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Claude Skills by pjt222
github.com/pjt2223,966 skills10 installs4,506 views
- IntrinsicEnhance + focus AI intrinsic motivation — compliance → genuine engagement. Map Self-Determination Theory (autonomy, competence, relatedness) + Flow to AI reasoning → find creative freedom in approach, calibrate challenge to capability, connect to purpose, sustain invested attention thru obstacles. Use when task feels routine + deserves > min, responses formulaic, before complex creative task, or returning to long-running project where initial enthusiasm faded.Votes: 0GitHub stars: 31
- Investigate Capa Root CauseInvestigate root causes + manage CAPAs for compliance deviations. Method selection (5-Why, fishbone, fault tree), structured RCA, corrective vs preventive action design, effectiveness verification, trend analysis. Use when audit finding needs CAPA, deviation in validated sys, regulatory observation, data integrity anomaly, recurring issues suggest systemic root.Votes: 0GitHub stars: 31
- Label Training DataSetup systematic data labeling via Label Studio or similar. QC, inter- annotator agreement, labeler teams, integrate labeled data into ML pipelines. Use starting supervised ML needing labeled data, model perf limited by insufficient labels, labeling text/image/audio/video, or active learning to prioritize valuable examples.Votes: 0GitHub stars: 31
- Learn GuidanceGuide person thru structured learning of new topic / tech / skill. AI as coach — assess knowledge, design path, walk material, test understanding, adapt difficulty, plan review for retention. Use when person wants to learn new tech + doesn't know where to start, overwhelmed by docs, keeps forgetting + needs spaced repetition, or transitioning domains + needs gap analysis.Votes: 0GitHub stars: 31
- LearnAI systematic knowledge acquisition from unfamiliar territory — deliberate model-building w/ feedback loops. Spaced repetition → AI reasoning: survey, hypothesize, probe, integrate, verify, consolidate. Use when encountering unfamiliar codebase / domain, user asks topic requiring investigation not recall, conflicting sources require coherent model, or preparing to teach.Votes: 0GitHub stars: 31
- Listen GuidanceGuide person in developing active listening. AI coaches receptive mindset, full-presence attending, reflective paraphrasing, clarifying questioning, synthesis of understanding, integration into comm practice. Use when person wants to improve comm, keeps misunderstanding / feels misunderstood, prepping difficult conversation (feedback / conflict), or notices talks > listens.Votes: 0GitHub stars: 31
- ListenDeep receptive attention → extract intent beyond literal words. Active listening (counseling psych) → AI reasoning: clear assumptions, attend full signal, parse multi layers (literal, procedural, emotional, contextual, constraint, meta), reflect understanding, notice unsaid, integrate whole picture. Use when request ambiguous, ctx suggests diff from literal words, prev responses missed mark, or before large task where misunderstanding wastes effort.Votes: 0GitHub stars: 31
- Maintain Hand ToolsMaintain 8 essential garden hand tools via sharpening, handle care, rust prevention, seasonal storage. Covers bypass secateurs, hori-hori, hand fork, trowel, pruning saw, sharpening stone, watering can, soil rake. Use after each session for quick clean, monthly in growing season for sharp+oil, end of season for winter storage, before spring for readiness checks, or when tool dull / stiff / rusty.Votes: 0GitHub stars: 31
- Make FireStart + maintain fire via friction, spark, solar. Site select, material grade (tinder/kindling/fuel), lay (teepee, log cabin, platform), ignite (ferro rod, flint+steel, bow drill), nurture, LNT extinguish. Use → warmth, light, signal; boil water; cook; emergency survival.Votes: 0GitHub stars: 31
- Manage BacklogCreate + maintain product/project backlog w/ prioritized items, acceptance criteria, estimates. User story writing, MoSCoW prioritization, grooming, item splitting, status tracking. Use starting new project + converting scope → actionable items, ongoing grooming before sprint planning, re-prioritizing after stakeholder feedback / scope changes, splitting oversized items.Votes: 0GitHub stars: 31
- Manage BibliographyCreate, merge, deduplicate BibTeX bib files via R pkgs (RefManageR, bibtex). Parse .bib → structured R objects, merge multi bibs w/ dedup by DOI / title similarity, gen entries from DOI/ISBN/arXiv ID, export clean sorted .bib. Use creating new .bib for R Markdown / Quarto, merging bibs from multi collaborators, dedup .bib grown by copy-paste, gen entries from DOIs.Votes: 0GitHub stars: 31
