Semantic Consistency Auditor
aipoch/medical-research-skills
Use semantic consistency auditor for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Audit whether the semantic evidence required by the active lean or submission profile exists and is current, without requiring one verbose artifact per skill or an arbitrary number of pass bullets.
MITAuto-check passed
Install Completeness Auditor
$ npx skills add zhnnky329/MathModeling-skills --skill completeness-auditor -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install zhnnky329/MathModeling-skills completeness-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/completeness-auditor .claude/skills/completeness-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 "completeness-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/completeness-auditor into .claude/skills/completeness-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "completeness-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/completeness-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 completeness-auditor -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install zhnnky329/MathModeling-skills completeness-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/completeness-auditor .agents/skills/completeness-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 "completeness-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/completeness-auditor into .agents/skills/completeness-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "completeness-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 completeness-auditor -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install zhnnky329/MathModeling-skills completeness-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/completeness-auditor .cursor/skills/completeness-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 "completeness-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/completeness-auditor into .cursor/skills/completeness-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "completeness-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/completeness-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 completeness-auditor -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install zhnnky329/MathModeling-skills completeness-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/completeness-auditor .gemini/skills/completeness-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 "completeness-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/completeness-auditor into .gemini/skills/completeness-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "completeness-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 completeness-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 completeness-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/completeness-auditor .github/skills/completeness-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 "completeness-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/completeness-auditor into .github/skills/completeness-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "completeness-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 completeness-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 completeness-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/completeness-auditor .opencode/skills/completeness-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 "completeness-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/completeness-auditor into .opencode/skills/completeness-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "completeness-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
completeness-auditor- GitHub stars
- 1.1k
- Token cost
- ~533 tokens
- SKILL.md length
- 243 words
- Files
- 1
- Skills in repo
- 29
- Repo updated
- First seen
- Licence
- MIT
At a glance
Audit whether the semantic evidence required by the active lean or submission profile exists and is current, without requiring one verbose artifact per skill or an arbitrary number of pass bullets.
- Works in 6 steps: Read rigor_profile. → Resolve active Qx from manifests or… → Check required artifacts and semantic… → …
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Completeness Auditor is an agent skill from zhnnky329/MathModeling-skills. Audit whether the semantic evidence required by the active lean or submission profile exists and is current, without requiring one verbose artifact per skill or an arbitrary number of pass bullets.
Its SKILL.md is about 530 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
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.
Example prompts
- “/completeness-auditor”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Read rigor_profile.
- Resolve active Qx from manifests or artifacts.
- Check required artifacts and semantic fields.
- Check staleness only against materially cited evidence.
- Accept documented legacy equivalents during migration.
- Save paper/audits/completeness_audit.md only in submission/final mode.
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
Completeness Auditor loads about 533 tokens when it runs. Until then it costs about 55 tokens; SKILL.md has 243 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). 243 words, ~533 tokens.
Download SKILL.mdSave it as
.claude/skills/completeness-auditor/SKILL.md (or your agent's skills folder).- name
- completeness-auditor
- description
- Audit whether the semantic evidence required by the active lean or submission profile exists and is current, without requiring one verbose artifact per skill or an arbitrary number of pass bullets.
Purpose
Check deliverable evidence, not whether every invoked skill left a ceremonial report.
Lean Checks
Per active Qx, require as applicable:
- manifest;
- method card;
- human decision ledger;
- risk-probe summary;
- latest run summary.
Lean completeness does not require final reports, freeze, paper, or G6 artifacts.
Submission Checks
Per Qx require:
- final method explanation;
- current language review JSON with all required named checks passing;
- final result analysis;
- robustness report;
- solution package;
- current frozen numbers;
- paper section and referenced figures.
Globally require symbol table, assumptions, references, consistency audit, completeness audit, and QA report.
Workflow
- Read
rigor_profile. - Resolve active Qx from manifests or artifacts.
- Check required artifacts and semantic fields.
