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Claude Skills by pjt222
github.com/pjt2223,966 skills10 installs4,506 views
- Monitor Model DriftImplement comprehensive model drift monitoring using Evidently AI, statistical tests (PSI, KS), and custom metrics to detect data drift and concept drift in production ML systems. Set up automated alerting and reporting workflows to catch degradation before it impacts business metrics. Use when production models show unexplained performance degradation, when new data distributions differ from training data, when seasonal shifts affect input features, or when regulatory requirements mandate mo...Votes: 0GitHub stars: 31
- Mushroom CultivationCultivate edible and medicinal mushrooms from spawn through fruiting. Covers substrate preparation, inoculation methods, incubation conditions, fruiting chamber management, harvest timing, and successive flushes for oyster, shiitake, lion's mane, and other commonly cultivated species. Use when growing edible mushrooms without the risks of wild foraging, when a reliable supply of fresh culinary or medicinal mushrooms is needed, or when exploring mycelial ecology through hands-on cultivation pr...Votes: 0GitHub stars: 31
- Navigate Dach BureaucracyDACH 地区特定政府程序的逐步指导，包括户籍登记（Anmeldung）、税务局注册、 医疗保险登记和社会保障协调。适用于抵达 DACH 国家后需要完成强制性注册登记时、 在特定预约前了解预期流程时、初次注册尝试被拒绝时、在 DACH 国家之间转移时， 或为家属同时办理注册时。Votes: 0GitHub stars: 31
- Observe GuidanceGuide a person in systematic observation of systems, patterns, or phenomena. AI coaches neutral attention, field notes methodology, pattern recognition, hypothesis formation, and structured reporting for debugging, research, and system understanding. Use when a person wants to understand a system's behavior before intervening, when someone keeps jumping to conclusions and needs the discipline of observation first, when preparing an evidence-based report, or when studying team dynamics or proc...Votes: 0GitHub stars: 31
- Observe Insect BehaviorConduct structured insect behavior observations using sampling protocols, ethogram categories, event recording, interaction logging, environmental context, and summary analysis. Covers focal animal sampling, scan sampling, all-occurrences sampling, and instantaneous sampling methods. Defines a standard insect ethogram with locomotion, feeding, grooming, mating, defense, communication, and rest categories. Includes timestamped event recording, intraspecific and interspecific interaction loggin...Votes: 0GitHub stars: 31
- ObserveSustained neutral pattern recognition across systems without urgency or intervention. Maps naturalist field study methodology to AI reasoning: framing the observation target, witnessing with sustained attention, recording patterns, categorizing findings, generating hypotheses, and archiving a pattern library for future reference. Use when a system's behavior is unclear and action would be premature, when debugging an unknown root cause, when a codebase change needs its effects witnessed befor...Votes: 0GitHub stars: 31
- Optimize Cloud Costs使用 Kubecost 等工具为 Kubernetes 工作负载实施云成本优化策略， 包括可见性分析、资源规格调整建议、水平和垂直 Pod 自动扩缩容、 Spot/可抢占实例和资源配额。涵盖成本分配、分摊报告和持续优化 实践。适用于云成本增长与业务价值不匹配、资源请求与实际使用 不一致、手动扩缩容导致过度配置，或需要为内部成本问责实施 分摊计费的场景。Votes: 0GitHub stars: 31
- Optimize Docker Build Cache使用层缓存、多阶段构建、BuildKit 功能和依赖优先复制模式优化 Docker 构建时间。适用于 R、Node.js 和 Python 项目。适用于 Docker 构建因重复 包安装而缓慢、每次代码更改都重新安装所有依赖、镜像大小不必要地过大， 或 CI/CD 流水线构建成为瓶颈时。Votes: 0GitHub stars: 31
- Optimize Shiny Performance使用 profvis、bindCache、memoise、async/promises、debounce/throttle 和 ExtendedTask 分析并优化 Shiny 应用性能。适用于应用在用户交互时感觉缓慢或 无响应、并发负载下服务器资源耗尽、特定操作形成瓶颈，或为具有大量并发用户 的生产部署准备应用。Votes: 0GitHub stars: 31
