Skill rating

Use when writing, reviewing, or committing code to enforce Karpathy's 4 coding principles — surface assumptions before coding, keep it simple, make surgical changes, define verifiable goals. Triggers

Information Security Management System (ISMS) audit expert for ISO 27001 compliance verification, security control assessment, and certification support. Use when the user mentions ISO 27001, ISMS aud

ISO 13485 internal audit expertise for medical device QMS. Covers audit planning, execution, nonconformity classification, and CAPA verification. Use when planning internal audits, executing audits, c

Stop ineffective AI coding repair loops with stable failure fingerprints, a three-attempt budget, real-path proof, negative controls, and tested rollback.

Two-model debate review of a GitHub PR, GitLab MR, Azure DevOps PR, or local working tree, posted as inline comments or printed. Use for any PR/MR review request, or a local review before a PR exists.

Document control system management for medical device QMS. Covers document numbering, version control, change management, and 21 CFR Part 11 compliance. Use when working on document control procedures

Adversarial code review that breaks the self-review monoculture. Use when you want a genuinely critical review of recent changes, before merging a PR, or when you suspect Claude is being too agreeable

CAPA system management for medical device QMS. Covers root cause analysis, corrective action planning, effectiveness verification, and CAPA metrics. Use when running CAPA investigations, 5-Why analysi

Router/index for the 15 regulatory & quality-management skills bundled in this plugin (ISO 13485 QMS, EU MDR 2017/745, FDA submissions under QMSR, ISO 14971 risk, CAPA, document control, ISO 27001/ISM

Document control system management for medical device QMS. Covers document numbering, version control, change management, and 21 CFR Part 11 compliance. Use for document control procedures, change con

Information Security Management System (ISMS) audit expert for ISO 27001 compliance verification, security control assessment, and certification support. Use when the user mentions ISO 27001, ISMS aud

ISO 13485 internal audit expertise for medical device QMS. Covers audit planning, execution, nonconformity classification, and CAPA verification. Use for internal audit planning, audit execution, find

CAPA system management for medical device QMS. Covers root cause analysis, corrective action planning, effectiveness verification, and CAPA metrics. Use for CAPA investigations, 5-Why analysis, fishbo

Use when performing code review, writing or refactoring code, or discussing architecture; complements clean-code and does not replace project linter/formatter.

Validate Claude Code skills against the agentskills specification. Catches structural, semantic, and naming issues before users do.

A comprehensive procurement coaching system designed for global buyers sourcing from 1688.com. Transform from novice to confident importer with practical frameworks for supplier assessment, strategic

Expert AI auditor for Medical Device (SaMD) compliance, IEC 62304, and 21 CFR Part 820. Reviews DHFs, technical files, and software validation.

Auditoria e evolucao do ecossistema de skills. Qualidade de codigo, seguranca, custos, gaps, duplicacoes, dependencias e relatorios de saude.

Codified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in regulated manufacturing.

Score any MCP server, API, or CLI for agent-readiness using Clarvia AEO (Agent Experience Optimization). Search 15,400+ indexed tools before adding them to your workflow.

A ship gate that runs before any production deploy: checks the silent failure modes that make a deploy 'succeed' while prod stays broken, then verifies the live revision instead of trusting deploy out

Before accepting an agent's 'done / shipped / fixed' claim, verify it against ground truth (git ancestry + the commit's own diff) using the DOS kernel's `dos verify` and `dos commit-audit` — never the

A comprehensive procurement coaching system designed for global buyers sourcing from 1688.com. Transform from novice to confident importer with practical frameworks for supplier assessment, strategic

Write a factory acceptance test (FAT) plan or report — test coverage matrix against spec, AQL sampling plan, pass/fail criteria, golden-sample handling, deviation log, and sign-off structure. Use when

Use this skill when a quality engineer, supplier-quality engineer, or manufacturing engineer needs to draft an 8D corrective action report for a nonconformance, SCAR, customer complaint, or recurring

Route tasks to specialized AI agents with anti-duplication, quality gates, and 30-minute heartbeat monitoring

Use when explicit CrossFrame output needs review for reasoning fidelity, evidence boundaries, source anchors, concept drift, article collapse, or repair steps.

