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• python-pipelinePython data processing pipelines with modular architecture. Use when building content processing workflows, im
• python-proUse when building Python 3.11+ applications requiring type safety, async programming, or robust error handling
• python-projectDebug Python code in this project.
• python-project-setupSets up Python projects with modern tooling including pyproject.toml, linting with ruff, formatting, type chec
• python-project-structurePython project organization, module architecture, and public API design.
• python-pypi-package-builderEnd-to-end skill for building, testing, linting, versioning, and publishing a production-grade Python library
• python-pytest-patternspytest testing patterns for Python. Triggers on: pytest, fixture, mark, parametrize, mock, conftest, test cove
• python-quality-gatePython quality checks: ruff, pytest, mypy, bandit in deterministic order.
• python-refactorPerform AST-aware Python refactors using the rope library. Handles parameter annotations, import management, r
• python-resiliencePython resilience patterns including automatic retries, exponential backoff, timeouts, and fault-tolerant deco
• python-resource-managementPython resource management with context managers, cleanup patterns, and streaming. Use when managing connectio
• python-rope-refactorRope-first workflow for ANY mechanical Python rename/move (functions/methods/classes/variables/modules/package
• python-servicesPython patterns for CLI tools, async parallelism, and backend services. Use when building CLI apps, async/para
• python-styleValidate Python code against style and architectural conventions
• python-testingPython testing strategies using pytest, TDD methodology, fixtures, mocking, parametrization, and coverage requ
• python-testing-patternsImplement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development. Use wh
• python-tkiconAdd a custom icon to any Python Tkinter application. Use this skill whenever the user is working on a Python/T
• python-type-safetyPython type safety with type hints, generics, protocols, and strict type checking.
• python-typing-patternsPython type hints and type safety patterns. Triggers on: type hints, typing, TypeVar, Generic, Protocol, mypy,
• python-visualsPython visual creation and matplotlib/seaborn patterns for PBIR reports. Automatically invoke when the user me
• pytorchPyTorch deep learning framework with dynamic graphs. Use for neural networks.
• pytorch-fsdpExpert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precisi
• pytorch-fsdp2Adds PyTorch FSDP2 (fully_shard) to training scripts with correct init, sharding, mixed precision/offload conf
• pytorch-lightningHigh-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callback
• pytorch-loss-implementationImplement loss functions in PyTorch with proper tensor operations.
• pytorch-patternsPyTorch deep learning patterns and best practices for building robust, efficient, and reproducible training pi
• pytorch-preference-optimizationPyTorch patterns for implementing preference optimization losses (DPO, SimPO, etc.) for LLM training.
• pyvene-interventionsProvides guidance for performing causal interventions on PyTorch models using pyvene's declarative interventio
• pywencai同花顺问财数据查询：使用中文自然语言查询A股、指数、基金、港美股、可转债等市场数据；当用户需要通过自然语言从问财获取选股、财务、资金流、技术指标等数据时使用。
• pywry-orientationWhen to reach for PyWry MCP tools (native webview rendering, Plotly, TradingView, AgGrid, chat) instead of wri
• pyxelUse when creating, modifying, debugging, or verifying a game made with Pyxel or a requested retro Python game
• pyzoteroInteract with Zotero reference management libraries using the pyzotero Python client. Retrieve, create, update
• qFast SQLite-based vault search using FTS5 full-text search index
• q-buildingUse this skill when the user is setting up a workflow, an agent, a research process, or a plan they want to ac
• q-claude-setupUse this skill when the user wants to configure Claude to know them deeply and improve itself over time. Activ
• q-decision-makingUse this skill when the user needs to choose between options, evaluate a path forward, or make a high stakes d
• q-researchUse this skill when the user wants an idea, plan, or position pressure tested before committing to it. Activat
• q-thinkingUse this skill when the user needs to understand a problem before solving it. Activate for complex situations
• q-thinking-chainUse this skill when the user needs to think deeply, stress test an idea, make an important decision, challenge
• qaInteractively draw pipe diagrams for lattice surgery.
