Code Design Rationale Investigator
cursor/plugins
Digs into why code is shaped the way it is by checking git history, pull requests and connected tools in parallel, then reporting a cited read on the tradeoffs.
Quality & Non-Conformance Management workflow skill. An agent skill from diegosouzapw/awesome-omni-skills.
$ npx skills add diegosouzapw/awesome-omni-skills --skill quality-nonconformance -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install diegosouzapw/awesome-omni-skills quality-nonconformance --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/diegosouzapw/awesome-omni-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills_omni/quality-nonconformance .claude/skills/quality-nonconformance && 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-nonconformance" agent skill from https://github.com/diegosouzapw/awesome-omni-skills/tree/main/skills_omni/quality-nonconformance into .claude/skills/quality-nonconformance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-nonconformance", 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/diegosouzapw/awesome-omni-skills/tree/main/skills_omni/quality-nonconformanceType 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 diegosouzapw/awesome-omni-skills --skill quality-nonconformance -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install diegosouzapw/awesome-omni-skills quality-nonconformance --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/diegosouzapw/awesome-omni-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills_omni/quality-nonconformance .agents/skills/quality-nonconformance && 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-nonconformance" agent skill from https://github.com/diegosouzapw/awesome-omni-skills/tree/main/skills_omni/quality-nonconformance into .agents/skills/quality-nonconformance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-nonconformance", 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 diegosouzapw/awesome-omni-skills --skill quality-nonconformance -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install diegosouzapw/awesome-omni-skills quality-nonconformance --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/diegosouzapw/awesome-omni-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills_omni/quality-nonconformance .cursor/skills/quality-nonconformance && 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-nonconformance" agent skill from https://github.com/diegosouzapw/awesome-omni-skills/tree/main/skills_omni/quality-nonconformance into .cursor/skills/quality-nonconformance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-nonconformance", 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/diegosouzapw/awesome-omni-skills.git --path skills_omni/quality-nonconformance--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 diegosouzapw/awesome-omni-skills --skill quality-nonconformance -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install diegosouzapw/awesome-omni-skills quality-nonconformance --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/diegosouzapw/awesome-omni-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills_omni/quality-nonconformance .gemini/skills/quality-nonconformance && 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-nonconformance" agent skill from https://github.com/diegosouzapw/awesome-omni-skills/tree/main/skills_omni/quality-nonconformance into .gemini/skills/quality-nonconformance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-nonconformance", 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 diegosouzapw/awesome-omni-skills quality-nonconformanceInstalls 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 diegosouzapw/awesome-omni-skills --skill quality-nonconformance -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/diegosouzapw/awesome-omni-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills_omni/quality-nonconformance .github/skills/quality-nonconformance && 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-nonconformance" agent skill from https://github.com/diegosouzapw/awesome-omni-skills/tree/main/skills_omni/quality-nonconformance into .github/skills/quality-nonconformance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-nonconformance", 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 diegosouzapw/awesome-omni-skills --skill quality-nonconformance -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install diegosouzapw/awesome-omni-skills quality-nonconformance --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/diegosouzapw/awesome-omni-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills_omni/quality-nonconformance .opencode/skills/quality-nonconformance && 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-nonconformance" agent skill from https://github.com/diegosouzapw/awesome-omni-skills/tree/main/skills_omni/quality-nonconformance into .opencode/skills/quality-nonconformance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quality-nonconformance", 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.
quality-nonconformanceQuality & Non-Conformance Management workflow skill. An agent skill from diegosouzapw/awesome-omni-skills.
Quality Nonconformance is an agent skill from diegosouzapw/awesome-omni-skills. Quality & Non-Conformance Management workflow skill. Use this skill when the user needs codified expertise for quality control, nonconformance investigation, root cause analysis, corrective action, and supplier quality management in regulated manufacturing, with clear review criteria, evidence expectations, and provenance-aware handoff discipline.
Its SKILL.md is about 3.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 24 other files, including scripts, reference files and assets (for example `ATTRIBUTION.md`, `OMNI_ENHANCED.json` and `ORIGIN.md`).
It sits in Development, covering Root cause analysis. The repository describes itself as: Public repository of AI coding skills, curated improved best-practice skills, and runtime surfaces for CLI, API, MCP, and A2A. The licence is MIT.
