NSFC Benzi Audit
Structured pre-submission diagnosis for Chinese NSFC grant application drafts
Test report
- Verdict
- Tested · Works
- Score
- Tested
- Jul 17, 2026
- Environment
- Claude Code 2.x (agent harness)
- Upstream re-checked
- Aug 10, 2026 · e6c27a0
Audited the repo's own weak youth-fund draft with and without the skill: the skill run caught what the baseline critique missed entirely — that fault diagnosis is an inverse problem written with forward-problem logic (no ill-posedness, regularization, or priors discussion), that '首次' is a banned self-evaluation word, and that the 科学问题属性 statement never cross-validates the key scientific questions. Its 434-line logic reference carries real domain expertise: empirical novelty weightings by project type, noun-phrase question-title conventions, and count-traceability checks between scientific questions and research contents. Install ran verbatim from a bare HOME, and the README honestly states what it will not do (no ghostwriting, no fabricated literature).
Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works
- Installs cleanly 5/5
- Triggers reliably 5/5
- Output vs. baseline 9/10
- Docs & honesty 5/5
What NSFC Benzi Audit does
Audits NSFC (国自然) grant application drafts with a one-page logic map, priority-ranked fixes, and section-by-section diagnosis grounded in reviewer-weighting heuristics. Triggers on Chinese phrases like 本子把脉, 国自然申请书修改建议, or requests to critique a title, abstract, key scientific questions, or innovation points; it gives applicant-facing revision advice, not formal peer-review opinions.
How to install NSFC Benzi Audit
git clone https://github.com/jiankang1991/nsfc-benzi-audit
mkdir -p ~/.claude/skills
cp -r nsfc-benzi-audit/nsfc-benzi-audit ~/.claude/skills/nsfc-benzi-audit
Skills live in ~/.claude/skills/ (global) or .claude/skills/
(per-project). Restart Claude Code after installing.
Commands — how to trigger NSFC Benzi Audit
-
/nsfc-benzi-auditStructured pre-submission diagnosis for Chinese NSFC grant application drafts
It also activates on plain-language prompts like these:
-
帮我看看这份国自然青年基金申请书,给它把把脉,告诉我摘要和创新点部分具体要怎么改 -
审一下这份基金申请书里关键科学问题部分的表述,是不是符合评审专家常见的评分习惯和偏好 -
提交国自然申请书之前,帮我系统诊断一下整个本子,给出一份按优先级排序的修改建议清单
Frequently asked questions
- Is the NSFC Benzi Audit skill free?
- Yes. The skill itself is free from jiankang1991/nsfc-benzi-audit. SkillProof publishes the install command and an independent test verdict at no cost.
- Does NSFC Benzi Audit work with Claude Code?
- We tested it with Claude Code 2.x (agent harness) on Jul 17, 2026. Verdict: Tested · Works. Audited the repo's own weak youth-fund draft with and without the skill: the skill run caught what the baseline critique missed entirely — that fault diagnosis is an inverse problem written with forward-problem logic (no ill-posedness, regularization, or priors discussion), that '首次' is a banned self-evaluation word, and that the 科学问题属性 statement never cross-validates the key scientific questions. Its 434-line logic reference carries real domain expertise: empirical novelty weightings by project type, noun-phrase question-title conventions, and count-traceability checks between scientific questions and research contents. Install ran verbatim from a bare HOME, and the README honestly states what it will not do (no ghostwriting, no fabricated literature).
- What is the NSFC Benzi Audit SkillProof Score?
- 9.6/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 9/10, docs & honesty 5/5.
- How do I install NSFC Benzi Audit?
- Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
- Can I use NSFC Benzi Audit with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
- The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.