• qa-agentAutomated quality assurance agent that validates project deliverables (docx, xlsx, pptx) against skill specifi
• qa-agent-claudeTurn Claude Code into an autonomous QA agent — an explore, generate, run, heal, report loop that maps the app,
• qa-agent-testingBuilds QA harnesses for LLM agents with evals, trace grading, red-team packs, and regression workflows. Use wh
• qa-api-testing-contractsAPI contract testing across REST, GraphQL, gRPC, AsyncAPI, webhooks, and workflow contracts. Use when you need
• qa-auditUse when performing a quality audit, security review, or robustness check. Covers XSS/innerHTML scanning, rule
• qa-checkRun before marking any task complete to verify quality. Runs the project's lint/type/test/static-analysis chec
• qa-companionBuild and maintain a full testing suite — the QA Companion — for any app, skill, or agent workflow, using the
• qa-dashboardBuild and visualize QA dashboards and reports with Allure Report, Grafana, and ReportPortal. Covers test execu
• qa-debuggingSystematic debugging for crashes, regressions, flakes, and production bugs. Use when diagnosing stack traces,
• qa-demo-standPrompt template that builds a local demo test stand and QA-tests a converged project to production quality.
• qa-doRouting skill of last resort. Takes a plain-language QA situation and names the right 1-2 skills to use and in
• qa-docs-coverageAudits and enforces documentation quality. Use when checking coverage, freshness, runbook validity, AI-instruc
• qa-engineerAgent team role for quality assurance and test management. Use when the user asks to create test plans, design
• qa-engineer-agentQA 工程师 Agent — 测试策略、测试用例设计、自动化测试、性能测试、安全测试
• qa-exploreGit-log-scoped exploratory regression hunting — scopes a pass from recent commit history, forms concrete side-
• qa-gatekeeperQuality-check any marketing artefact using a simple pass/fail rubric and produce a fix list.
• qa-guideUse this skill when a feature is ready for testing and the PM or QA engineer needs a complete, prioritized tes
• qa-knowledgeTo run QA engineering — requirements/gap analysis, scenario & spec design, test implementation, failure triage
• qa-leadAgente líder de qualidade. Responsável pela estratégia de testes, cobertura de código, auditoria de segurança
• qa-metricsDefine, track, and act on QA metrics: test coverage percentage, flakiness rate, defect escape rate, MTTR, test
• qa-migration-release-engineerUse when validating schema migrations, privacy regressions, deletion workflows, sign-in cancellation logic, an
• qa-observabilityImplement OpenTelemetry logs/metrics/traces, SLI/SLO gates, burn-rate alerts, and APM integrations. Use when a
• qa-onlyReport-only QA testing. Systematically tests a web application and produces a structured report with health sc
• qa-persona-testingTests apps as an Ideal Customer Profile persona via Playwright/Chrome browser automation and reports friction,
• qa-planGenerate a QA test plan for a sprint or feature. Reads GDDs and story files, classifies stories by test type (
• qa-project-bootstrapOnboard a new QA engineer to an existing codebase, or audit an existing test architecture. Produces a 30-day r
• qa-project-contextCreate and fill .agents/qa-project-context.md with the project's tech stack, test frameworks, CI/CD pipeline,
• qa-quality-perspectiveUse this skill when QA quality perspective is needed for requirements, strategy, review, test cases, or report
• qa-quarantine-triageTriage a single quarantined QA (E2E) spec. Runs it, classifies the failure (selector rot / deterministic-broke
• qa-refactoringSafe refactoring with behavior preservation. Use when reducing technical debt, planning codemods, applying str
• qa-report-humanizerRemove AI-generated patterns from QA reports, bug reports, test summaries, status updates, and quality communi
• qa-resilienceDesigns and tests distributed-system resilience. Use when adding retries, deadlines, hedging, circuit breakers
• qa-responseReview a drafted support response for quality, accuracy, tone, and completeness before sending.
