiv, journal, conference, source zip, metadata, or public-release packages. |
This kit uses a superpowers-style shell with an SCI evidence-writing soul.
It preserves these prompt kernels:
- State recovery: important claims, evidence, decisions, and open questions should survive across sessions.
- Literature isolation: literature-heavy work should produce compressed matrices, not pollute the main writing context.
- Claim/evidence discipline: do not fill evidence gaps with confident prose.
- Evidence-to-discussion separation: distinguish observation, interpretation, scope, limitation, and next evidence.
- Figure-as-claim discipline: treat labels, axes, units, visual comparisons, and captions as claim surfaces that need evidence and privacy checks.
- Comparative legitimacy: no "better/faster/improved" claim unless task, data, hardware, metric, and evidence level are comparable.
- Reviewer perspective: find the objection before the reviewer does.
- LaTeX safety: make section-scoped edits and avoid changing structure and scientific content in the same pass.
The full prompt-kernel reference lives at:
skills/sci-using-kit/references/prompt-kernels.cn.md
sci-using-kit/
README.md
README.cn.md
LICENSE
.gitignore
skills/
sci-using-kit/
sci-issue-intake/
sci-literature-vetting/
literature-review-search/
sci-paper-revision/
sci-evidence-discussion/
sci-figure-generation/
sci-comparative-positioning/
sci-reviewer-preflight/
sci-latex-editing/
sci-submission-preflight/
scripts/
install.ps1
install.sh
validate_skills.py
.github/workflows/
validate.yml
- Added
sci-figure-generationfor evidence-bounded graphical abstracts, system/workflow diagrams, result snapshots, image-generation prompts, captions, and Overleaf figure assets. - Added Figure-as-Claim discipline: figure labels, axes, units, visual comparisons, and captions must be checked against evidence.
- Added safeguards for English-only arXiv figures, mixed-unit visualizations, image-generation hallucinations, and private infrastructure leakage.
- Introduced the entry skill and core branch skills for literature vetting, manuscript revision, evidence-to-discussion writing, comparative positioning, reviewer preflight, LaTeX editing, and submission packaging.
python scripts/validate_skills.pyOn Windows PowerShell:
$env:PYTHONUTF8='1'
python scripts\validate_skills.pyThis repository intentionally does not include:
- private manuscripts
- local research logs
- unpublished project data
- local Windows paths
- paper-specific drafts
- workflow audit reports
Only reusable skill folders and public helper scripts belong here.
MIT License. See LICENSE.