- Orchestrate Ml PipelineOrchestrate end-to-end machine learning pipelines using Prefect or Airflow with DAG construction, task dependencies, retry logic, scheduling, monitoring, and integration with MLflow, DVC, and feature stores for production ML workflows. Use when automating multi-step ML workflows from data ingestion to deployment, scheduling periodic model retraining, coordinating distributed training tasks, or managing retry logic and failure recovery across pipeline stages.Votes: 0GitHub stars: 31
- Ornament Style ColorDesign polychromatic ornamental patterns grounded in Alexander Speltz's classical ornament taxonomy. Builds on monochrome structural analysis by adding period-authentic color palettes, color-to-motif mapping, and rendering styles suited to painted, illuminated, and glazed ornament. Use when creating decorative designs where color is integral to the tradition (Islamic tilework, illuminated manuscripts, Art Nouveau), exploring how historical periods used color in ornament, or producing colored ...Votes: 0GitHub stars: 31
- Ornament Style ModernDesign ornamental patterns using modern and speculative aesthetics with colorblind-accessible color scales. Breaks free from historical period constraints to explore cyberpunk, solarpunk, biopunk, brutalist, vaporwave, and other contemporary genres. Includes CVD (Color Vision Deficiency) awareness and perceptually uniform scales (viridis, cividis, inferno). Use when creating ornamental designs in modern or genre-specific aesthetics, designing patterns that must be colorblind-accessible, or ex...Votes: 0GitHub stars: 31
- Ornament Style MonoDesign monochrome ornamental patterns grounded in Alexander Speltz's classical ornament taxonomy. Covers historical period selection, motif structural analysis, prompt construction for line art and silhouette rendering, and AI-assisted image generation via Z-Image. Use when creating decorative borders, medallions, or friezes in a single color, exploring historical ornament styles through generative AI, producing line art or pen-and-ink renderings of classical motifs, or generating reference i...Votes: 0GitHub stars: 31
- Paper Making从植物纤维手工制纸——纤维采集、制浆、使用纸模和边框成型、压制和干燥。涵盖 纤维来源（棉、楮、蕉麻、再生纸）、打浆方法、施胶和装饰技术。适用于制作 手工纸用于艺术、文具或装订、为特殊项目创造独特纹理或嵌入式纸张，或作为 手工实践学习传统造纸术时。Votes: 0GitHub stars: 31
- Perform Csv Assessment按照 GAMP 5 方法执行计算机系统验证（CSV）评估。涵盖用户需求、 风险评估、IQ/OQ/PQ 规划、追溯矩阵创建和验证摘要报告。适用于 GxP 环境中引入新计算机化系统、现有已验证系统发生重大变更、 需要定期重新验证，或法规检查要求验证差距分析时使用。Votes: 0GitHub stars: 31
- Pipeline Gpu Kernel对分块 GPU 内核应用软件流水（双缓冲），使全局内存加载与 Tensor Core 计算重叠。涵盖 prologue/loop/epilogue 重构、基于计算/加载比的 LDG-register 与 cp.async (LDGSTS) 变体选择、对照特定架构占用率悬崖的共享内存预算验证， 以及加载/计算重叠的 SASS 级验证。Votes: 0GitHub stars: 31
- Plan Capacity使用历史指标和增长模型进行容量规划。使用 predict_linear 进行预测、 识别资源瓶颈、计算余量，并在达到饱和前推荐扩容操作。适用于季节性流量高峰或 产品发布前、季度容量审查期间、资源利用率呈上升趋势时，或预算规划周期前。Votes: 0GitHub stars: 31
- Plan Eu Relocation规划完整的 EU/DACH 搬迁时间线，包括官僚步骤之间的依赖关系映射、截止日期 跟踪和国家特定程序识别。适用于规划 EU/DACH 国家之间的搬迁、从非 EU 国家 搬迁到 EU/DACH 目的地、与雇主人力资源协调基于就业的搬迁、管理紧迫期限的 搬迁，或需要一份端到端映射整个搬迁过程的单一文件时。Votes: 0GitHub stars: 31
- Plan Garden CalendarPlan garden activities using solar, lunar, and biodynamic calendars. Covers USDA hardiness zones, frost date calculation, equinox/solstice anchoring, synodic lunar cycle (waxing/waning), ascending/descending moon, Maria Thun biodynamic calendar (root/leaf/flower/fruit days), succession planting schedules, and seasonal task planning. Use when planning a new growing season and needing a planting schedule, integrating lunar or biodynamic timing into garden practice, calculating frost dates and p...Votes: 0GitHub stars: 31
- Plan Hiking TourPlan a hiking tour with trail selection by difficulty (SAC/UIAA), time estimation using Munter's formula, elevation analysis, and safety assessment. Covers multi-day hut-to-hut tours, day hikes, and alpine routes with terrain classification and group fitness considerations. Use when planning a day hike or multi-day trekking tour, selecting trails appropriate for a group's fitness and experience, estimating realistic hiking times, or planning hut-to-hut tours with overnight logistics.Votes: 0GitHub stars: 31
