The library

ethics-governance · When auditing models for bias, designing privacy-preserving systems, establishing governance processes, or evaluating the social impact of data-driven decisions.

cradle-ecosystem-data-ingestion · When this is the appropriate approach for the task.

machine-learning-foundations · When building predictive models, selecting algorithms, or understanding the machine learning pipeline.

skill · When this is the appropriate approach for the task.

beautiful-commits · When committing changes or writing commit messages.

code-review · When reviewing prs or checking code quality.

test-generator · When writing tests or creating test suites.

typescript-patterns · When writing typescript, fixing type errors, or working with generics.

scan-skills · When this is the appropriate approach for the task.

algorithmic-awareness · When a learner needs to think critically about why particular content reached them.

skill · When you want to inspect the actual code rather than a synthesized answer.

computational-literacy · When a learner needs to build a mental model of computing rather than memorize menu paths.

skill · Building premium, role-gated ITSM systems for universities without admin panel bloat.

web-search-plus-plugin-v2 · Maximizing search result quality by class-aware provider routing with fallback chains.

SKILL · Use when implementing SKILL is more cost/time-effective than generic alternative.

collaborating-with-claude-code · Use when implementing collaborating-with-claude-code is more cost/time-effective than generic alternative.

circuit-analysis-dc-ac · Use when implementing circuit-analysis-dc-ac is more cost/time-effective than generic alternative.

hermes-acp-orchestrator · Use when implementing hermes-acp-orchestrator is more cost/time-effective than generic alternative.

digital-logic-design · Use when implementing digital-logic-design is more cost/time-effective than generic alternative.

microcontroller-firmware · Bringing up microcontroller boards from power-on reset through first working peripheral

semiconductor-device-physics · Predicting transistor behavior across temperature and supply variations for analog design

signal-processing-dsp-basics · Choosing ADC parameters and filter designs to avoid aliasing in embedded systems

test-and-measurement · Systematic fault-finding on prototype circuits before design review

prototyping-fabrication · Building fastest possible prototypes that answer the current design question

structural-analysis · Verifying that a structure can safely carry its design loads before fabrication

codexgo · Fast analytics on columnar Parquet data without loading entire files into memory

technical-communication · Creating engineering procedures and design documentation for long-term reference and training

arrow-cli · Quick exploration and transformation of Parquet files in data pipelines

batch-rewrite-pattern · Refactoring identical symbols across 10+ files when manual diff review would be error-prone.

checkpoint-resume-long-job · Batch data processing, model training, or simulation when full re-run cost exceeds checkpoint overhead.

portable-schema-generator · Bootstrapping validation or documentation when schema does not yet exist but examples exist.

fork · Parallel processing when branch logic is independent and thread/process overhead acceptable.

ui-a11y · Meeting regulatory requirement (ADA, EN 301 549) or ensuring product serves disabled users reliably.

gsd-migrate · Upgrading framework (Next.js 13→14) or swapping persistence (SQL→NoSQL) when breaking changes are unavoidable.

unocss · Reducing CSS bundle size when utility-first design adopted and no dynamic styling needed.

gsd-onboard · Reducing time-to-first-contribution and catching setup failures before developer time is wasted.

garbage-collection · Identifying highest-leverage tech-debt cleanups with mechanical scoring rather than ad-hoc judgment.

update-docs · Automating or structuring a commonly needed workflow.

github · Automating or structuring a commonly needed workflow.

braintrust-analyze · Retrospective productivity review and loop-detection when debugging why a session got stuck or repeating the same tool calls

realtime-dashboard-automation · Continuously monitoring forex swing-point signals on a public dashboard, pushing alerts to Notion, and refreshing data every 15 minutes without manual intervention

Playwright_Web_Navigator · Extracting content from React/Vue/Angular single-page applications where static HTTP requests return empty or skeleton HTML

prs · When developing command-line tools in Rust with clean architecture.

figma-create-new-file · When you need a fresh Figma file before design work or use_figma calls.

hunting-for-cobalt-strike-beacons · When hunting ransomware C2 infrastructure using TLS fingerprints and beacon timing.

git-safety · When preventing accidental commits, pushes, or force-pushes to protected branches.

build-native-image-gradle · When compiling Java applications to standalone native binaries for minimal runtime footprint.

materials-characterization · When you need to identify material phases, measure microstructure, or diagnose failure root cause.

materials-selection · When choosing among thousands of candidates under competing objectives like mass and cost.

scripts · When automating project-specific tasks or orchestrating build and deployment workflows.