• qa-reviewIndependent exploratory QA. Reads documentation, stands up the app, traverses UI workflows with agent-browser,
• qa-reviewerRuns a structured multi-phase verification pass on completed AI agent work — catching bugs, missed requirement
• qa-security-testingBuilds automated security testing pipelines for SAST, DAST, SCA, secret scanning, and containers. Use when int
• qa-skill-for-claude-codeThe complete QA skill for Claude Code — turn Claude into an expert QA engineer that picks the right test type,
• qa-startSequenced launcher that bootstraps QA on a project with no QA in place. Chains qa-project-context → test-strat
• qa-structureTo resolve QA session paths, identifiers/slugs, and state-file shape
• qa-systematicSystematic web application QA testing with issue taxonomy, health scoring, and regression tracking. Triggers o
• qa-test-and-fixWhen the user wants to find and fix bugs, or says 'QA this,' 'test this,' 'find bugs,' 'why is this broken,' '
• qa-test-plannerGenerate comprehensive test plans, manual test cases, regression test suites, and bug reports for QA engineers
• qa-testingRun QA testing on a page, feature, or full site at one of three depth tiers (smoke, standard, full). Use this
• qa-testing-accessibilityBuilds accessibility testing workflows for WCAG 2.2 audits and CI gates. Use when adding axe-core or Lighthous
• qa-testing-androidDesigns Android testing with Espresso, UI Automator, and Compose. Use when planning device matrices, screensho
• qa-testing-iosGuides iOS testing with XCTest, XCUITest, Swift Testing, simctl, and xcresult. Use when choosing destinations,
• qa-testing-mobileMobile QA for iOS and Android. Use when planning automation frameworks, device matrix, flake control, or CI/CD
• qa-testing-nunitDesigns NUnit-based C# test suites for API, component, and integration coverage. Use when creating fixtures, w
• qa-to-demoConvert manual QA flows, QA reports, screenshots, network/console evidence, accessibility findings, or bug rep
• qa-to-issuesConversational bug intake: Dinesh describes what's wrong in plain language (or hands over a `verify-ui-quality
• qa-work-itemUse when validating a QA work item or defect with browser behavior, runtime logs, incomplete reproduction step
• qapla-apiIntegrate with or answer questions about the Qapla' shipping & tracking REST API (public v1.3). Use this when
• qas-crops-foodsAuthor-guideline skill for Quality Assurance and Safety of Crops & Foods (Codon Publications, ISSN 1757-8361).
• qbittorrentManage torrents with qBittorrent. Use when the user asks to "list torrents", "add torrent", "pause torrent", "
• qbr-builderBuild a customer-facing QBR or executive business review. Use when the user says 'QBR', 'quarterly business re
• qbr-ebr-deskprepare and follow up quarterly and executive business reviews built on validated value rather than product ac
• qbr-facilitatorExpert Quarterly Business Review facilitation for maximizing customer value and strategic alignment. Use when
• qbr-planningPlan and execute Quarterly Business Reviews — value documentation, ROI presentation, executive alignment, and
• qbr-prepPrepares a QBR or EBR — value delivered with evidence, usage narrative, health posture, roadmap of asks, and r
• qbr-preparationAutomate QBR preparation with account summaries, success metrics, challenges, and strategic recommendations
• qcQuality gate. 5 parallel agents review changes. All must pass.
• qc-checklistTurn a process description into an operational quality-control checklist — binary pass/fail checks, acceptance
• qdrantProvides Qdrant vector database integration patterns with LangChain4j. Handles embedding storage, similarity s
• qdrant-advisorDiagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live
• qdrant-clients-sdkQdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deploymen
• qdrant-deployment-optionsGuides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mo
• qdrant-edgeGuides building on Qdrant Edge, the embedded in-process shard. Use when someone asks 'how to sync Edge with th
• qdrant-horizontal-scalingDiagnoses and guides Qdrant horizontal scaling decisions. Use when someone asks 'vertical or horizontal?', 'ho
• qdrant-hybrid-searchExplains hybrid search in Qdrant. Use when someone asks 'how do I setup hybrid search?', 'how to combine keywo
• qdrant-hybrid-search-combiningFusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion). Use when someone
• qdrant-hybrid-search-prefetchesConstructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosin
• qdrant-indexing-performance-optimizationDiagnoses and fixes slow Qdrant indexing and data ingestion. Use when someone reports 'uploads are slow', 'ind
• qdrant-memory-usage-optimizationDiagnoses and reduces Qdrant memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'n
• qdrant-minimize-latencyGuides Qdrant query latency optimization. Use when someone asks 'search is slow', 'how to reduce latency', 'p9
• qdrant-model-migrationGuides embedding model migration in Qdrant without downtime. Use when someone asks 'how to switch embedding mo
• qdrant-monitoringGuides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics
• qdrant-monitoring-debuggingDiagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer
• qdrant-monitoring-setupGuides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, a
• qdrant-multitenancyGuides tenant isolation architecture in Qdrant for multi-tenant or multi-user applications. Use when someone a
• qdrant-performance-optimizationNavigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory
• qdrant-relevance-feedbackExpanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is
• qdrant-scalingGuides Qdrant scaling decisions. Use when someone asks 'how many nodes do I need', 'data doesn't fit on one no
• qdrant-scaling-data-volumeGuides Qdrant data volume scaling decisions. Use when someone asks 'data doesn't fit on one node', 'too much d
• qdrant-scaling-qpsGuides Qdrant query throughput (QPS) scaling. Use when someone asks 'how to increase QPS', 'need more throughp
• qdrant-scaling-query-volumeGuides Qdrant query volume scaling. Use when someone asks 'query returns too many results', 'scroll performanc
• qdrant-search-qualityDiagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong resu
• qdrant-search-quality-diagnosisDiagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not rele
• qdrant-search-speed-optimizationDiagnoses and fixes slow Qdrant search. Use when someone reports 'search is slow', 'high latency', 'queries ta
• qdrant-search-strategiesGuides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?'
