Skill rating

Discovers recurring patterns buried in your codebase — similar logic written three different ways, duplicated validation in five controllers, the same error handling copy-pasted across twelve files. S

Cognitive Debt Guard - Prevent the 23.5% incident spike from AI-generated code. Comprehension gates, review frameworks, and AI-free zones. Based on 2026 research.

Xiaobai Workflow Enforcer - Mandatory workflows for AI Agents. Design before code. Test before implement. Verify before claim. Inspired by Superpowers (161K stars).

Configurable quality evaluation for AI agent outputs. Define criteria, run evaluations, track quality over time. No LLM-as-judge, no API calls, pattern-based automated checks.

Convert Markdown content to images automatically with GitHub styling, full Chinese support, smart pagination, emoji support, and syntax highlighting. Supports height-based pagination and JPEG quality

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

Audit and fix provenance in knowledge base notes. Ensure every factual claim has an inline citation with date and source.

Detect personality drift, sycophancy creep, and capability degradation in AI agents before they become problems. Tracks behavior metrics over time against healthy baselines.

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

Social media pre-flight checker. Scans any draft post against 30+ platform-specific invisible rules and outputs PASS/WARN/FAIL per rule with exact fix suggestions. Like a linter for content. Covers Re

Check image DPI and intelligently upscale low-resolution images using super-resolution

Generates a tailored .pre-commit-config.yaml by analyzing your project's language stack, existing linting tools, and CI setup. Detects Python/JS/TS/Go/Rust/Terraform/Docker/Shell/SQL and picks the rig

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

迭代优化器 - 原创技能。自动评估和改进AI生成的代码，通过多轮迭代达到最优结果。适用于代码优化、性能调优、质量提升等场景。

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

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

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

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

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

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

幻觉检测器 - 原创技能。检测AI生成代码中的幻觉内容，包括不存在的API、错误的参数、虚假引用等。适用于代码审查、AI编程辅助、质量保证等场景。

工作流验证器 - 在执行前验证工作流的正确性、安全性和完整性。基于Karpathy法则，强调先思考、保持简单、目标驱动的原则。适用于代码审查、工作流执行、任务规划等场景。

自动化Code Review工厂 — GitHub PR审查全流程自动化，从提交到修复到合并，一站式质量门禁。

高质量学术综述自动生成器。支持 arXiv 实时搜索、新颖性检测、质量控制循环、自动优化。每小时生成 10+ 页高质量综述。

Evidence-first structured review with source-tiered claims. For code, notes, agent output, and research. Inspired by gstack methodology and gbrain source-tiering.

AI 代码审查门禁 — 对 git diff 执行全面的静态分析，覆盖功能正确性、安全性、 性能、可读性、可维护性、测试覆盖、文档同步 7 个维度。按 Critical / Important / Minor 三级严重度输出结构化报告，存在 Critical 问题时门禁阻塞（exit code 1）。

代码质量检测器 - 检测代码异味、复杂度、安全漏洞、风格规范等 | Code Quality Guardian - Detect code smells, complexity, security vulnerabilities and style issues

审查近期代码变更，检查 bug、安全隐患并提出改进建议。针对 git diff 中的暂存或未暂存更改提供可操作的反馈。

在修改任何文件后（包括删除功能），自动进行两次独立验证（测试/编译/运行检查/文档或配置检查），确保无误才结束。本技能应默认应用于所有文件修改任务。 / After any file changes (including feature removal), automatically perform two independent verifications (tests/compilation/

生成全因子与部分因子实验方案；支持自定义因子/水平数、分辨率设置及CSV导出，用于实验设计与数据分析；覆盖DOE、正交实验、田口方法等常见设计

8D问题解决报告生成工具，采用分步引导+对话式信息收集模式，生成结构化详细报告，适用于汽车等行业质量问题分析场景；覆盖D1-D8八大步骤

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

辅助APQP项目管理全流程；支持项目阶段定义、文档生成（FMEA/PPAP/控制计划）、甘特图可视化、风险分析与知识库查询；适用于制造业产品质量规划全流程

客诉质量复盘分析；当用户需要客诉台账分析、售后质量问题复盘、投诉统计报告生成或客诉异常清单分析时使用；覆盖数据清洗、统计分析与改善建议

质量体系文件管控助手。聚焦文件管控生命周期——编号体系设计、审批与变更流程、文件矩阵/受控清单生成、记录留存期限判定、外来文件受控、版本与作废判断。生成为主+轻交互，纯文字MD输出，企业专属信息标"待企业补充"。不替代iso9001-qms-generator等文档内容生成类技能。

生产现场隐患排查与整改跟踪；用于日常安全检查、隐患录入、统计分析、整改任务管理及合规性评估；帮助企业建立隐患闭环管理机制

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

自动化质量成本分析工具，支持Excel/CSV多Sheet数据读取、智能列识别、数据清洗、四大分类计算、自动图表选择和HTML报告输出；当用户需要质量成本分析、成本结构拆解、趋势分析或质量成本报告时使用

帮助零基础用户通过交互式问答完成ISO31000合规风险评估与应对；当用户需要风险识别、风险分析、风险应对或生成风险管理报告时使用

辅助FMEA 2019版分析；帮助用户完成失效模式识别、RPN计算、风险等级评估与预防措施跟踪；支持DFMEA、PFMEA、SFMEA全场景

将客户需求转化为产品设计规范和质量目标的质量管理工具；当用户需要构建质量屋(VOC分析)、评估需求优先级或计算技术权重时使用

深度分析8D报告每一步骤质量，重点评价D4根因分析工具应用、D3流/遏制措施、D5/D6纠正预防措施的有效性与逻辑性；当SQE或质量工程师需要对供应商/内部8D报告进行评审、发现不足并提出改进建议时使用

基于质量月度数据生成专业的质量月报；当用户需要生成质量月报、汇总月度测试成果、进行多月数据对比分析时使用