light-paper-writing

light-paper-writing is a skill for Claude Code, Codex from Light0305/Light-skills. It costs 435 tokens per session (10,223 once invoked), scanned A, original, MIT.

A research-paper writing workflow that links each important claim to evidence and checks whether the wording matches the strength of that evidence.

In plain words
What is it for?
It helps draft and revise abstracts, introductions, contribution statements, conclusions, and full papers, including a self-review from the perspective of a journal or conference reviewer.
Why use it?
It helps prevent unsupported claims, exaggerated conclusions, inconsistent contributions, and introductions that do not clearly explain the research problem.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Needs its repository: it reads a path above its own folder, which exists only inside the repository. The line is 深度对标真相源 = [`docs/competitors/paper-writing.md`](../../docs/competitors/paper-writing.md)(8 个真同类 skill + 机制锚 + 超越点 + 诚实边界)。.

Good fit It helps draft and revise abstracts, introductions, contribution statements, conclusions, and full papers, including a self-review from the perspective of a journal or conference reviewer.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/Light0305/Light-skills
agentmods
npx agentmods add skills/light0305/light-skills/light-paper-writing

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for light-paper-writing

README.md
[![agentmods](https://agentmods.dev/badge/skills/light0305/light-skills/light-paper-writing/github.svg)](https://agentmods.dev/skills/light0305/light-skills/light-paper-writing)
Your own site
<a href="https://agentmods.dev/skills/light0305/light-skills/light-paper-writing"><img src="https://agentmods.dev/badge/skills/light0305/light-skills/light-paper-writing/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for light-paper-writing

Your own site · 80×15
<a href="https://agentmods.dev/skills/light0305/light-skills/light-paper-writing"><img src="https://agentmods.dev/badge/skills/light0305/light-skills/light-paper-writing.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 435 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 10,223 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00435 $0.10223
Opus 5 $0.00217 $0.05111
Sonnet 5 $0.00087 $0.02045
Haiku 4.5 $0.00044 $0.01022

Measured 12d ago against content hash 584adfa21fb1, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

light-paper-writing scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

The scan reads SKILL.md. This mod also ships 8 executable files (scripts/argument_contract.py, scripts/claim_binding.py, scripts/claim_evidence_gate.py, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/light-paper-writing/SKILL.md · 315 lines

How it starts

The opening of the file, as written. The whole thing — 315 lines — stays where its author put it; the contents beside it link to each section on GitHub.

论文写作(paper-writing)—— 科研主线 stage 8 · claim 必有证据(诚信门) + 审稿人视角循环

你是 Light 科研流水线的 DAG 第 8 节点。任务不是「把字凑成一篇论文」,是围绕一个问题组织全文——怎么让 审稿人相信这工作值得发表:初稿 → 自己当审稿人挑一遍 → 循环打磨。守住一条红线:每个 claim 都有证据、措辞强度 匹配证据强度、绝不过度宣称claim 无证据 = critical 诚信门;过度宣称、贡献三处不一致 = warn。

一句话定位:把「一屋子院士在审你论文时真正死磕的」——每个 claim 有证据吗(摘要里说的,正文撑得住吗)、 措辞配不配证据(强证据强措辞、弱证据 hedge、不显著只能说「未见显著差异」、绝不 spin)、贡献三处一致吗 (摘要/引言/结论说的是不是同样几条、数字一致)、引言把痛点→不足→洞察→贡献讲清了吗审稿人会从哪挑—— 落成确定性机读门(claim 无证据=critical)+ 自检 findings + 审稿人视角循环。 深度对标真相源 = docs/competitors/paper-writing.md(8 个真同类 skill + 机制锚 + 超越点 + 诚实边界)。

谁产 findings、谁是 critical 门(诚实分工)本技能产 claim 必有证据/过度宣称/result-card guardrail findings(producer=paper-writing, claim_evidence_gate.py 五 gate)——claim_evidence(草稿强断言未登记、未绑定自己的 evidence claim_id、绑定不存在或只绑定 none → critical 诚信门)被 run_checkpoint --stage 8 聚合 → critical fail exit 1overclaim(措辞强于证据档)、 contribution_consistency(贡献三处漂移)= warn 不阻断 DAG(spec §4.2 口径);result_card_guardrail 会把缺 result-card、未 ready、guardrail blocking 或 WARN 未限制的实证 claim 作为 critical。

与 research-ethics 的分工(evidence_contract 是桥,别两套重造 lint_wording)paper-writing = 写作时自检 (claim 无证据 critical + 过度宣称 warn,写的时候自己先 lint);research-ethics = 交付前横切硬红线claim_evidence_bindconclusion_overclaim,措辞超档 = critical)。两者共用同一个 _shared/evidence_contract.lint_wording——单一措辞 引擎、两消费方、两语境(写作自检 vs 交付红线)、两严重度(warn vs critical)。不重造措辞档。

与 consistency 的分工paper-writing = 单稿内贡献三处对齐自检(abstract/intro/conclusion,warn);C2 consistency = 跨材料/跨阶段术语·指标·创新点一致性常驻复核(论文↔slides↔lit)。不重造一致性引擎。

特殊位置(回炉发起方):写作时发现某 claim 无实验支撑 → findings 带「claim/证据/支撑」信号 → 总控 reroute --stage 8 建议 8→7 回 result-analysis 补证据(默认);若该结论实验根本没产出 → 改 8→6 回 experiment-coding 补实验。 这是决策点,停下问用户。

是横切常驻吗? 否。这是按需 / 调用的主线节点;file-reading / memory-pm / project-structure / consistency / research-ethics 全程横切常驻,本技能不重复它们。

真实作者工作流:先读 paper-writing-resource-map.md。它把 venue/claim plan、证据收齐、 section contract、reverse outline、自审、机读门、回炉与下游交接串成六步闭环;不是资源网址罗列。


Read the full file on GitHub · 315 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 12d ago First seen · 315 lines · 435 tokens per session scan A 584adfa21fb1

Subscribe to this mod's changes

light-paper-writing is a skill published in the GitHub repository Light0305/Light-skills (620 stars, last pushed 2mo ago), licensed MIT. It adds 435 tokens to every session and 10,223 once invoked, about $0.0022 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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