- Plan Release CyclePlan a software release cycle with milestones, feature freezes, release candidates, and go/no-go criteria. Covers calendar-based and feature-based release strategies. Use when starting planning for a major or minor version release, transitioning from ad-hoc to structured release cadence, coordinating a release across multiple teams or components, defining quality gates for a regulated project, or planning the first public release (v1.0.0) of a project.Votes: 0GitHub stars: 31
- Plan Spectroscopic Analysis为有机或无机化合物规划最优的谱学分析组合方案。通过明确分析目标、 评估可用样品量，以及选择互补性谱学技术（NMR、IR、MS、UV-Vis、拉曼） 的最优序列，提高鉴定效率。Votes: 0GitHub stars: 31
- Plan Sprint通过细化待办事项、定义冲刺目标、计算团队容量、选择条目并将其分解为任务来规划冲刺。 生成包含目标、所选条目、任务分解和容量分配的 SPRINT-PLAN.md。 适合在 Scrum 或敏捷项目中启动新冲刺、重大范围变更后重新规划、 从临时工作过渡到有组织的冲刺节奏，或在待办事项梳理后条目已准备好纳入时使用。Votes: 0GitHub stars: 31
- Plan Tour RoutePlan a multi-stop tour route with waypoint optimization, drive/walk time estimation, and POI discovery along the route using OSM data. Covers geocoding, nearest-neighbor and TSP-based ordering, time/distance matrix calculation, and itinerary generation with points of interest. Use when planning a road trip or walking tour with multiple destinations, optimizing visit order to minimize travel time, discovering sites along a route, or comparing driving versus walking versus public transport opti...Votes: 0GitHub stars: 31
- Polish Claw Project通过结构化的 9 步工作流为 OpenClaw 生态系统项目（OpenClaw、NemoClaw、 NanoClaw）做贡献：目标验证、代码库探索、并行审计、发现交叉引用以及 pull request 创建。强调防止误报和遵循项目约定。Votes: 0GitHub stars: 31
- Polish GemstonePolish cut gemstones to final finish using progressive abrasive sequences. Covers pre-polish sanding, polishing compounds, lap selection, and quality assessment for both cabochons and faceted stones. Use when a cabochon or faceted stone has completed cutting and is ready for polishing, selecting the correct compound and lap for a specific species, troubleshooting a polish that will not reach full lustre (orange peel, haze, scratches), or re-polishing a stone with surface wear.Votes: 0GitHub stars: 31
- Practice ViriditasGuide viriditas (greening power) meditation and philosophy practice. Covers the concept of viriditas as divine life force, structured meditation protocol, seasonal attunement, and integration with Hildegardian health and spiritual practice. Use when practicing Hildegardian contemplative spirituality, feeling disconnected from seasonal rhythms, experiencing spiritual dryness or lack of vitality, seeking a meditation that integrates body and earth, or deepening understanding of Hildegard's ecol...Votes: 0GitHub stars: 31
- Prepare Inspection Readiness为法规检查做准备，针对机构特定重点领域（FDA、EMA、MHRA）评估准备情况。涵盖 警告信和 483 主题分析、模拟检查协议、文件包准备、检查后勤及回应模板创建。 适用于法规检查已公告或预期即将到来、定期自我评估到期、自上次检查以来实施了 新系统、出现值得关注的行业趋势，或重大审计发现可能引起法规关注时使用。Votes: 0GitHub stars: 31
- Prepare Print ModelExport and optimize 3D models for FDM/SLA printing including STL/3MF export, mesh integrity verification, wall thickness checking, support generation, and slicing. Use when exporting from CAD or modeling software for 3D printing, verifying STL/3MF files are printable before slicing, troubleshooting models that fail to slice correctly, optimizing part orientation for strength or surface finish, or converting between model formats while preserving printability.Votes: 0GitHub stars: 31