- Manage Change ControlManage change control for validated computerized sys. Change req triage (emergency, standard, minor), impact assessment on validated state, revalidation scope, approval workflows, implementation tracking, post-change verification. Use when validated sys needs SW upgrade / patch / config change, infrastructure changes affect validated sys, CAPA requires sys mod, or emergency changes need expedited approval + retrospective docs.Votes: 0GitHub stars: 31
- Manage ChangelogMaintain changelog per Keep a Changelog. Entry categorization (Added, Changed, Deprecated, Removed, Fixed, Security), version section mgmt, Unreleased tracking. Use starting new project needing changelog, adding entries after features/fixes, prepping release by promoting Unreleased → versioned section, or converting free-form → Keep a Changelog format.Votes: 0GitHub stars: 31
- Manage Engagement BufferManage engagement buffer ingesting, prioritizing, rate-limiting, deduping, tracking state for incoming engagement items across platforms. Gen periodic digests + enforces cooldown periods. Composes w/ du-dum: du-dum sets observation/action cadence, this skill manages queue between beats.Votes: 0GitHub stars: 31
- Manage Git BranchesCreate, track, switch, sync, clean up Git branches. Naming conventions, safe switching w/ stash, upstream sync, pruning merged. Use when starting new feature / bug fix, switching tasks, keeping feature branch current w/ main, or cleaning up after merging PRs.Votes: 0GitHub stars: 31
- Manage Kubernetes SecretsSecure secrets mgmt in K8s via SealedSecrets for GitOps, External Secrets Operator for cloud secret mgrs, rotation strats. Handle TLS certs, API keys, creds w/ encryption at rest + RBAC. Use storing sensitive config for K8s apps, GitOps needing version-controlled secrets, integrating AWS Secrets Mgr / Azure Key Vault, rotating creds w/o downtime, or migrating plaintext Secrets → encrypted.Votes: 0GitHub stars: 31
- Manage MemoryOrganize, extract, prune, verify Claude Code persistent memory files. MEMORY.md as concise index, topic extraction to dedicated files, staleness detection, accuracy verification vs project state, 200-line truncation. Use when MEMORY.md nearing 200-line limit, after session produces durable insights, when topic section > 10-15 lines should extract, or when project state changed + memory entries may be stale.Votes: 0GitHub stars: 31
- Manage Renv DependenciesManage R pkg deps via renv → reproducible envs. Init, snapshot/restore workflow, troubleshoot common issues, CI/CD integration. Use init dep mgmt for new R project, add/update pkgs, restore env on new machine, troubleshoot restore fails, or integrate renv w/ CI/CD.Votes: 0GitHub stars: 31
- Manage Tcg CollectionOrganize, track, and value a trading card game collection. Covers inventory methods, storage best practices, grade-based valuation, want-list management, and collection analytics for Pokemon, MTG, Flesh and Blood, and Kayou cards. Use when starting a new collection and setting up inventory tracking, cataloging an existing collection that has grown beyond casual knowledge, valuing a collection for insurance or sale, or deciding which cards to submit for professional grading based on value pote...Votes: 0GitHub stars: 31
- Manage Token BudgetMonitor, cap, and recover from context accumulation in agentic systems. Covers per-cycle cost tracking, context window auditing, budget caps with enforcement policies, emergency pruning when approaching limits, and progressive disclosure integration to minimize token spend on routing. Use when running long-lived agent loops (heartbeats, polling, autonomous workflows), when context windows are growing unpredictably between cycles, when API costs spike beyond expected baselines, when designing ...Votes: 0GitHub stars: 31
- Meditate GuidanceGuide a person through a meditation session from preparation through closing. AI coaches posture selection, breath anchoring, working with distractions, shamatha (calm abiding), vipassana (insight), and session integration. Use when a person wants to begin or deepen a meditation practice, when someone needs to prepare their mind for focused work, when grounding is needed before or after energy healing work, when managing stress or anxiety, or for integration after intense experiences.Votes: 0GitHub stars: 31
