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.
Run scoped or final cross-media consistency checks for mathematical-modeling artifacts, comparing canonical numbers, symbols, parameters, decisions, files, and paper claims without performing…
MITAuto-check passed
Install Consistency Auditor
$ npx skills add zhnnky329/MathModeling-skills --skill consistency-auditor -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install zhnnky329/MathModeling-skills consistency-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/consistency-auditor .claude/skills/consistency-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 "consistency-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/consistency-auditor into .claude/skills/consistency-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consistency-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/consistency-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 consistency-auditor -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install zhnnky329/MathModeling-skills consistency-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/consistency-auditor .agents/skills/consistency-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 "consistency-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/consistency-auditor into .agents/skills/consistency-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consistency-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 consistency-auditor -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install zhnnky329/MathModeling-skills consistency-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/consistency-auditor .cursor/skills/consistency-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 "consistency-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/consistency-auditor into .cursor/skills/consistency-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consistency-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/consistency-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 consistency-auditor -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install zhnnky329/MathModeling-skills consistency-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/consistency-auditor .gemini/skills/consistency-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 "consistency-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/consistency-auditor into .gemini/skills/consistency-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consistency-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 consistency-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 consistency-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/consistency-auditor .github/skills/consistency-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 "consistency-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/consistency-auditor into .github/skills/consistency-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consistency-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 consistency-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 consistency-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/consistency-auditor .opencode/skills/consistency-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 "consistency-auditor" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/consistency-auditor into .opencode/skills/consistency-auditor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consistency-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
consistency-auditor- GitHub stars
- 1.1k
- Token cost
- ~567 tokens
- SKILL.md length
- 267 words
- Files
- 1
- Skills in repo
- 29
- Repo updated
- First seen
- Licence
- MIT
At a glance
Run scoped or final cross-media consistency checks for mathematical-modeling artifacts, comparing canonical numbers, symbols, parameters, decisions, files, and paper claims without performing…
- Works in 6 steps: Numerical claims match frozen values and… → Formula, parameter, constraint, and… → Symbols and units match the global… → …
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Consistency Auditor is an agent skill from zhnnky329/MathModeling-skills. Run scoped or final cross-media consistency checks for mathematical-modeling artifacts, comparing canonical numbers, symbols, parameters, decisions, files, and paper claims without performing full-workspace audits for low-risk changes.
Its SKILL.md is about 570 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
- “/consistency-auditor”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Numerical claims match frozen values and units.
- Formula, parameter, constraint, and method roles match approved code and plan.
- Symbols and units match the global symbol table.
- Referenced tables, figures, code, and data files exist.
- Why-this-method, result verdict, stability, confidence, and claim scope resolve to human decision IDs.
- Freeze and decisions are not stale relative to materially changed cited evidence.
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
Consistency Auditor loads about 567 tokens when it runs. Until then it costs about 64 tokens; SKILL.md has 267 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). 267 words, ~567 tokens.
Download SKILL.mdSave it as
.claude/skills/consistency-auditor/SKILL.md (or your agent's skills folder).- name
- consistency-auditor
- description
- Run scoped or final cross-media consistency checks for mathematical-modeling artifacts, comparing canonical numbers, symbols, parameters, decisions, files, and paper claims without performing full-workspace audits for low-risk changes.
Modes
scoped: run only for aCANONICALorFROZENchange and only for affected Qx/identifiers.final: run across all submission artifacts before assembly.
Sources of Truth
Prefer:
frozen_numbers.jsonfor paper numbers;qx_decisions.jsonlfor human judgments;planning/symbol_table.mdfor symbols/units;- approved code plan and run summary for parameters and executed methods;
- solution package for writer-facing structure.
Use legacy decision logs or Markdown reviews only during migration.
Checks
- Numerical claims match frozen values and units.
- Formula, parameter, constraint, and method roles match approved code and plan.
- Symbols and units match the global symbol table.
- Referenced tables, figures, code, and data files exist.
