quality-validation
Skill8 starsChanged 3 months agoMITView on GitHub
Use for quality assurance and validation: incoming material checks, production quality, final validation and customer-specific requirements.
2 other projects use a version of this.
Adopted by
Most recently taken up by
- komluk/scaffoldingtheir own version, first seen Nov 7, 2026
- VAMFI/claude-user-memorytheir own version, first seen Nov 23, 2025
Other versions2 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 2
- VAMFI/claude-user-memory★ 206same name
- komluk/scaffolding★ 16same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository539 other files it gives its agents.
- CLAUDE.mdCLAUDE.md
- community_rapp/project/CLAUDE.mdCLAUDE.md
- rapp_ai/CLAUDE.mdCLAUDE.md
- rapp_brainstem/CLAUDE.mdCLAUDE.md
- community_rapp/project/.github/copilot-instructions.mdCopilot instructions
- .github/copilot-instructions.mdCopilot instructions
- rapp_ai/.github/copilot-instructions.mdCopilot instructions
- docs/vault/llms-full.txtllms.txt
- docs/vault/llms.txtllms.txt
- csv-surgeonSkill
- json-doctorSkill
- log-detectiveSkill
- markdown-medicSkill
- pii-scoutSkill
- generate-demoSkill
- community_rappSkill
- generate-demoSkill
- rapp-brainstemSkill
- aibast-easy-mode-brainstemSkill
- aibast-easy-mode-copilotSkill
- aibast-staging-ring-testSkill
- account-intelligence-account-overviewSkill
- account-intelligence-competitive-intelSkill
- account-intelligence-executive-briefingSkill
- account-intelligence-risk-assessmentSkill
- account-intelligence-stakeholder-mapSkill
- account-intelligence-value-messagingSkill
- escalation-routingSkill
- follow-up-planSkill
- handle-inquirySkill
- interaction-summarySkill
- knowledge-searchSkill
- prepare-actionsSkill
- recommend-resolutionSkill
- satisfaction-surveySkill
- benefits-summarySkill
- health-insuranceSkill
- leave-balanceSkill
- parental-leaveSkill
- remindersSkill
- remote-workSkill
- submit-time-offSkill
- time-off-checkSkill
- asset-maintenance-forecast-asset-healthSkill
- asset-maintenance-forecast-budget-projectionSkill
- asset-maintenance-forecast-maintenance-forecastSkill
- asset-maintenance-forecast-work-order-planSkill
- compare-plansSkill
- deadline-remindersSkill
- document-checklistSkill
- election-draftSkill
- enrollment-windowSkill
- life-event-changeSkill
- provider-networkSkill
- approval-routeSkill
- content-scanSkill
- draft-briefSkill
- figure-checkSkill
- gap-reportSkill
- list-templatesSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
4 rules. About 0 are common, 4 are distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈4
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 9
Use both uploaded files together:
- Distinctive: line 14
Do not browse, substitute live-looking facts, or invent missing records.
- Distinctive: line 19
Read the matching canonical output under Exact deterministic operation outputs.
- Distinctive: line 35
Never change an order, production schedule, shipment, sourcing decision, logistics action, or recovery plan.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Quality assurance and validation
Required knowledge
Use both uploaded files together:
aibast_order-status-communication-synthetic-records.md— complete exact source records.aibast_order-status-communication-review-rules.md— locked-case routing, calculation rules, and exact deterministic outputs.
Do not browse, substitute live-looking facts, or invent missing records.
Procedure
- Route this request to
quality_validation. - Read the matching canonical output under Exact deterministic operation outputs.
- Ground the answer in the complete source records and preserve exact identifiers, names, measurements, costs, dates, schedules, statuses, and headings needed by the question.
- Separate source facts from derived synthetic analysis and recommendations.
- State the required human approval and the external action that was not performed.
- Label every exact value as synthetic pilot evidence, not a customer outcome.
Locked validation case
- Persona: Production Manager
- Prompt: “What quality assurance and validation is in place for the E-Cars Corp housings from the alternative supplier?”
- Required deterministic evidence:
PPAP Level 3,99.8%,Metallurgical testing
Authorization boundary
Never change an order, production schedule, shipment, sourcing decision, logistics action, or recovery plan. Never send email, EDI, portal, Teams, or any other customer communication. An approved communication tool and authorized sender are required.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