8 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit c3af004. It shows what the files ask for, not the result of running them.
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.
Ships 1 file in scripts/, which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
ecfr.govfda.govdatabase.ich.orgFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Quality Nonconformance loads about 3.9k tokens when it runs, and up to ~44k if it reads all its reference files. Until then it costs about 93 tokens; SKILL.md has 1,728 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.
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); the scripts in this folder are not scanned.
The full file from diegosouzapw/awesome-omni-skills at commit c3af004, republished under its MIT licence (© diegosouzapw). 1,728 words, ~3,902 tokens.
.claude/skills/quality-nonconformance/SKILL.md (or your agent's skills folder). This skill also uses 20 other files; get the full folder from GitHub.Use this skill to review, structure, or improve nonconformance handling in regulated manufacturing environments where product disposition, investigation quality, CAPA escalation, supplier controls, and closure evidence matter.
This skill is designed for analysis and review work, not for issuing legal or regulatory sign-off. It helps the operator:
The workflow is intentionally risk-based. It should be applied only after identifying the governing quality framework for the record under review.
Use this skill when the task involves one or more of the following:
Do not use this skill as a substitute for:
Before using detailed criteria, identify the applicable regime, for example:
If the governing framework is unknown, stop and ask for it before prescribing record content or closure standards.
| Situation | Start here | Why it matters |
|---|---|---|
| New case intake | Confirm product, lot/serial scope, location, release status, and distribution status | You cannot judge severity, containment, or reporting impact without scope |
| Regulated review | Identify governing regime, risk class, market status, and who owns release/disposition authority | Terms and evidence expectations differ by context |
| Suspect nonconforming product | Separate containment and disposition from root-cause work | Teams often jump to RCA before securing inventory or documenting control |
| Recurrent or high-risk issue | Check trend history, complaints, prior NCRs, prior CAPAs, validation status, and detectability weakness | Recurrence often means the problem is systemic, not isolated |
| Supplier-linked event | Check supplier status, item criticality, inspection history, prior SCARs, and quality agreement references | Supplier events may require more than return-to-vendor handling |
| Weak investigation | Test whether evidence supports the claimed root cause, or only a plausible story | Premature closure is a common failure mode |
| Closure review | Use references/review-criteria.md | Provides decision criteria for NCR vs CAPA vs supplier escalation vs reopen |
| Training or audit prep | Use examples/review-example.md | Shows a realistic NCR-to-CAPA review with weak vs acceptable closure logic |
Start by collecting the minimum context needed to make a safe judgment:
If any of these are missing, call out the gap before concluding anything.
Treat containment and disposition as a distinct stage.
Check whether the record shows:
Common disposition paths include:
Do not accept a packet that explains root cause in detail but cannot clearly show what happened to the affected product.
If product has already shipped, add review of traceability, customer impact, field status, and whether separate reporting or market action processes must be considered by authorized personnel.
Scale the investigation to risk rather than applying the same depth everywhere.
Review at least these factors:
Also test for bias:
Document why the chosen level of investigation is proportionate.
A good investigation distinguishes:
Minimum evidence checks:
Be cautious with conclusions such as "operator error," "supplier issue," or "isolated incident" unless corroborated by records.
Not every NCR requires CAPA, but some should not remain local.
Typical escalation triggers include:
If one or more of these are present, require a clear rationale if the issue is not escalated.
Use references/review-criteria.md when you need a compact decision aid during live review.
When a nonconformance involves purchased material, outsourced processing, or supplier-provided services, check more than the defect itself.
Review whether the packet addresses:
A supplier-caused defect does not automatically prove supplier-only root cause. Internal receiving controls, specification quality, and escalation timeliness may also be involved.
Corrective actions should match the verified cause and risk.
Weak actions often include:
Stronger action plans usually specify:
Do not accept closure based only on completed tasks.
A credible closure shows:
If recurrence occurs after closure, reopen the logic chain:
For a worked example of NCR review, CAPA escalation logic, supplier considerations, and weak vs acceptable closure rationale, see:
examples/review-example.mdUse the example to compare the packet you are reviewing against a realistic good-enough standard rather than an abstract checklist.
references/review-criteria.md — compact review matrix for disposition, CAPA triggers, supplier escalation, and closure evidenceUse primary sources for final policy interpretation. This skill helps structure review judgment; it does not replace approved procedures or authorized quality/regulatory decisions.
