The library

doccraft-queue-audit · When you need to detect blocked work and identify what can run in parallel after adding or editing dependencies.

doccraft-session-wrap · When a design or research thread concludes and you want to freeze decisions into durable docs without manual drafting.

doccraft-story · When you need a structured, machine-readable backlog item linked to dependencies and roadmap rows.

digital-art · Digital artists needing guidance on medium choice (raster vs vector) without per-tool tutorials.

sculpture-3d · Sculptors (digital and physical) wanting material guidance and workflow without per-tool tutorials.

aminer-rec5 · Delivering personalized paper recommendations to researchers in Feishu without exposing recommendation logic.

entrepreneurship-and-innovation · Identifying which new ventures exploit genuine disruption vs incremental improvement.

design-system · Multi-page projects maintaining visual consistency across designers and platforms.

remotion-transitions · Creating multi-clip videos programmatically without expensive video software.

computational-thinking · Tackling novel algorithmic problems when no pre-built library fits.

cognitive-biases · Making better decisions in uncertain conditions by accounting for how brains systematically misthink

creative-thinking · Generating solutions when standard approaches have been exhausted or constraints have changed

data-visualization · When creating charts, designing dashboards, critiquing visualizations, or choosing how to display data.

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

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

experimental-design-ds · When designing experiments, planning a/b tests, calculating sample sizes, or reasoning about causation from data.

statistical-modeling · When fitting models, testing hypotheses, or selecting among competing statistical explanations.

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

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

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

media-creation · Moving learners from media consumers to active producers by grounding craft in accessibility and attribution.

behavioral-economics · Explaining why people make systematic economic errors and where policy nudges are most effective.

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

infinite-gratitude · Comprehensive research on a topic by parallelizing across multiple discovery angles

design-process · Defining complex engineering problems with multiple competing objectives before design

sustainability-design · Evaluating trade-offs between energy source, land use, and social outcomes when strong sustainability constraints (climate, pollinators) are binding.

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

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

api-designer · Creating consistent, well-documented REST APIs with clear contract definitions.

journey-map · Visualizing customer experience across touchpoints and identifying improvement opportunities.

palette-stylist · When you need cohesive, accessible color systems from reference images and vibes.

feature-forge · When baseline model accuracy plateaus and feature engineering is the remaining leverage.

accessibility-patterns · When using accessibility patterns in skill contexts.

delivery.release_notes · When shipping a release and need consistent, value-oriented communication for customers or internal teams.

ac-spec-parser · When loading structured specs (YAML/JSON/Markdown) and extracting requirements for feature generation.

prompt-engineer · When tuning LLM behavior via prompt design, few-shot demonstrations, or chain-of-thought guidance.

rag-architect · When building domain-specific QA systems that ground responses in corpus documents via semantic search.

empathy-mapping · Synthesizing research into stakeholder profiles during empathize phase of design.

design-thinking-ps · Problem framing, user research, prototyping, iterative testing, or ill-structured problem solving

autoresearch · Multi-hypothesis research requiring tight iteration between rapid experiments and systematic discovery.

claude-typescript-sdk · Integrating Claude into TypeScript backends and Node.js scripts.

earth-life-systems · When you need to design long-term ecological studies or extract causal claims from field observations.

history-philosophy-science · When teaching or designing science curricula and need historical/philosophical grounding.

3d-interaction-design · When designing immersive/VR interfaces where 2D principles fail.

embodied-computing-and-constructionism · Teaching abstract spatial concepts (geometry, recursion) by having learners build concrete artifacts in immersive spaces.

immersive-environment-design · Authoring VR/AR experiences where presence and legibility matter; ensures physical body comfort and sight-line guidance.

world-building-block-paradigms · Designing scalable voxel worlds where modular, repeated block structures reduce manual effort.

api-design · Creating APIs that agents and humans consume reliably when predictability beats cleverness.

design-thinking · Designing solutions that solve real problems for real people, not just technically elegant systems.

emerging-tech · Evaluating novel tech claims when you want to separate signal from hype and zeitgeist.