Reproduce Chat States
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Perform the final submission-level audit of mathematical-modeling workflow integrity, evidence quality, anti-fabrication, paper coherence, figures, references, and contest readiness after…
Install Quality Assurance Auditor
$ npx skills add zhnnky329/MathModeling-skills --skill quality-assurance-auditor -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install zhnnky329/MathModeling-skills quality-assurance-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/zhnnky329/MathModeling-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/quality-assurance-auditor .claude/skills/quality-assurance-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 "quality-assurance-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/quality-assurance-auditor into .claude/skills/quality-assurance-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-assurance-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/zhnnky329/MathModeling-skills/tree/main/.codex/skills/quality-assurance-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 zhnnky329/MathModeling-skills --skill quality-assurance-auditor -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install zhnnky329/MathModeling-skills quality-assurance-auditor --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zhnnky329/MathModeling-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/quality-assurance-auditor .agents/skills/quality-assurance-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 "quality-assurance-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/quality-assurance-auditor into .agents/skills/quality-assurance-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-assurance-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 zhnnky329/MathModeling-skills --skill quality-assurance-auditor -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install zhnnky329/MathModeling-skills quality-assurance-auditor --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zhnnky329/MathModeling-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/quality-assurance-auditor .cursor/skills/quality-assurance-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 "quality-assurance-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/quality-assurance-auditor into .cursor/skills/quality-assurance-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-assurance-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/zhnnky329/MathModeling-skills.git --path .codex/skills/quality-assurance-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 zhnnky329/MathModeling-skills --skill quality-assurance-auditor -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install zhnnky329/MathModeling-skills quality-assurance-auditor --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zhnnky329/MathModeling-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/quality-assurance-auditor .gemini/skills/quality-assurance-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 "quality-assurance-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/quality-assurance-auditor into .gemini/skills/quality-assurance-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-assurance-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 zhnnky329/MathModeling-skills quality-assurance-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 zhnnky329/MathModeling-skills --skill quality-assurance-auditor -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/zhnnky329/MathModeling-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/quality-assurance-auditor .github/skills/quality-assurance-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 "quality-assurance-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/quality-assurance-auditor into .github/skills/quality-assurance-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-assurance-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 zhnnky329/MathModeling-skills --skill quality-assurance-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 zhnnky329/MathModeling-skills quality-assurance-auditor --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zhnnky329/MathModeling-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/quality-assurance-auditor .opencode/skills/quality-assurance-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 "quality-assurance-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/quality-assurance-auditor into .opencode/skills/quality-assurance-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-assurance-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
quality-assurance-auditor- GitHub stars
- 1.1k
- Token cost
- ~579 tokens
- SKILL.md length
- 253 words
- Files
- 1
- Skills in repo
- 29
- Repo updated
- First seen
- Licence
- MIT
At a glance
Perform the final submission-level audit of mathematical-modeling workflow integrity, evidence quality, anti-fabrication, paper coherence, figures, references, and contest readiness after…
- Works in 5 steps: Workflow integrity → Evidence integrity → Method quality → …
- Tasks that involve QA and bug reports
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Quality Assurance Auditor is an agent skill from zhnnky329/MathModeling-skills. Perform the final submission-level audit of mathematical-modeling workflow integrity, evidence quality, anti-fabrication, paper coherence, figures, references, and contest readiness after consistency and completeness audits pass.
Its SKILL.md is about 580 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Testing & QA, covering QA and bug reports. The repository describes itself as: 面向数学建模竞赛的 Claude Code / Codex Skills ，支持分阶段建模流程与 Python、MATLAB/北太天元代码分支。 The licence is MIT.
When your agent uses it
- Tasks that involve QA and bug reports
Example prompts
- “/quality-assurance-auditor”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Workflow integrity
- Evidence integrity
- Method quality
- Paper quality
- Presentation
What it can do on your machine
Read from SKILL.md and the folder at commit 0b46e9c. 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.
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
Quality Assurance Auditor loads about 579 tokens when it runs. Until then it costs about 64 tokens; SKILL.md has 253 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
The full file from zhnnky329/MathModeling-skills at commit 0b46e9c, republished under its MIT licence (© zhnnky329). 253 words, ~579 tokens.
Download SKILL.mdSave it as
.claude/skills/quality-assurance-auditor/SKILL.md (or your agent's skills folder).- name
- quality-assurance-auditor
- description
- Perform the final submission-level audit of mathematical-modeling workflow integrity, evidence quality, anti-fabrication, paper coherence, figures, references, and contest readiness after consistency and completeness audits pass.
Preconditions
rigor_profileissubmission.- All Qx reached G5.
- Final consistency and completeness audits exist.
Audit Dimensions
Workflow integrity
- G1–G5 passed per Qx.
- Human judgments trace to the decision ledger.
- Main/baseline/fallback execution respected approved scope.
Evidence integrity
- No fabricated data, references, experiments, metrics, or figures.
- Main claims trace to frozen numbers and robustness evidence.