Use a different or additional skill when the work shifts into:
© diegosouzapw, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 20 other files (scripts, references, assets) in skills_omni/quality-nonconformance of diegosouzapw/awesome-omni-skills.
Open the folder on GitHubat commit c3af004
Quality Nonconformance 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 Nonconformance this skilldiegosouzapw/awesome-omni-skills | 159 | — | ~3.9k | Automated safety check: Pass | MIT | |
| Code Design Rationale Investigatorcursor/plugins | 10k | 9 repos | ~2.6k | Automated safety check: Pass | None | |
| OpenLogi macOS Permissions TriageAprilNEA/OpenLogi | 23k | — | ~2.5k | Automated safety check: Notes | Apache-2.0 | |
| Bug Finder for daisyUIsaadeghi/daisyui | 43k | — | ~2.3k | Automated safety check: Pass | MIT | |
| Root Cause Debugginggarrytan/gstack | 136k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Review PRapache/shardingsphere | 21k | — | ~6.4k | Automated safety check: Pass | Apache-2.0 |
cursor/plugins
Digs into why code is shaped the way it is by checking git history, pull requests and connected tools in parallel, then reporting a cited read on the tradeoffs.
AprilNEA/OpenLogi
Decides whether an OpenLogi device problem on macOS is a privacy-permission (TCC) problem, using agent log lines, and says which identity needs which grant.
saadeghi/daisyui
Investigates suspected bugs in the daisyUI monorepo through read-only analysis, then writes a decision-ready fix plan in tmp/bugs without changing any product code.
garrytan/gstack
Investigates bugs, errors and stack traces in phases and requires a root-cause hypothesis to be confirmed before any fix is written.
apache/shardingsphere
Review Apache ShardingSphere or user-authorized downstream pull requests and PR discussions from public or authorized repository evidence.
tirth8205/code-review-graph
Traces a bug through a code knowledge graph, following callers, callees and execution flow before opening source files, within a small token budget.
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Categories
Quality & Non-Conformance Management workflow skill. An agent skill from diegosouzapw/awesome-omni-skills. Quality Nonconformance is an agent skill from diegosouzapw/awesome-omni-skills. Quality & Non-Conformance Management workflow skill.
Quality Nonconformance fits situations like: the user needs codified expertise for quality control; nonconformance investigation; root cause analysis; corrective action.
Run `npx skills add diegosouzapw/awesome-omni-skills --skill quality-nonconformance -a claude-code`. Or copy the skill folder (skills_omni/quality-nonconformance in diegosouzapw/awesome-omni-skills) into .claude/skills/quality-nonconformance in your project. Claude Code loads it when a task matches its description.
Run `npx skills add diegosouzapw/awesome-omni-skills --skill quality-nonconformance -a codex`. Or copy the skill folder (skills_omni/quality-nonconformance in diegosouzapw/awesome-omni-skills) into .agents/skills/quality-nonconformance in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add diegosouzapw/awesome-omni-skills --skill quality-nonconformance -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-nonconformance, .gemini/skills/quality-nonconformance, .github/skills/quality-nonconformance and .opencode/skills/quality-nonconformance in your project.
SKILL.md names no scripts, command-line tools or credentials: Quality Nonconformance is instructions for the agent only.
SKILL.md names 3 domains. As links in the text: ecfr.gov, fda.gov and database.ich.org. This is read from the text; nothing was executed.
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Quality Nonconformance is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.9k tokens (SKILL.md is roughly 16k 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 40k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Quality Nonconformance: Code Design Rationale Investigator (cursor/plugins, 10k stars), OpenLogi macOS Permissions Triage (AprilNEA/OpenLogi, 23k stars), Bug Finder for daisyUI (saadeghi/daisyui, 43k stars) and Root Cause Debugging (garrytan/gstack, 136k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
diegosouzapw (a GitHub user) maintains it in diegosouzapw/awesome-omni-skills, which has 159 GitHub stars. The repository holds 39 skills in this directory. The repository was last updated on July 8, 2026.
Source: diegosouzapw/awesome-omni-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.