Observe Trace
ruvnet/ruflo
Trace agent execution by collecting spans and building a trace tree for a task
Audit a HUAWEI Cup paper for AI-generation traces, template-like modeling, model stacking and fake improvement, producing a risk band, per-section evidence, model-authenticity classification and…
No licenceAuto-check passed
Install Hwb Paper Aigc Auditor
$ npx skills add xieyouxixi/hwb-math-modeling-skills --skill hwb-paper-aigc-auditor -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install xieyouxixi/hwb-math-modeling-skills hwb-paper-aigc-auditor --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/xieyouxixi/hwb-math-modeling-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'skills/论文自查类/hwb-paper-aigc-auditor' .claude/skills/hwb-paper-aigc-auditor && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "hwb-paper-aigc-auditor" agent skill from https://github.com/xieyouxixi/hwb-math-modeling-skills/tree/main/skills/%E8%AE%BA%E6%96%87%E8%87%AA%E6%9F%A5%E7%B1%BB/hwb-paper-aigc-auditor into .claude/skills/hwb-paper-aigc-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hwb-paper-aigc-auditor", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/xieyouxixi/hwb-math-modeling-skills/tree/main/skills/%E8%AE%BA%E6%96%87%E8%87%AA%E6%9F%A5%E7%B1%BB/hwb-paper-aigc-auditorType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add xieyouxixi/hwb-math-modeling-skills --skill hwb-paper-aigc-auditor -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install xieyouxixi/hwb-math-modeling-skills hwb-paper-aigc-auditor --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/xieyouxixi/hwb-math-modeling-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/'skills/论文自查类/hwb-paper-aigc-auditor' .agents/skills/hwb-paper-aigc-auditor && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "hwb-paper-aigc-auditor" agent skill from https://github.com/xieyouxixi/hwb-math-modeling-skills/tree/main/skills/%E8%AE%BA%E6%96%87%E8%87%AA%E6%9F%A5%E7%B1%BB/hwb-paper-aigc-auditor into .agents/skills/hwb-paper-aigc-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hwb-paper-aigc-auditor", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add xieyouxixi/hwb-math-modeling-skills --skill hwb-paper-aigc-auditor -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install xieyouxixi/hwb-math-modeling-skills hwb-paper-aigc-auditor --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/xieyouxixi/hwb-math-modeling-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/'skills/论文自查类/hwb-paper-aigc-auditor' .cursor/skills/hwb-paper-aigc-auditor && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "hwb-paper-aigc-auditor" agent skill from https://github.com/xieyouxixi/hwb-math-modeling-skills/tree/main/skills/%E8%AE%BA%E6%96%87%E8%87%AA%E6%9F%A5%E7%B1%BB/hwb-paper-aigc-auditor into .cursor/skills/hwb-paper-aigc-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hwb-paper-aigc-auditor", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/xieyouxixi/hwb-math-modeling-skills.git --path 'skills/论文自查类/hwb-paper-aigc-auditor'--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add xieyouxixi/hwb-math-modeling-skills --skill hwb-paper-aigc-auditor -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install xieyouxixi/hwb-math-modeling-skills hwb-paper-aigc-auditor --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/xieyouxixi/hwb-math-modeling-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/'skills/论文自查类/hwb-paper-aigc-auditor' .gemini/skills/hwb-paper-aigc-auditor && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "hwb-paper-aigc-auditor" agent skill from https://github.com/xieyouxixi/hwb-math-modeling-skills/tree/main/skills/%E8%AE%BA%E6%96%87%E8%87%AA%E6%9F%A5%E7%B1%BB/hwb-paper-aigc-auditor into .gemini/skills/hwb-paper-aigc-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hwb-paper-aigc-auditor", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install xieyouxixi/hwb-math-modeling-skills hwb-paper-aigc-auditorInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add xieyouxixi/hwb-math-modeling-skills --skill hwb-paper-aigc-auditor -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/xieyouxixi/hwb-math-modeling-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/'skills/论文自查类/hwb-paper-aigc-auditor' .github/skills/hwb-paper-aigc-auditor && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "hwb-paper-aigc-auditor" agent skill from https://github.com/xieyouxixi/hwb-math-modeling-skills/tree/main/skills/%E8%AE%BA%E6%96%87%E8%87%AA%E6%9F%A5%E7%B1%BB/hwb-paper-aigc-auditor into .github/skills/hwb-paper-aigc-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hwb-paper-aigc-auditor", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add xieyouxixi/hwb-math-modeling-skills --skill hwb-paper-aigc-auditor -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install xieyouxixi/hwb-math-modeling-skills hwb-paper-aigc-auditor --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/xieyouxixi/hwb-math-modeling-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/'skills/论文自查类/hwb-paper-aigc-auditor' .opencode/skills/hwb-paper-aigc-auditor && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "hwb-paper-aigc-auditor" agent skill from https://github.com/xieyouxixi/hwb-math-modeling-skills/tree/main/skills/%E8%AE%BA%E6%96%87%E8%87%AA%E6%9F%A5%E7%B1%BB/hwb-paper-aigc-auditor into .opencode/skills/hwb-paper-aigc-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hwb-paper-aigc-auditor", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
hwb-paper-aigc-auditor- GitHub stars
- 197
- Token cost
- ~713 tokens
- SKILL.md length
- 97 words
- Files
- 15 (incl. references)
- Skills in repo
- 16
- Repo updated
- First seen
- Licence
- None found
At a glance
Audit a HUAWEI Cup paper for AI-generation traces, template-like modeling, model stacking and fake improvement, producing a risk band, per-section evidence, model-authenticity classification and…
- SKILL.md covers Required references, 输入, 审计三层 and 模型真实性分类, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Hwb Paper Aigc Auditor is an agent skill from xieyouxixi/hwb-math-modeling-skills. Audit a HUAWEI Cup paper for AI-generation traces, template-like modeling, model stacking and fake improvement, producing a risk band, per-section evidence, model-authenticity classification and humanisation suggestions. Use at the final stage to locate sections that read as machine-generated so the team can rewrite them in its own voice and disclose AI use truthfully.
Its SKILL.md is about 710 tokens, which your agent loads only when the skill is triggered. The skill folder holds 17 other files, including reference files (for example `HWB数模论文AI痕迹审计完整Prompt.md`, `INTEGRATION_SUMMARY.md` and `QUICK_CHECK_CARD.md`).
The repository describes itself as: 华为杯研究生数学建模竞赛全套AI-skills.
Example prompts
- “/hwb-paper-aigc-auditor”
What it can do on your machine
Read from SKILL.md and the folder at commit afcf23a. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Hwb Paper Aigc Auditor loads about 713 tokens when it runs, and up to ~10k if it reads all its reference files. Until then it costs about 99 tokens; SKILL.md has 97 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 97 words (~713 tokens).
- name
- hwb-paper-aigc-auditor
- agent_created
- true
Files
SKILL.md and 14 other files (references) in skills/论文自查类/hwb-paper-aigc-auditor of xieyouxixi/hwb-math-modeling-skills.
- SKILL.md
- HWB数模论文AI痕迹审计完整Prompt.md
- INTEGRATION_SUMMARY.md
- QUICK_CHECK_CARD.md
- README.md
- agents/openai.yaml
- references/audit-framework.md
- references/detector-integration.md
- references/humanizer-keywords.txt
- references/layer1-enhanced-detection.md
- references/models-zh.md
- references/nature-detector-integration.md
- references/patterns-zh.md
- templates/HWB数模论文AI痕迹审计报告模板.html
- templates/HWB数模论文AI痕迹自查指南.html
Open the folder on GitHubat commit afcf23a
Compare with similar skills
Hwb Paper Aigc Auditor next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Hwb Paper Aigc Auditor this skillxieyouxixi/hwb-math-modeling-skills | 197 | — | ~713 | Automated safety check: Pass | None | |
| Observe Traceruvnet/ruflo | 74k | — | ~522 | Automated safety check: Notes | MIT | |
| Tracezereight/gitlab-mcp | 2k | 1 repos | ~412 | Automated safety check: Pass | MIT | |
| Distributed Tracingwshobson/agents | 40k | 12 repos | ~527 | Automated safety check: Pass | MIT | |
| Arize Tracegithub/awesome-copilot | 40k | 1 repos | ~5.9k | Automated safety check: Notes | MIT | |
| Evidence-Driven TraceYeachan-Heo/oh-my-claudecode | 40k | — | ~2.6k | Automated safety check: Pass | MIT |
Similar skills
Trace
zereight/gitlab-mcp
Evidence-driven tracing with competing hypotheses in parallel.
Distributed Tracing
wshobson/agents
Implement distributed tracing with Jaeger and Tempo to track requests across microservices and identify performance bottlenecks.
- Official
Arize Trace
github/awesome-copilot
Downloads, exports, and inspects existing Arize traces and spans to understand what an LLM app is doing or debug runtime issues.
Evidence-Driven Trace
Yeachan-Heo/oh-my-claudecode
Explains why something happened by generating competing hypotheses, gathering evidence in parallel, ranking explanations and proposing the next discriminating probe.