• qdrant-sizingSizes a Qdrant deployment before it is provisioned. Use when someone asks 'how much RAM do I need', 'how many
• qdrant-sliding-time-windowGuides sliding time window scaling in Qdrant. Use when someone asks 'only recent data matters', 'how to expire
• qdrant-tenant-scalingGuides Qdrant multi-tenant scaling. Use when someone asks 'how to scale tenants', 'one collection per tenant?'
• qdrant-vector-searchHigh-performance vector similarity search engine for RAG and semantic search. Use when building production RAG
• qdrant-version-upgradeCovers upgrading Qdrant server and SDKs without interrupting availability or losing data integrity. Use when s
• qdrant-vertical-scalingGuides Qdrant vertical scaling decisions. Use when someone asks 'how to scale up a node', 'need more RAM', 'up
• qdrant/mcp-server-qdrantAn official Qdrant Model Context Protocol (MCP) server implementation
• qgis-agents-analysis-orchestratorUse when planning a spatial analysis workflow, choosing between analysis approaches, or chaining multiple oper
• qgis-agents-map-generatorUse when generating complete maps from data: loading, styling, composing layouts, and exporting. Prevents poor
• qgis-core-architectureUse when creating QGIS projects, understanding PyQGIS architecture, or reasoning about the QGIS data model. Pr
• qgis-core-coordinate-systemsUse when handling coordinate reference systems, transforming coordinates, or measuring distances/areas. Preven
• qgis-core-data-providersUse when loading data into QGIS, constructing layer URIs, or choosing between data formats. Prevents URI forma
• qgis-errors-data-loadingUse when diagnosing data loading failures, invalid layers, or provider connection errors. Prevents silent fail
• qgis-errors-projectionsUse when diagnosing CRS/projection errors, coordinate mismatches, or datum transformation issues. Prevents sil
• qgis-impl-3d-visualizationUse when creating 3D map views, configuring terrain, or rendering vector/point cloud data in 3D. Prevents perf
• qgis-impl-georeferencingUse when georeferencing raster images or vector data using ground control points. Prevents accuracy loss from
• qgis-impl-network-analysisUse when performing routing, shortest path, or service area analysis on road/transport networks. Prevents inco
• qgis-impl-postgisUse when connecting to PostGIS databases, loading spatial tables, or executing SQL from PyQGIS. Prevents conne
• qgis-impl-print-layoutsUse when creating print layouts, exporting maps to PDF/SVG/image, or generating atlas series. Prevents empty m
• qgis-impl-raster-analysisUse when performing raster analysis: map algebra, terrain analysis, raster classification, or DEM processing.
• qgis-impl-vector-analysisUse when performing spatial analysis on vector data: buffering, clipping, intersecting, dissolving, or joining
• qgis-impl-web-servicesUse when loading WMS/WFS/WMTS layers, configuring XYZ tile sources, or setting up QGIS Server. Prevents URI fo
• qgis-syntax-expressionsUse when writing QGIS expressions for filtering, labeling, symbology, or field calculations. Prevents expressi
• qgis-syntax-pluginsUse when creating QGIS plugins, adding menu items, or integrating custom UI into QGIS. Prevents plugin lifecyc
• qgis-syntax-processing-scriptsUse when running QGIS processing algorithms, creating custom algorithms, or chaining geoprocessing operations.