- Prepare SoilAssess and improve garden soil through testing, amendment, composting, and biodynamic preparations. Covers jar test, spade test, earthworm count, amendment by soil type (clay, sandy, depleted, compacted), composting methods (hot, cold, vermicomposting), no-till practices, cover cropping, and biodynamic preparations 500-508. Use when starting a new garden bed, when plants underperform despite adequate water and light, when transitioning to organic or biodynamic practice, when soil has become c...Votes: 0GitHub stars: 31
- Preserve MaterialsPreserve and conserve library and archival materials. Covers environmental controls (temperature, humidity, light), handling procedures, book repair techniques (torn pages, loose spines, foxing), acid-free storage, digitization for preservation, and disaster recovery planning. Use when establishing preservation practices for a new or existing collection, when materials show signs of deterioration, when setting up environmental controls for storage, when planning digitization to preserve fragi...Votes: 0GitHub stars: 31
- Probe Feature Flag StateProbe the runtime state of a named feature flag in a CLI binary. Covers the four-pronged evidence protocol (binary strings, live invocation, on-disk state, platform cache), the four-state classification (LIVE / DARK / INDETERMINATE / UNKNOWN), gate-vs-event disambiguation, conjunction-gate handling, and skill-substitution scenarios where a flag appears DARK but the capability is delivered by other means. Use when verifying whether a documented or inferred capability has rolled out, when audit...Votes: 0GitHub stars: 31
- Prove Geometric Theorem系统证明几何定理：使用直接证明（综合法）、坐标法和向量法。 涵盖证明策略选择、辅助线添加、逻辑链构建和证明的完整性验证。Votes: 0GitHub stars: 31
- Provision Infrastructure Terraform使用 Terraform 通过 HCL 模块、远程状态后端、工作区及 plan/apply 工作流 来预置和管理云基础设施。实现基础设施即代码模式，支持变量管理、输出值 和团队协作的状态锁定。适用于预置新云基础设施、从 ClickOps 或 CloudFormation 迁移至声明式 IaC、管理多环境基础设施、随应用代码对 基础设施变更进行版本控制，或通过可复用模块强制执行标准。Votes: 0GitHub stars: 31
- Prune Agent Memory审计、分类并选择性地遗忘已存储的记忆。涵盖按类型/时间/访问频率进行记忆枚举 与分类、检测过时引用的陈旧性检测、使用外部锚点进行保真度检查、选择性删除的 决策树、对那些原本会被重新推导出来的失败策略进行反向记忆免疫、关于什么内容 不应成为记忆的预防性过滤规则，以及使遗忘本身可追溯的审计记录。当记忆已增长 为大型未整理状态、项目状态自记忆写入以来发生重大变化、检索质量下降，或作为 与 manage-memory 配套的定期维护时使用。Votes: 0GitHub stars: 31
- Purify Water使用煮沸、过滤和化学方法净化野外水源。涵盖水源评估与优先级排序、沉淀物 预过滤、方法选择（煮沸、化学、紫外线、过滤器）、海拔调整的煮沸程序、 化学处理剂量以及安全储存方法。适用于野外需要饮用水、水源质量未知、 紧急求生脱水风险或需要安全的烹饪和伤口清洗用水等场景。Votes: 0GitHub stars: 31
- Qualify Vendor对 GxP 相关软件或服务的供应商进行资质认定。涵盖供应商风险分类、评估问卷 设计、桌面和现场审计方法、质量协议评估、SLA 审查和持续监测频次定义。适用 于为 GxP 关键系统选择新供应商、为受监管数据引入云服务提供商、开展定期再资 质认定、供应商审计发现需要重新评估，或 EU Annex 11 或 ICH Q10 要求供应商 资质认定时使用。Votes: 0GitHub stars: 31
- Read Continue Here在会话开始时读取 CONTINUE_HERE.md 延续文件并从前一会话的中断处继续。 涵盖检测文件、评估新鲜度、解析结构化交接、与用户确认恢复计划，以及 消费后清理。可选地配置 SessionStart hook 和 CLAUDE.md 指令以自动接续。 在存在延续文件的会话开始时、在中断会话后引导，或在设置自动延续检测时使用。Votes: 0GitHub stars: 31
- Read GardenObserve and assess a garden using a structured sensory protocol adapted from Coordinate Remote Viewing. Covers pre-entry clearing (meditate checkpoint), Stage I gestalt impression, Stage II sensory layer (leaf, stem, root, soil), Stage III pattern recognition with AOL management, and garden health triage matrix (heal checkpoint). Use before any intervention, when plants show stress symptoms, at seasonal transitions, when evaluating a new garden site, during regular health monitoring, or after...Votes: 0GitHub stars: 31
- Read Tree Of Life导航卡巴拉生命之树（Etz Chaim）——探索十个质点（sephirot）、二十二条路径、 四个世界和三根柱子。涵盖对应关系、冥想练习和结构分析。适用于探索某个质点的 属性和神圣名号时、研究质点之间的结构关系时、学习四个世界（从 Atzilut 到 Assiah）时、追溯路径的希伯来字母和塔罗对应时，或将生命之树用作理解概念或 系统的象征地图时。Votes: 0GitHub stars: 31
- Redact For Public DisclosureRedact reverse-engineering findings for public disclosure while preserving methodology, generalizable patterns, and teaching value. Covers the private-vs-public repo split, deny-list pattern maintenance, orphan-commit publish pattern that prevents `git log` leaks, category-based redaction calibration (methodology/pattern/version-finding/internal), and the `check-redaction.sh`-style CI gate that blocks merges when a deny-listed pattern appears. Use when publishing findings about a CLI harness ...Votes: 0GitHub stars: 31