- Check staleness only against materially cited evidence.
- Accept documented legacy equivalents during migration.
- Save
paper/audits/completeness_audit.mdonly in submission/final mode.
Status
PRESENT: required evidence exists and is current.MISSING: required evidence absent.INSUFFICIENT: artifact exists but required semantic fields/checks are missing.STALE: cited material evidence changed after approval/review.NOT_APPLICABLE: justified by task/profile.
Rules
- Do not require
≥5prose pass items. - Do not require a report just because a skill ran.
- Do not mark a decision stale for unrelated code, formatting, or file changes.
- Do not treat legacy artifact count as proof of semantic completeness.
- Do not repair artifacts during audit.
Verification
- Requirements match the active profile.
- Every gap names the missing evidence and producer/owner.
- Staleness links to a material changed source.
- Final verdict is
PASSEDonly when all submission requirements are satisfied.
© 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/completeness-auditor of zhnnky329/MathModeling-skills.
Open the folder on GitHubat commit 0b46e9c
Compare with similar skills
Completeness 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 |
|---|---|---|---|---|---|---|
| Completeness Auditor this skillzhnnky329/MathModeling-skills | 1.1k | — | ~533 | Automated safety check: Pass | MIT | |
| Semantic Consistency Auditoraipoch/medical-research-skills | 1.9k | — | ~3.1k | Automated safety check: Pass | MIT | |
| Requirementsrizsotto/Bear | 6.5k | — | ~2k | Automated safety check: Pass | GPL-3.0 | |
| Verification Before Completionfarm-fe/farm | 5.6k | 46 repos | ~1k | Automated safety check: Pass | MIT | |
| Semantic Liststhedaviddias/Front-End-Checklist | 74k | — | ~504 | Automated safety check: Pass | MIT | |
| Semantic Versioningsickn33/agentic-awesome-skills | 47k | 1 repos | ~2.6k | Automated safety check: Pass | MIT |
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Questions about Completeness Auditor
What does Completeness Auditor do?
Audit whether the semantic evidence required by the active lean or submission profile exists and is current, without requiring one verbose artifact per skill or an arbitrary number of pass bullets. Completeness Auditor is an agent skill from zhnnky329/MathModeling-skills. Audit whether the semantic evidence required by the active lean or submission profile exists and is current, without requiring one verbose artifact per skill or an arbitrary number of pass bullets.
How do I install Completeness Auditor in Claude Code?
Run `npx skills add zhnnky329/MathModeling-skills --skill completeness-auditor -a claude-code`. Or copy the skill folder (.codex/skills/completeness-auditor in zhnnky329/MathModeling-skills) into .claude/skills/completeness-auditor in your project. Claude Code loads it when a task matches its description.
How do I install Completeness Auditor in Codex?
Run `npx skills add zhnnky329/MathModeling-skills --skill completeness-auditor -a codex`. Or copy the skill folder (.codex/skills/completeness-auditor in zhnnky329/MathModeling-skills) into .agents/skills/completeness-auditor in your project. Codex loads it when a task matches its description.
Can I use Completeness 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 completeness-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/completeness-auditor, .gemini/skills/completeness-auditor, .github/skills/completeness-auditor and .opencode/skills/completeness-auditor in your project.
What does Completeness Auditor need to run?
SKILL.md names no scripts, command-line tools or credentials: Completeness Auditor is instructions for the agent only.
Does Completeness 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 Completeness 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 Completeness Auditor use?
Completeness 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 Completeness Auditor use?
About 533 tokens (SKILL.md is roughly 2.1k 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 Completeness Auditor?
Skills that share tags, products or a category with Completeness Auditor: Semantic Consistency Auditor (aipoch/medical-research-skills, 1.9k stars), Requirements (rizsotto/Bear, 6.5k stars), Verification Before Completion (farm-fe/farm, 5.6k stars) and Semantic Lists (thedaviddias/Front-End-Checklist, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Completeness 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.