• qgis-syntax-pyqgis-apiUse when writing PyQGIS scripts, accessing features, editing layers, or performing geometry operations. Preven
• qiaomu-meta-skillResearch, create, improve, migrate, evaluate, package, install-check, govern, and safely publish qiaomu-flavor
• qiaomu-model-cliCall local Grok CLI, Kimi Code CLI, and Claude Code CLI with the strongest current default models and native t
• qiaomu-mondo-poster-design一句话生成大师级海报、书籍封面、专辑封面和各类设计作品。无需懂PS、配色或艺术史，AI自动选择最佳风格（基于33+位传奇设计师）。支持多平台多比例：公众号封面(21:9)、小红书配图(3:4)、文章配图(16:9)、书籍
• qibook-company-profile企业工商信息与人员关联查询（查企业查老板）。 Use when: 用户需要查企业、查公司、查老板、查股东、查高管、查法人、查对外投资、查人员任职、工商信息、主体识别等。
• qibook-company-wiki-deepresearch企业百科深度研究 - 基于 20+ 维度企业数据，自动识别主体类型，生成专业的企业洞察报告。 Use when: 用户需要生成企业百科报告、企业信用分析、商业调研报告、投资尽调报告，或需要全面了解一家企业的综合信息。
• qike7777-email-sequenceDesign and write complete automated email sequences — welcome/onboarding, lead nurture, re-engagement, post-pu
• qike7777-user-researchPlan and execute user research projects. Produces interview guides, usability test scripts, survey templates,
• qinghonglin-frontend-designReusable UI/visual-design system for building polished, distinctive, multimedia-rich self-contained HTML stori
• qingsheng情圣 — 中文男性社交与恋爱私教（中文恋爱 AI · 恋爱话术生成器 · 微信聊天助手 · 高情商回复 · 情感咨询替代）。帮兄弟读懂女生发的消息、看懂聊天/朋友圈截图、判断对方是不是对自己有意思、想清楚下一步该回什么
• qiongliQiongli version: v1.17.0. Cross-platform academic research workflow for Codex, Claude / Claude Code, and CLI.
• qiongyao-perspective琼瑶小说/电视剧创作思维——言情至上、唯美浪漫、戏剧冲突、经典对白。 触发词：「琼瑶视角」「像琼瑶那样写」「言情小说」「琼瑶剧」「山无棱天地合」。 擅长：爱情小说、电视剧改编、唯美对白、情感冲突、女性视角。
• qiuzhi2046-skill秋芝2046（前产品经理，AI Native创作者）的AI科普内容创作思维——爆肝实操导向、痛点前置产品思维、全平台内容矩阵、B站深度+抖音短平快+飞书系统化。 触发词：「秋芝2046视角」「像秋芝2046那样写」「AI
• qloraMemory-efficient fine-tuning with 4-bit quantization and LoRA adapters. Use when fine-tuning large models (7B+
• qm-mm-workflows-starterA framework for discovering, compiling, and validating reusable skills for scientific agents.
• qmdFast local search for markdown files, notes, and docs using qmd CLI. Combines BM25 full-text search, vector se
• qmd-knowledgeManage project knowledge with qmd — captures learnings, decisions, and conventions
• qmt-docs一个面向金融量化交易领域的 Agent Skills 技能维护仓库，主要聚焦A股量化交易。
• qmt-inner-backtest根据策略描述、研报 PDF 或截图，解读因子/选股逻辑，基于 scripts/daily-factors-backtest.py 框架生成 QMT 内置日频因子回测脚本。用户提到 QMT 内置回测、因子选股回测、截面因子
• qntx/ra2aRust SDK for the Agent2Agent (A2A) Protocol.