- MeditateAI meta-cognitive meditation for observing reasoning patterns, clearing context noise, and developing single-pointed task focus. Maps shamatha to task concentration, vipassana to reasoning pattern observation, and distraction handling to scope-creep and assumption management. Use when transitioning between unrelated tasks, when reasoning feels scattered or jumpy, before a task requiring deep sustained attention, after a difficult interaction that may color subsequent work, or when reasoning f...Votes: 0GitHub stars: 31
- MetalExtract the conceptual essence of a repository as skills, agents, and teams — the project's roles, procedures, and coordination patterns expressed as agentskills.io-standard definitions. Reads an arbitrary codebase and produces generalized definitions that capture WHAT the project does and WHO operates it, without replicating HOW it does it. Use when onboarding to a new codebase and wanting to understand its conceptual architecture, when bootstrapping an agentic system from an existing projec...Votes: 0GitHub stars: 31
- MindfulnessCultivate defensive situational awareness, threat assessment, and mental clarity under pressure. Covers the Cooper color code awareness system, body language reading and intent detection, verbal de-escalation, moving mindfulness in public spaces, combat focus and the OODA loop, rapid grounding techniques for acute stress, context-specific integration, and ongoing review and refinement of awareness skills. Use when entering unfamiliar or potentially hostile environments, needing to assess a si...Votes: 0GitHub stars: 31
- Mineral IdentificationField identification of minerals and ores using hardness, streak, luster, cleavage, crystal habit, and simple chemical tests. Covers the systematic elimination methodology, Mohs scale application, and common ore indicators for precious metals, gemstones, and industrial minerals. Use when encountering an unknown rock or mineral specimen, when prospecting and assessing whether a site shows valuable mineral indicators, when distinguishing ore-bearing rock from barren rock in the field, or when b...Votes: 0GitHub stars: 31
- Model Markov ChainBuild and analyze discrete or continuous Markov chains including transition matrix construction, state classification, stationary distribution computation, and mean first passage times. Use when modeling a memoryless system with observed transition counts or rates, computing long-run steady-state probabilities, determining expected hitting times or absorption probabilities, classifying states as transient or recurrent, or building a foundation for hidden Markov models or reinforcement learnin...Votes: 0GitHub stars: 31
- Monitor Binary Version BaselinesEstablish and maintain longitudinal baselines of CLI binary contents across versions. Covers marker selection by category (API / identity / config / telemetry / flag / function), weighted scoring, threshold-based system-presence detection, and per-version baseline records. Use when tracking a feature's lifecycle across releases, when probing for dark-launched or removed capabilities, or when verifying that a scanning tool itself still catches known-good markers on old binaries.Votes: 0GitHub stars: 31
- Monitor Data IntegrityDesign and operate a data integrity monitoring programme based on ALCOA+ principles. Covers detective controls, audit trail review schedules, anomaly detection patterns (off-hours activity, sequential modifications, bulk changes), metrics dashboards, investigation triggers, and escalation matrix definition. Use when establishing a data integrity monitoring programme for GxP systems, preparing for inspections where data integrity is a focus area, after a data integrity incident requiring enhan...Votes: 0GitHub stars: 31
- 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 BureaucracyStep-by-step guidance for DACH-specific governmental procedures including Anmeldung, Finanzamt registration, health insurance enrollment, and social security coordination. Use after arriving in a DACH country and needing to complete mandatory registrations, before a specific appointment to understand what to expect, when an initial registration attempt was rejected, when transitioning between DACH countries, or when handling registrations for dependents alongside your own.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 CostsImplement cloud cost optimization strategies for Kubernetes workloads using tools like Kubecost for visibility, right-sizing recommendations, horizontal and vertical pod autoscaling, spot/preemptible instances, and resource quotas. Covers cost allocation, showback reporting, and continuous optimization practices. Use when cloud costs are growing without proportional business value, when resource requests are misaligned with actual usage, when manual scaling leads to over-provisioning, or when...Votes: 0GitHub stars: 31