Post-process AI-generated text through the unslop CLI to strip AI writing patterns before publishing

ISO 9001:2015 Quality Management System implementation, internal audit, and CAPA management. Use when implementing a QMS from scratch, conducting gap assessment against ISO 9001:2015 clauses 4–10, pla

Use when a task requires exhaustive unabridged output, complete files, or strict prevention of placeholders and skipped code.

Six Sigma methodology reference — DMAIC process, statistical tools, control charts, and capability analysis. Use when running improvement projects, analyzing process variation, or preparing for Six Si

Universal React dashboard audit — detect hardcoded values, tier bypasses, stale components, and onboarding inconsistencies before users see them.

Document control system management for medical device QMS. Covers document numbering, version control, change management, and 21 CFR Part 11 compliance. Use for document control procedures, change con

ISO 13485 internal audit expertise for medical device QMS. Covers audit planning, execution, nonconformity classification, and CAPA verification. Use for internal audit planning, audit execution, find

CAPA system management for medical device QMS. Covers root cause analysis, corrective action planning, effectiveness verification, and CAPA metrics. Use for CAPA investigations, 5-Why analysis, fishbo

用户在纠结"要不要装UV镜保护镜头"、问"UV镜有没有用"、或发现照片有炫光 想排查原因时调用。不适用于滤光镜创意使用（应调用其他滤光镜相关skill） 或纯器材购买建议。 Invoke when the user is debating "should I put a UV filter on my lens," asks "is a UV filter useful," or has lens

Mandatory quality assurance for all dev work before publishing. Use BEFORE deploying any project to production. Validates build, tests browser functionality, checks mobile responsiveness, and ensures

Write audit-safe NDIS progress notes with goal referencing, generate compliant shift note templates, identify correct support catalogue line item codes, and troubleshoot NDIS claiming errors for Austr

Stop AI agents from secretly bypassing your rules. Mechanical enforcement with git hooks, secret detection, deployment verification, and import registries. Born from real production incidents: server

军用电机质量检验助手 | 根据GJB标准生成检验规程，覆盖来料检验、过程检验、成品检验、出厂检验全流程

DeAI — Improve AI-drafted text to sound naturally human. Three-layer editing: remove overused filler phrases, restructure for natural rhythm, mark positions for authentic personal voice. Adds review m

多视角代码审�?- 安全(OWASP)/性能/正确�?风格，每视角输出严重级别+修复建议，支持PASS/BLOCK裁定

Use when the user asks to investigate a deviation down to its cause: брак в партии, инцидент в проде, срыв срока, рекламация клиента. Says: разбери причину отклонения, проведи анализ пять почему, сост

Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conduc

测试驱动开发 - 严格红/绿/重构循环，一次一个垂直切片，测试先行。含pytest/mock示例和覆盖率检查

ISO 9001:2015 Quality Management System Certification Assistant - Parse client documents, perform gap analysis, and auto-generate compliant documents (Chinese/English bilingual)

统计假设检验工具；支持正态性检验(Shapiro-Wilk/K-S)、t检验(单样本/独立/配对)、卡方检验(拟合优度/独立性)、ANOVA、Levene检验、Mann-Whitney U检验；自动计算统计量、p值、置信区间与效应量；提供结果解释指南

为通用制造行业产品生成完整质量计划文档，涵盖质量目标、管控流程、检测标准、风险评估等12个模块，支持大纲确认与多轮修改，输出Markdown和HTML两种企业级排版格式；当用户需要制定产品质量计划、质量控制方案、质量管理文件或质量规划文档时使用

PDCA+ISO9001质量管理决策系统技能 - 基于PDCA循环和ISO9001质量体系的AI决策质量管控技能，实现任务全生命周期管理、标准化流程、持续改进

辅助用户完成A3改善报告；通过强制交互收集信息、逐步追问验证、生成可编辑的HTML格式报告，适用于生产现场改善、质量问题分析等场景