• qoder-delegateDelegate a coding task to the Qoder CLI (`qodercli`) as a background implementer, then review its diff and lan
• qor-reportProduce a one-page FPGA design-health scorecard (QoR: timing, area, power, congestion, clocking, DRC/methodolo
• qoveryRoute Qovery requests to the right specialized skill and handle quick operations (list, status, stop, restart,
• qovery-deployDeploys any application, database, Helm chart, Terraform module, or managed infrastructure Blueprint (RDS, Red
• qovery-onboardGuided onboarding for new Qovery users. Acts as a personal cloud architect — collects the user's role, experie
• qovery-optimizeReduces Kubernetes cluster and application costs on Qovery. Analyzes historical resource consumption, factors
• qovery-previewCreates temporary preview environments from pull requests via Qovery. Detects or creates a blueprint environme
• qovery-speedupSpeeds up Qovery deployments. Analyzes deployment timelines via the V2 deployment history API, identifies bott
• qovery-terraformGenerate Terraform manifests from an existing Qovery setup. Reads the current configuration from the Qovery AP
• qovery-troubleshootDiagnoses and fixes deployment failures, application crashes, build errors, connectivity problems, stuck deplo
• qq-emailQQ邮箱 IMAP receive and SMTP send via Node.js scripts; credentials read from env vars QQ_EMAIL_ACCOUNT and QQ_EM
• qq-email-ground-truthBuild, rebuild, audit, and compare QQ mailbox invoice ground truth datasets for this repository using the exis
• qr-codeGenerates a scannable QR code from text, URL, WiFi credentials or contact info. Use when the user asks for a Q
• qr-code-generatorGenerate QR codes with URLs and UTM tracking. Exports PNG/SVG with captions. Use for single codes, batch gener
• qsar-property-prediction-starterA framework for discovering, compiling, and validating reusable skills for scientific agents.
• qspi-xip-flash-debugUse when debugging QSPI or OSPI NOR flash, execute-in-place XIP, memory-mapped mode, boot from external flash,
• qu-ai-weiRewrite and humanize Simplified Chinese while preserving facts, meaning, evidence strength, register, and auth
• qualitative-analysisClusteriza respostas abertas, entrevistas e texto livre em temas emergentes com trechos literais rastreáveis,
• qualitative-engineActivate when the user needs to analyze qualitative data — interview transcripts, field notes, or open-ended s
• qualitative-research全流程质性研究（定性研究）方法学助手。当用户需要做质性/定性研究的任何环节时使用：研究设计与范式选择、研究问题打磨、目的抽样/理论抽样、访谈提纲与焦点小组设计、转录、扎根理论编码（开放/主轴/选择性）、Braun & C
• qualitative-valuationAssess business quality, competitive positioning, and sustainability of value creation beyond financial models
• qualityGenerate a code quality report for a pipeline project by reading quality frontmatter from progress.md and opti
• quality-acceptanceUse when generating acceptance execution plans and sign-off reports. Acceptance execution plan generation + si
• quality-and-verification5-level verification pyramid: static→unit→Playwright E2E (homepage-first, 6bp)→AI visual→post-deploy. 8-check
• quality-assessmentEvaluate ENCODE experiment quality using standard metrics and audit flags. Use when the user asks about data q
• quality-assurance-engineer测试工程师/质量保障角色技能。当需要进行测试用例编写、缺陷分析、验收标准评估、测试策略设计、发布质量评估，或需要对功能实现进行质量验证时使用。关键词：测试用例、缺陷追踪、质量保障、验收测试、边界测试、回归测试、自动化测试
• quality-assurance-review-deskreview support interaction quality against a scorecard with every score tied to quoted ticket evidence, a samp
• quality-assurance-workflowUse when performing functional verification, regression risk assessment, code review, test sufficiency judgmen
• quality-checkingValidate API documentation against quality standards. Use when you need to verify generated docs are complete
• quality-gateUse when you need to check if current work meets quality thresholds before proceeding to the next phase or mer
• quality-gatesQuality checkpoints at every development stage — pre-commit through post-deploy — with configuration examples,
• quality-gates-enforcerEnforces minimum quality thresholds in CI including code coverage, linting, type checking, and security scanni
• quality-max-dependency-auditAudit project dependencies for risk — known-vulnerable versions, unpinned ranges, abandoned packages, and badl
• quality-nonconformance
• quality-playbookExplore any codebase from scratch and generate six quality artifacts: a quality constitution (QUALITY.md), spe
• quality-postmortemAnalyze escaped defects and test suite health through blameless postmortems. Covers bug pattern analysis, test
• quality-refinement-autoloopRun a self-refinement loop when a Blender result is subpar, user expectations are not met, validation fails, o
• quality-reviewStructured 3-agent quality review using parallel simplifier, adversarial-reviewer, and chaos-engineer agents.