- Why-this-method, result verdict, stability, confidence, and claim scope resolve to human decision IDs.
- Freeze and decisions are not stale relative to materially changed cited evidence.
Scoped Workflow
- Receive changed files/identifiers and their impact class.
- Resolve affected Qx and downstream consumers.
- Check only those relationships.
- Return a compact digest or save
results/Qx/reports/scoped_consistency.jsonwhen durable evidence is needed. - Do not rewrite other artifacts.
Final Workflow
- Check all submission Qx.
- Save
paper/audits/cross_media_consistency_audit.md. - Report
PASSED,FAILED, orNOT_RUN. - List concrete divergences and repair owners. Do not pad a pass list.
Rules
- Do not run a full audit for formatting, comments, scratch work, or ordinary pre-freeze exploration.
- Do not infer canonical numbers from the paper.
- Do not repair divergences inside the audit.
- Do not approve final assembly directly.
Verification
- Scope matches the semantic impact.
- Every divergence identifies source, consumer, and expected repair.
- Final audit covers all six check classes.
- Verdict follows actual evidence rather than an item count.
© 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/consistency-auditor of zhnnky329/MathModeling-skills.
Open the folder on GitHubat commit 0b46e9c
Compare with similar skills
Consistency 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 |
|---|---|---|---|---|---|---|
| Consistency Auditor this skillzhnnky329/MathModeling-skills | 1.1k | — | ~567 | Automated safety check: Pass | MIT | |
| Semantic Consistency Auditoraipoch/medical-research-skills | 1.9k | — | ~3.1k | Automated safety check: Pass | MIT | |
| Mem0 Memory Scopemem0ai/mem0 | 67k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Adding API ScopesPostHog/posthog | 40k | — | ~2.1k | Automated safety check: Pass | Custom licence | |
| Indexing Issue Auditorsickn33/agentic-awesome-skills | 47k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Nap Consistencythedaviddias/Front-End-Checklist | 74k | — | ~613 | Automated safety check: Pass | MIT |
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Questions about Consistency Auditor
What does Consistency Auditor do?
Run scoped or final cross-media consistency checks for mathematical-modeling artifacts, comparing canonical numbers, symbols, parameters, decisions, files, and paper claims without performing…. Consistency Auditor is an agent skill from zhnnky329/MathModeling-skills. Run scoped or final cross-media consistency checks for mathematical-modeling artifacts, comparing canonical numbers, symbols, parameters, decisions, files, and paper claims without performing full-workspace audits for low-risk changes.
How do I install Consistency Auditor in Claude Code?
Run `npx skills add zhnnky329/MathModeling-skills --skill consistency-auditor -a claude-code`. Or copy the skill folder (.codex/skills/consistency-auditor in zhnnky329/MathModeling-skills) into .claude/skills/consistency-auditor in your project. Claude Code loads it when a task matches its description.
How do I install Consistency Auditor in Codex?
Run `npx skills add zhnnky329/MathModeling-skills --skill consistency-auditor -a codex`. Or copy the skill folder (.codex/skills/consistency-auditor in zhnnky329/MathModeling-skills) into .agents/skills/consistency-auditor in your project. Codex loads it when a task matches its description.
Can I use Consistency 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 consistency-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/consistency-auditor, .gemini/skills/consistency-auditor, .github/skills/consistency-auditor and .opencode/skills/consistency-auditor in your project.
What does Consistency Auditor need to run?
SKILL.md names no scripts, command-line tools or credentials: Consistency Auditor is instructions for the agent only.
Does Consistency 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 Consistency 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 Consistency Auditor use?
Consistency 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 Consistency Auditor use?
About 567 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 Consistency Auditor?
Skills that share tags, products or a category with Consistency Auditor: Semantic Consistency Auditor (aipoch/medical-research-skills, 1.9k stars), Mem0 Memory Scope (mem0ai/mem0, 67k stars), Adding API Scopes (PostHog/posthog, 40k stars) and Indexing Issue Auditor (sickn33/agentic-awesome-skills, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Consistency 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.