cyberneticlibrary

The library

Everything we index — ranked by what works, never by stars.

WORKS 48
Archive and advance project milestonesskillOpsL1
gsd:complete-milestone · Closing out a versioned release when you want to archive scope, lock requirements, and create a git-tagged historical record.
WORKS 48
Rank features by RICE scoringskillProductL1
feature-prioritizer · Deciding which features to build next when you have a backlog and want a repeatable scoring framework that works across teams.
WORKS 48
Debug issues with persistent stateskillEngineeringL1
gsd:debug · Investigating bugs that require multiple test cycles and evidence accumulation, when you want the investigation context isolated from main work.
WORKS 59
Analyze competitive landscapeskillMarketingProductL1
competitive-analysis · Deciding what to build next when you want to understand competitor advantage and vulnerability with evidence, not opinions.
WORKS 48
Gather phase context through questionsskillOpsL1
gsd:discuss-phase · Starting a phase when you want the system to ask smart questions that avoid re-asking decisions already locked by prior phases.
WORKS 48
Route tasks to appropriate GSD commandskillOpsL1
gsd:do · When you know what you want to accomplish but aren't sure which /gsd-* command to invoke.
WORKS 48
Audit evaluation coverage for phasesskillOpsL1
gsd:eval-review · Finishing a phase when you want to verify evaluation coverage aligned with the plan, or identifying what post-launch monitoring is needed.
WORKS 48
Polish docs to Microsoft Writing StyleskillEngineeringL1
microsoft-style · Aligning technical documentation with Microsoft style when you publish alongside Microsoft product docs and need reader consistency.
WORKS 48
Remove AI writing tells from contentskillMarketingL1
anti-ai-writing · Sharpening polished human drafts to strip ChatGPT-isms (banned words, phrases, structures) without altering substance or voice.
WORKS 48
Brainstorm and route ideas systematicallyskillProductOpsL1
gsd:explore · Thinking through ideas before committing to plans, routing outputs into structured project artifacts.
WORKS 48
Extract decisions and patterns from workskillOpsL1
gsd:extract-learnings · Capturing decisions and patterns discovered during a phase before moving to the next one, enabling continuous learning cycles.
WORKS 48
Execute simple inline tasksskillOpsL1
gsd:fast · Quick fixes (typos, config tweaks, small refactors, forgotten commits) that don't justify planning overhead.
WORKS 48
Migrate GSD-2 projects to GSD v1skillEngineeringL1
gsd:from-gsd2 · Reverse-migrating legacy GSD-2 projects back to v1 format while preserving completion state and phase hierarchy.
WORKS 48
Estimate development timelinesskillEngineeringL1
sc-estimate · Planning timelines and resource allocation with transparent confidence levels rather than false precision.
WORKS 48
Check and repair planning directoriesskillEngineeringL1
gsd:health · Validating .planning/ integrity before running major workflow operations, catching configuration drift early.
WORKS 48
Reduce cognitive load in interfacesskillProductL1
cognitive-load · Reducing extraneous cognitive load in interfaces and onboarding via chunking, progressive disclosure, and defaults rather than generic UX advice.
WORKS 48
Ingest external plans with conflict detectionskillOpsL1
gsd:import · Ingesting external planning artifacts without overwriting existing project decisions, using conflict detection as a safety gate.
WORKS 48
Roll dice for tabletop RPG mechanicsskillProductivityL1
dice-roller · Resolving skill checks, attack rolls, damage, initiative, and saving throws in tabletop RPG adventures with deterministic outcomes.
WORKS 48
Insert urgent work between phasesskillOpsL1
gsd:insert-phase · Handling urgent work discovered mid-milestone without renumbering the entire roadmap.
WORKS 48
Query codebase intelligence filesskillEngineeringL1
gsd:intel · Maintaining searchable codebase intelligence index across multiple project subsystems.
WORKS 48
Prioritize work using Eisenhower matrixskillProductivityOpsL1
eisenhower-triage · Fast triage of mixed-urgency task lists without deep prioritization frameworks.
WORKS 48
Surface phase planning assumptionsskillOpsL1
gsd:list-phase-assumptions · Exposing hidden assumptions in phase planning so users can correct course before work starts.
WORKS 48
Generate project milestone summariesskillOpsL1