- Limitations and uncertainty are visible.
Method quality
- Baseline is usable.
- Assumptions, units, objectives, constraints, and solution steps are coherent.
- Output concentration/degeneracy and failure triggers were addressed.
Paper quality
- Problem, method, results, and conclusions align.
- Claims are proportional to tested comparisons.
- Human-owned physical meaning and contribution are present.
Presentation
- Required figures/tables exist and passed render checks.
- Figure types are used correctly.
- References are real, complete, and consistently cited.
- AI-use disclosure follows the current contest profile and verified rules.
Workflow
- Read the two earlier audits and unresolved blockers.
- Sample canonical sources directly; do not trust summaries alone.
- Record blocking and nonblocking findings with artifact paths and repair owners.
- Save
paper/qa_report.md. - Set verdict:
PASSEDFAILEDNOT_RUN
Rules
- Do not approve on partial audits.
- Do not use artifact count or bullet count as a proxy for quality.
- Do not repair issues inside QA.
- Do not hide uncertainty or downgrade a blocker silently.
- Do not claim compliance with time-varying contest rules without verification.
Verification
- All five audit dimensions were evaluated.
- Blocking findings are explicit and actionable.
- QA verdict agrees with consistency/completeness verdicts and sampled evidence.
- Final assembly is recommended only when all three audits pass.
© zhnnky329, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in .codex/skills/quality-assurance-auditor of zhnnky329/MathModeling-skills.
Open the folder on GitHubat commit 0b46e9c
Compare with similar skills
Quality Assurance 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 |
|---|---|---|---|---|---|---|
| Quality Assurance Auditor this skillzhnnky329/MathModeling-skills | 1.1k | — | ~579 | Automated safety check: Pass | MIT | |
| Reproduce Chat Statesdifferent-ai/openwork | 24k | — | ~673 | Automated safety check: Pass | Custom licence | |
| Dynamo Jira TicketDynamoDS/Dynamo | 2k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Moav E2EMotherofallVPNs/MoaV | 449 | — | ~1.9k | Automated safety check: Notes | MIT | |
| Creating A Coral TaskHuman-Agent-Society/CORAL | 1.1k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | |
| Launch Rlmarin-community/marin | 3.9k | — | ~894 | Automated safety check: Pass | Apache-2.0 |
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Related
Categories
Questions about Quality Assurance Auditor
What does Quality Assurance Auditor do?
Perform the final submission-level audit of mathematical-modeling workflow integrity, evidence quality, anti-fabrication, paper coherence, figures, references, and contest readiness after…. Quality Assurance Auditor is an agent skill from zhnnky329/MathModeling-skills. Perform the final submission-level audit of mathematical-modeling workflow integrity, evidence quality, anti-fabrication, paper coherence, figures, references, and contest readiness after consistency and completeness audits pass.
When should I use Quality Assurance Auditor?
Quality Assurance Auditor fits situations like: tasks that involve QA and bug reports.
How do I install Quality Assurance Auditor in Claude Code?
Run `npx skills add zhnnky329/MathModeling-skills --skill quality-assurance-auditor -a claude-code`. Or copy the skill folder (.codex/skills/quality-assurance-auditor in zhnnky329/MathModeling-skills) into .claude/skills/quality-assurance-auditor in your project. Claude Code loads it when a task matches its description.
How do I install Quality Assurance Auditor in Codex?
Run `npx skills add zhnnky329/MathModeling-skills --skill quality-assurance-auditor -a codex`. Or copy the skill folder (.codex/skills/quality-assurance-auditor in zhnnky329/MathModeling-skills) into .agents/skills/quality-assurance-auditor in your project. Codex loads it when a task matches its description.
Can I use Quality Assurance 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 zhnnky329/MathModeling-skills --skill quality-assurance-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/quality-assurance-auditor, .gemini/skills/quality-assurance-auditor, .github/skills/quality-assurance-auditor and .opencode/skills/quality-assurance-auditor in your project.
What does Quality Assurance Auditor need to run?
SKILL.md names no scripts, command-line tools or credentials: Quality Assurance Auditor is instructions for the agent only.
Does Quality Assurance 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 Quality Assurance 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 Quality Assurance Auditor use?
Quality Assurance Auditor is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Quality Assurance Auditor use?
About 579 tokens (SKILL.md is roughly 2.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Quality Assurance Auditor?
Skills that share tags, products or a category with Quality Assurance Auditor: Reproduce Chat States (different-ai/openwork, 24k stars), Dynamo Jira Ticket (DynamoDS/Dynamo, 2k stars), Moav E2E (MotherofallVPNs/MoaV, 449 stars) and Creating A Coral Task (Human-Agent-Society/CORAL, 1.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Quality Assurance Auditor?
zhnnky329 (a GitHub user) maintains it in zhnnky329/MathModeling-skills, which has 1,060 GitHub stars. The repository holds 29 skills in this directory. The repository was last updated on September 24, 2026.
Source: zhnnky329/MathModeling-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.