Trace
jeremylongshore/tons-of-skills-marketplace
A skill your agent uses when encountering bugs, test failures, runtime errors, broken builds, or "this doesn't work" reports.
More from xieyouxixi/hwb-math-modeling-skills
All 16 skills in this repoHwb Cpgmcm Award Standing
xieyouxixi/hwb-math-modeling-skills
Query a graduate training unit's Huawei Cup (CPGMCM) award profile, estimate the award band from the contest's total team count and a team's rank or paper score, and assess a student's preparation…
Hwb Model Dictionary
xieyouxixi/hwb-math-modeling-skills
Judge whether a candidate model actually fits a HUAWEI Cup problem, its data and its intended use, returning a model archive with requirements, assumptions, strengths, limitations, failure…
Hwb Paper Format Checker
xieyouxixi/hwb-math-modeling-skills
Run a strict whole-paper format, structure, anonymity and file-hygiene audit for a HUAWEI Cup paper: official template compliance, cover page, abstract page limit, page allocation, headings…
Hwb Abstract Checker
xieyouxixi/hwb-math-modeling-skills
Check the title, abstract and keywords of a HUAWEI Cup paper for independence, information density, the five required abstract elements and two-page limit compliance.
Hwb AI Usage Disclosure
xieyouxixi/hwb-math-modeling-skills
Generate or review an AI-tool usage statement and detailed usage disclosure for a HUAWEI Cup paper, matching the contest's explicit policy that AI products may be used only as auxiliary tools with…
Hwb Model Assumption Checker
xieyouxixi/hwb-math-modeling-skills
Diagnose whether each modeling assumption in a HUAWEI Cup paper is necessary, realistic, consistent with the data, and actually used later in the paper.
Questions about Hwb Paper Aigc Auditor
What does Hwb Paper Aigc Auditor do?
Audit a HUAWEI Cup paper for AI-generation traces, template-like modeling, model stacking and fake improvement, producing a risk band, per-section evidence, model-authenticity classification and…. Hwb Paper Aigc Auditor is an agent skill from xieyouxixi/hwb-math-modeling-skills. Audit a HUAWEI Cup paper for AI-generation traces, template-like modeling, model stacking and fake improvement, producing a risk band, per-section evidence, model-authenticity classification and humanisation suggestions.
How do I install Hwb Paper Aigc Auditor in Claude Code?
Run `npx skills add xieyouxixi/hwb-math-modeling-skills --skill hwb-paper-aigc-auditor -a claude-code`. Or copy the skill folder (skills/论文自查类/hwb-paper-aigc-auditor in xieyouxixi/hwb-math-modeling-skills) into .claude/skills/hwb-paper-aigc-auditor in your project. Claude Code loads it when a task matches its description.
How do I install Hwb Paper Aigc Auditor in Codex?
Run `npx skills add xieyouxixi/hwb-math-modeling-skills --skill hwb-paper-aigc-auditor -a codex`. Or copy the skill folder (skills/论文自查类/hwb-paper-aigc-auditor in xieyouxixi/hwb-math-modeling-skills) into .agents/skills/hwb-paper-aigc-auditor in your project. Codex loads it when a task matches its description.
Can I use Hwb Paper Aigc Auditor in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add xieyouxixi/hwb-math-modeling-skills --skill hwb-paper-aigc-auditor -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/hwb-paper-aigc-auditor, .gemini/skills/hwb-paper-aigc-auditor, .github/skills/hwb-paper-aigc-auditor and .opencode/skills/hwb-paper-aigc-auditor in your project.
What does Hwb Paper Aigc Auditor need to run?
SKILL.md names no scripts, command-line tools or credentials: Hwb Paper Aigc Auditor is instructions for the agent only.
Does Hwb Paper Aigc Auditor access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Hwb Paper Aigc Auditor safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Hwb Paper Aigc Auditor use?
No licence was found for Hwb Paper Aigc Auditor or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Hwb Paper Aigc Auditor use?
About 713 tokens (SKILL.md is roughly 2.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 9.4k tokens, read only when the agent opens those files.
What are the alternatives to Hwb Paper Aigc Auditor?
Skills that share tags, products or a category with Hwb Paper Aigc Auditor: Observe Trace (ruvnet/ruflo, 74k stars), Trace (zereight/gitlab-mcp, 2k stars), Distributed Tracing (wshobson/agents, 40k stars) and Arize Trace (github/awesome-copilot, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Hwb Paper Aigc Auditor?
xieyouxixi (a GitHub user) maintains it in xieyouxixi/hwb-math-modeling-skills, which has 197 GitHub stars. The repository holds 16 skills in this directory. The repository was last updated on September 16, 2026.
Source: xieyouxixi/hwb-math-modeling-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.