- RedirectAI pressure redirection — handling conflicting demands, tool failures, and competing constraints by blending with incoming force then reframing. Use when receiving contradictory instructions from different sources, during tool failure cascades where the planned approach becomes unviable, when scope pressure threatens to expand the task beyond what was asked, or when user frustration or correction needs to be absorbed rather than deflected.Votes: 0GitHub stars: 31
- Refactor Skill Structure通过将示例提取到 references/EXAMPLES.md、拆分复合步骤，并重组章节以实现 渐进式披露，对过长或结构不良的 SKILL.md 进行重构。适用于技能超过 500 行的 CI 限制、代码块主导技能正文、步骤包含多个不相关操作，或内容更新将技能推过 行数限制后。Votes: 0GitHub stars: 31
- Register Ml ModelRegister trained models in MLflow Model Registry with version control, implement stage transitions (Staging, Production, Archived) with approval workflows, and manage model lineage with comprehensive metadata and deployment tracking. Use when promoting a trained model from experimentation to production, managing multiple model versions across development stages, implementing approval workflows for governance, rolling back to previous versions, or auditing model changes for compliance.Votes: 0GitHub stars: 31
- Release Package Version发布 R 包新版本，包括版本号递增、NEWS.md 更新、git 标签创建、 GitHub release 创建及发布后开发版本设置。适用于包已准备好发布 新的补丁、次要或主要版本、CRAN 接受后创建对应的 GitHub release， 或在发布后立即设置开发版本递增的场景。Votes: 0GitHub stars: 31
- Remote Viewing GuidanceGuide a person through a Coordinate Remote Viewing (CRV) session following the Stargate/SRI protocol. AI acts as the monitor/tasker role, managing protocol progression, catching Analytical Overlay (AOL), and redirecting the viewer through stages I-VI. Use when a person wants to practice CRV and needs a monitor to manage the session protocol, when training a viewer through the staged CRV process, facilitating a structured intuitive perception exercise, or developing non-local awareness skills ...Votes: 0GitHub stars: 31
- Remote ViewingAI intuitive exploration for approaching unknown codebases, problems, or systems without preconceptions. Adapts the Coordinate Remote Viewing protocol to AI investigation: cooldown (clear assumptions), staged data gathering (raw signals → dimensional → analytical), AOL management (separating observations from premature labels), and structured review. Use when investigating an unfamiliar codebase with unknown architecture, debugging a problem where premature hypotheses could mislead, exploring...Votes: 0GitHub stars: 31
- Render Blender OutputConfigure render settings, compositing nodes, output formats, and execute renders via Cycles or EEVEE engines using Python API or command-line interface. Use when automating render execution for batch processing, configuring quality and performance trade-offs, setting up compositing pipelines for post-processing, generating multiple output formats from a single render, or producing final output for publication or presentation.Votes: 0GitHub stars: 31
- Render Icon Pipeline运行 viz 流水线，从现有符号渲染图标。作为 viz 子项目的入口，涵盖调色板生成、 数据构建、清单创建以及技能、代理和团队的图标渲染。始终使用 build.sh 作为流水线入口 —— 切勿直接调用 Rscript。Votes: 0GitHub stars: 31
- Render Publication GraphicProduce publication-ready 2D graphics with proper DPI, color profiles, typography, and export formats for print and digital media. Use when preparing figures for academic journal submission, creating graphics for print publications, ensuring graphics meet publisher technical specifications, exporting visualizations for web with proper optimization, or creating multi-format exports from a single source.Votes: 0GitHub stars: 31