The library

tool-and-machine · Tool justification and apprenticeship teaching where understanding the tool-machine spectrum matters.

workshop-practice · Workshop setup when efficiency over sustained periods depends on physical layout and tool discipline.

context-handoff · Multi-agent orchestration where agents must hand off work and restore full execution context.

ecosystem-alignment · Agent design review when the agent lives in a multi-stakeholder ecosystem with competing interests.

session-awareness · Resuming work after interruption when project state matters more than fresh context.

expository-writing · Academic papers, op-eds, and reports where logical rigor and audience trust depend on visible reasoning.

narrative-craft · Fiction and story-driven nonfiction where emotional truth and structural integrity matter equally.

poetry-form · Poets seeking formal discipline and readers wanting to understand how sound and structure create meaning.

research-writing · writing research papers, evaluating sources, constructing academic arguments, or teaching research methodology

revision-editing · Use when revising drafts, editing for clarity, running workshops, or teaching the revision process.

voice-style · Use when developing voice, analyzing style, adapting register, or teaching style awareness.

aminet-browser · Use when searching, browsing, or managing package collections.

kp-applied-domain · Guiding generation of Applied & Practical tier content across 10 subjects with real-world relevance.

kp-core-academic-domain · Structuring foundational knowledge across Math, Reading, Science, Social Studies, Arts, PE, Tech.

ml-paper-writing · Rapidly drafting ML papers with automatic figure integration and citation formatting.

kp-quality-review · Filtering low-quality tier packs before release; blocks unmet prerequisites.

kp-specialized-domain · Route specialized domain queries (philosophy, theology, arts, trades, astronomy) to correct curriculum pack.

systems-paper-writing · Structure a 10-12 page OSDI/SOSP/ASPLOS/NSDI/EuroSys paper with authoritatively grounded paragraph blueprints.

electronics · Route electronics learning queries from Ohm's law through PCB design to correct instructional module.

brainstorming-research-ideas · Move from vague curiosity to concrete, defensible research direction via problem-first vs. solution-first analysis and abstraction-ladder exploration.

adversarial-pr-review · Verify PR claims match actual implementation against approved spec before merge, detecting scope creep and divergences.

creative-thinking-for-research · Escape local-optimum thinking via bisociation, problem reformulation, and tension-resolution frameworks grounded in decades of creativity research.

commit-changes · Generate conventional, focused commits with context-aware message from current tree state without secrets leakage.

prompt-master · Create reproducible, version-controlled prompt templates with automated test coverage and performance tracking.

code-review · Perform effort-calibrated code review with bug hunting, reuse/simplification, and efficiency improvements.

commit-style · Retroactively enforce commit style (conventional commits, scoping, subject length) across existing commits.

decision-framework-invoker · High-stakes decisions where reversibility matters and second-order consequences are hard to see

.deepschema.SKILL.md.yml · Enforcing behavioral correctness in AI workflow skills without manual gate-keeping

gsd-guide · Reducing hesitation in GSD adoption by previewing what commands will do before running them

ux-feedback · Converting raw feedback into actionable design priorities with confidence

skill-integration · Ensure learned knowledge persists across sessions and subagent contexts without token bloat or unsafe refinements.

careful · Prevent accidental data loss in prod, shared environments, or when debugging live systems.

vision-to-mission · Convert strategic intent into concrete phases, tasks, and success criteria that a team can execute.

docs-page · Quick documentation authoring with consistent structure and frontmatter schema.

email-marketing · Automate email sequences with segmentation, A/B testing, and analytics.

finance-report · Creating concise quarterly financial reports with KPI masthead, revenue/burn charts, and P&L summary on one page.

firefox-desktop-frontend · Building Firefox desktop UI that reuses design system tokens, semantic HTML, and Fluent localization across platforms.

frame-glitch-title · Creating cyberpunk data-corruption title frames with RGB chromatic aberration and scanline noise for video transitions.

mfe-change · Computing instantaneous rates of change, accumulated quantities, and solutions to differential equations in continuous systems.

mfe-emergence · Analyzing chaos, bifurcations, fractals, and emergent behavior in nonlinear dynamical systems with quantified complexity metrics.

mfe-foundations · Defining pure mathematical structures (sets, groups, rings, fields, topologies) that underpin all higher mathematics.

frame-logo-outro · Ending videos with animated logo assembly, glow bloom, and brand reveal that combines multiple geometric blocks.

architect-calculator · Formalizing mathematical structures through systematically defined axioms and composition patterns.

devtools-imports · Teaching discrete mathematics concepts with worked examples and structured proof techniques.

mfe-perception · Introducing topology and abstract algebra through structured examples and rigorous mathematical foundations.

mfe-synthesis · Solving number theory problems using modular arithmetic, prime factorization, and rigorous mathematical proofs.

mfe-unification · Analyzing graphs with algorithms for shortest paths, minimum spanning trees, connectivity, and graph coloring.

mfe-waves · Analyzing complex functions and signals using Fourier theory, residue calculus, and analytic continuation.

magazine-poster · Creating branded editorial campaigns and manifesto-style posters that evoke newsprint authority

economy · Gaming communities and bots implementing lightweight reward systems without custom backend