gsd:milestone-summary · Onboarding new team members or reviewers with a single structured summary from milestone artifacts.
WORKS 48
Generate cinematic video promptsskillMarketingL1
higgsfield-cinematic-prompt · Generating cinematic video scripts with second-by-second camera/music/text direction for product ads.
WORKS 48
Start new milestone cycleskillOpsL1
gsd:new-milestone · Bootstrapping milestone planning with standard artifact templates and folder structure.
WORKS 48
Summarize text and transcriptsskillMarketingL1
summarize · Condensing large documents into cited key points for team alignment or decision-making.
WORKS 51
Validate market fit and competitorsskillProductL1
market-scout · Preventing wasteful engineering by validating demand before any code when competitors are unclear.
WORKS 48
Define minimum viable productskillProductL1
mvp-scoper · Ruthlessly cutting scope bloat to 5-7 core features when launch speed beats feature completeness.
WORKS 48
Design system architecture and tech stackskillEngineeringL1
system-architect · Eliminating spaghetti architecture when deliberate choices before coding prevent costly refactors.
WORKS 48
Remove roadmap phase and renumberskillProductL1
gsd:remove-phase · Cleanly deleting unstarted work from roadmap without orphaned markers cluttering context.
WORKS 48
Detect available AI environmentsskillOpsL1
os-environment-probe · Configuring delegation backends once instead of asking about available tools each workflow.
WORKS 48
Research implementation approach for phaseskillProductL1
gsd:research-phase · Delegating technical research to a fresh-context subagent before planning expensive work.
WORKS 48
Schedule work resumption at specific timeskillProductivityL1
gsd:resume-at · Scheduling future Claude sessions around usage caps or scheduled overnight batch work.
WORKS 48
Restore previous session with full contextskillProductivityL1
gsd:resume-work · Seamlessly restoring GSD session state from checkpoints across multiple Claude conversations.
WORKS 45
Promote backlog items to active milestoneskillProductL1
gsd:review-backlog · Systematically triaging project tasks and surfacing critical path blockers.
WORKS 48
Lightweight codebase assessmentskillEngineeringL1
gsd:scan · Quick status checkup showing active phase, pending tasks, and system health.
WORKS 48
Learn agentic OS conceptsskillProductivityL1
os-guide · Onboarding users to Agentic OS workflows without requiring manual documentation reading.
WORKS 48
Generate session report with metricsskillProductivityL1
gsd:session-report · Generating shareable post-session summaries with estimated token costs
WORKS 48
Switch GSD model profileskillOpsL1
gsd:set-profile · Switching GSD agent quality/cost tradeoffs without restarting work
WORKS 48
Initialize agent environment setupskillEngineeringL1
os-init · Bootstrapping Agentic OS structure for new multi-agent projects
WORKS 48
Configure GSD workflow settingsskillOpsL1
gsd:settings · Interactive configuration of GSD workflow toggles and model profiles
WORKS 48
Manage session memory and learningsskillProductivityL1
os-memory-manager · Closing sessions with proper three-tier memory promotion and deduplication
WORKS 48
Create and merge pull requests safelyskillEngineeringL1
gsd:ship · Creating PRs and tracking merges after verify-work passes
WORKS 48
Package design findings into reusable skillsskillProductEngineeringL1
gsd:sketch-wrap-up · Distilling throwaway sketches into persistent design skills
WORKS 48
Audit code for technical debtskillEngineeringL1
todo-check · Pre-flight auditing a file for technical debt before committing
WORKS 48
Sketch throwaway UI mockupsskillProductEngineeringL1
gsd:sketch · Exploring design directions with fast HTML mockup variants
WORKS 48
Lock requirements before implementationskillProductEngineeringL1
gsd:spec-phase · Clarifying phase requirements with Socratic interview before discuss-phase
WORKS 48
Preserve spike discoveries as reusable patternsskillProductEngineeringL1
gsd:spike-wrap-up · Converting research findings into reusable project-local skills
WORKS 48
Self-directed research and knowledge captureskillL1
learning-loop · Continuous improvement of agent skills through feedback loops
WORKS 48
Prototype and test ideas experimentallyskillProductEngineeringL1
gsd:spike · Fast exploratory research on technical unknowns before planning
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