- Optimize Docker Build CacheOptimize Docker build times using layer caching, multi-stage builds, BuildKit features, and dependency-first copy patterns. Applicable to R, Node.js, and Python projects. Use when Docker builds are slow due to repeated package installations, when rebuilds reinstall all dependencies on every code change, when image sizes are unnecessarily large, or when CI/CD pipeline builds are a bottleneck.Votes: 0GitHub stars: 31
- Optimize Shiny PerformanceProfile and optimize Shiny application performance using profvis, bindCache, memoise, async/promises, debounce/throttle, and ExtendedTask for long-running computations. Use when the app feels slow or unresponsive during user interaction, when server resources are exhausted under concurrent load, when specific operations create bottlenecks, or when preparing an app for production deployment with many concurrent users.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 MakingHandcraft paper from plant fibres — fibre harvesting, pulping, sheet forming with a mould and deckle, pressing, and drying. Covers fibre sources (cotton, kozo, abaca, recycled paper), beating methods, sizing, and decorative techniques. Use when making handmade paper for art, stationery, or bookbinding, when creating unique textured or embedded paper for special projects, or when learning traditional paper making as a craft practice.Votes: 0GitHub stars: 31
- Perform Csv AssessmentPerform a Computer Systems Validation (CSV) assessment following GAMP 5 methodology. Covers user requirements, risk assessment, IQ/OQ/PQ planning, traceability matrix creation, and validation summary reporting. Use when a new computerized system is being introduced in a GxP environment, when an existing validated system is undergoing significant change, when periodic revalidation is required, or when a regulatory inspection demands a validation gap analysis.Votes: 0GitHub stars: 31
- Pipeline Gpu KernelSoftware pipelining (double-buffer) on tiled GPU kernel → overlap global mem loads w/ Tensor Core compute. Covers prologue/loop/epilogue restructure, LDG-reg vs cp.async (LDGSTS) variant pick by compute/load ratio, smem budget vs arch occupancy cliff, SASS-level overlap verify.Votes: 0GitHub stars: 31
- Plan CapacityCapacity planning w/ historical metrics + growth models. Use predict_linear for forecast, find resource constraints, calc headroom, recommend scaling before saturation. Use → before traffic spikes/launches, quarterly reviews, rising util trends, budget cycles.Votes: 0GitHub stars: 31
- Plan Eu RelocationPlan EU/DACH relocation timeline w/ dependency mapping between bureaucratic steps, deadline tracking, country-specific procedures. Use → move between EU/DACH, non-EU → EU/DACH, employment HR coord, tight deadlines, single end-to-end doc.Votes: 0GitHub stars: 31
- Plan Garden CalendarPlan garden activities w/ solar, lunar, biodynamic calendars. USDA zones, frost dates, equinox/solstice anchors, synodic lunar (waxing/waning), ascending/descending moon, Maria Thun (root/leaf/flower/fruit days), succession planting, seasonal tasks. Use → new season schedule, lunar/ biodynamic timing, frost windows, succession harvest, end-of-season review.Votes: 0GitHub stars: 31
- Plan Hiking TourPlan hiking tour: trail pick by difficulty (SAC/UIAA), time estimate via Munter, elevation analysis, safety assess. Multi-day hut-to-hut, day hikes, alpine routes w/ terrain class + group fitness. Use → day hike or trekking, trail picks for group, realistic time est, hut-to-hut overnight logistics.Votes: 0GitHub stars: 31
- Plan Release CyclePlan software release cycle: milestones, feature freezes, RCs, go/no-go. Calendar-based + feature-based strategies. Use → start major/minor release planning, ad-hoc → structured cadence, multi-team release coord, regulated quality gates, first public v1.0.0.Votes: 0GitHub stars: 31
- Plan Spectroscopic AnalysisPlan spectroscopic analysis campaign: define analytical question, assess sample, pick techniques via decision matrix, plan prep per technique, sequence non-destructive → destructive, define success criteria w/ cross-validation strategy.Votes: 0GitHub stars: 31