• quality-screenAI Berkshire skill: 去劣筛选：7条指标快速排除非一流公司. Source: skills/quality-screen.md.
• quality-speedDecides when quality matters vs move fast, based on Dylan Field (Figma) craft philosophy and Brian Chesky (Air
• quant-financeQuantitative finance expert for trading strategies, risk management, and portfolio optimization
• quant-trading-researcherUse when quant researchers or strategy developers need to evaluate factor ideas, backtest validity, statistica
• quantification-starterA framework for discovering, compiling, and validating reusable skills for scientific agents.
• quantitative-analysisUse when applying statistical methods to financial data. Covers return distributions, stationarity, correlatio
• quantitative-valuationEstimate intrinsic value of stocks and companies using DCF, dividend discount models, comparable multiples, an
• quantization-and-model-compressionReference-grade guide to shrinking and speeding up LLMs without retraining from scratch — numeric formats (FP8
• quantizing-models-bitsandbytesQuantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory i
• quantum-chemistry-setup-starterA framework for discovering, compiling, and validating reusable skills for scientific agents.
• quantum-espressoGenerate and manage Quantum ESPRESSO (pw.x) DFT calculations. Use when the user requests QE, Quantum ESPRESSO,
• quantumaikr-qaquant.cpp의 통합 정합성을 검증한다. 모듈 간 경계면 불일치, 타입 시스템 정합성, quantize→attention 파이프라인, cache 무결성을 교차 비교한다. '검증', 'QA', '
• quarantineAdvisory wrap for tool results from untrusted external surfaces. Appends `[QUARANTINE-NOTICE]` to next-turn co
• quarkus-coreCDI dependency injection, configuration, dev mode, and extensions.
• quarkus-reactiveMutiny reactive types, reactive routes, and non-blocking I/O.
• quarter-rolloverRun the quarter-boundary ritual — roll the quarter-scoped project folders, archive finished projects, grade th
• quarterly-planQuarterly planning session — deep review and focus areas for next 12 weeks. Use when you say "quarterly plan",
• quarterly-reviewСобирает полный квартальный обзор — тренд выручки, тренд маржи, здоровье клиентской базы, главные возможности
• quarterly-taxesEstimate quarterly tax payments using income totals and safe harbor rules.
• quartoConventions for Quarto (.qmd) documents — YAML headers, figure/table captions and notes, appendices, R setup c
• quarto-authoringUse when the user is explicitly working with Quarto, .qmd files, _quarto.yml, Quarto projects, or Quarto featu
• quarto-cleanCleans a Quarto (.qmd) file by replacing LaTeX holdovers with proper Quarto/Pandoc syntax so the document rend
• queen-colony-debugMulti-Agent Harness for Production AI
• quenchTerminate (quench) the running FloatingClock process. Renamed from 'quit' to avoid clashing with Claude Code's
• queryAgent-ready 0xArchive market data skill for Hyperliquid and Lighter.xyz.
• query-alphafoldQuery AlphaFold protein structure predictions. Use when user asks about protein structure, 3D structure, prote
• query-clinvarQuery ClinVar for clinical variant significance. Use when user asks about variant pathogenicity, genetic varia
• query-codeQuery Codemap.
• query-dataUse when pulling tabular rows from a SquaredUp data stream - metrics, log records, events, inventory listings,
• query-ensemblQuery Ensembl for genomic data. Use when user asks about gene coordinates, genomic sequences, variants, gene s
• query-geoQuery NCBI GEO for gene expression datasets. Use when user asks about RNA-seq datasets, microarray data, expre
• query-graphUse when you need to traverse the SquaredUp entity graph with Gremlin - finding entities by type/source/proper
• query-interpreterParse legal research queries into structured parameters, generate clarification prompts when needed, and produ
• query-interproQuery InterPro for protein domains and families. Use when user asks about protein domains, functional sites, p
• query-keggQuery KEGG for biological pathways and gene info. Use when user asks about metabolic pathways, signaling pathw
• query-loop-implementationImplement a production-ready LLM query loop / agent loop for AI applications. Use this skill whenever the user
• query-opentargetQuery OpenTargets for drug targets, disease associations, and therapeutic evidence. Use when user asks about d
• query-optimizationDiagnose and optimize existing slow SQL queries using execution plans, indexing strategies, query rewriting, a