The library
Everything we index — ranked by what works, never by stars.
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
● works · ● untested / no effect · ● hurts — every rank is measured against a no-skill baseline
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Format legal homework assignmentsskillL1
legal-homework-formatter · Formatting Chinese legal homework to course standards when the reference template or PPT is available.
Add ideas to project backlogskillOpsProductL1
gsd:add-backlog · Parking unsequenced ideas in the roadmap when they're not yet ready for active planning.
Scaffold new React componentsskillEngineeringL2
react-component-dev · Designing reusable React components with clear responsibility boundaries and accessible HTML defaults.
Add phases to project roadmapskillOpsProductL1
gsd:add-phase · Adding phases to the active milestone when the roadmap is the system of record.
Create feature spec with requirementsskillProductEngineeringL1
new-feature · Scaffolding features with full spec directories when requirements, design, and tasks need upfront planning.
Generate tests from UAT criteriaskillEngineeringL2
gsd:add-tests · Generating tests from phase specifications when UAT criteria and RED-GREEN workflows guide coverage.
Analyze German administrative law proceduresskillLegalL1
eilrechtsschutz-paragraf-80-vwgo · Advising on German administrative law emergency relief when norm anchors, case law, and evidence gaps are explicitly tracked.
Capture task or idea as todoskillProductivityOpsL1
gsd:add-todo · Capturing ad-hoc tasks from conversations when they need structured storage and state tracking.
Design AI system integration contractsskillProductEngineeringL2
gsd:ai-integration-phase · Designing AI systems with framework selection and evaluation strategy when the phase involves LLM integration.
Analyze and suggest phase dependenciesskillOpsProductL1
gsd:analyze-dependencies · Detecting phase sequencing conflicts when the roadmap is large and cross-dependencies are hard to track.
Manage tasks in Things 3skillProductivityL2
Things · Syncing tasks between code projects and Things.app when native AppleScript integration is available.
Audit milestone completion before archivingskillOpsProductL1
gsd:audit-milestone · Validating milestone structure when gate enforcement before launch is required.
Review branch against code standardsskillEngineeringL2
review-camino-school-lanttern · Assessing school designs against learning outcomes when pedagogy expertise is embedded in the skill.
Cross-phase audit of UAT itemsskillOpsProductL2
gsd:audit-uat · Finishing a milestone when you need to inventory all remaining test work before closing.
Purge context-mode knowledge baseskillEngineeringL1
ctx-purge · Clearing polluted knowledge bases after task context corruption or starting fresh on a new unrelated project.
List pending todos and select oneskillOpsProductivityL1
gsd:check-todos · Quick context-switching when you have a backlog of small tasks and want the system to surface one with full context automatically.
Archive completed milestone directoriesskillOpsL1
gsd:cleanup · Keeping .planning/phases/ lean by archiving old milestone phases after moving to next version.
Review code for bugs and quality issuesskillEngineeringL2
gsd:code-review · Finishing a phase when you want machine-assisted code quality review before merging, with control over depth vs time.
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.
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.
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.
Analyze competitive landscapeskillMarketingProductL1
competitive-analysis · Deciding what to build next when you want to understand competitor advantage and vulnerability with evidence, not opinions.
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.
Post messages to Files.com projectsskillOpsL2
filescom-messages · Posting or querying project messages when Files.com is your project management system and you want API-first automation.
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.
Generate and update project documentationskillEngineeringL2
gsd:docs-update · Keeping documentation in sync with code when you want codebase facts verified instead of hallucinated, or auditing existing docs for staleness.
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.
Run system maintenance and health checksskillEngineeringL2
maintenance · Periodic health checks of a Samara organism installation when you want to detect drift and repair symlinks/services automatically.
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.
Execute phase plans with parallelizationskillOpsL2
gsd:execute-phase · Executing a phase when you want parallelized execution with optional wave filtering for pacing or quota management.
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.
Brainstorm and route ideas systematicallyskillProductOpsL1
gsd:explore · Thinking through ideas before committing to plans, routing outputs into structured project artifacts.
Enrich data via web searchskillDataL2
web_search_enricher · Filling postal code → municipality gaps in data records when deterministic database lookups fail and confidence is low.
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.
Execute simple inline tasksskillOpsL1
gsd:fast · Quick fixes (typos, config tweaks, small refactors, forgotten commits) that don't justify planning overhead.
Diagnose failed workflow root causesskillEngineeringL2
gsd:forensics · Understanding why a GSD workflow got stuck or failed, with data-grounded diagnostic findings rather than speculation.
German legal compliance checks on manager/board compensation with AO § 6a and EStG § 8(3) focus, providing legal-memo output ready for Rechtsabteilung.skillLegalL2
rechtsabteilung-vga-geschaeftsfuehrer · German legal compliance checks on manager/board compensation with AO § 6a and EStG § 8(3) focus, providing legal-memo output ready for Rechtsabteilung.
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.
Estimate development timelinesskillEngineeringL1
sc-estimate · Planning timelines and resource allocation with transparent confidence levels rather than false precision.
Build and query project knowledge graphskillEngineeringL2
gsd:graphify · Maintaining a queryable knowledge graph of project decisions, artifacts, and relationships without manual documentation.
Check and repair planning directoriesskillEngineeringL1
gsd:health · Validating .planning/ integrity before running major workflow operations, catching configuration drift early.
Schedule delayed action checksskillEngineeringL2
delaying-tasks · Waiting for external state (CI pipeline, PR status, scheduled check) with bounded polling and clean output.
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.
Ingest external plans with conflict detectionskillOpsL1
gsd:import · Ingesting external planning artifacts without overwriting existing project decisions, using conflict detection as a safety gate.
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.
Triage GitHub issues and pull requestsskillEngineeringL2
gsd:inbox · Batch triaging inbox of issues/PRs without manual review of each, surfacing incomplete submissions for rejection.
Optimize pages for higher conversionsskillMarketingL2
page-cro · Improving conversion rates on landing pages and marketing sites via structure and copy changes rather than generic design tips.
Insert urgent work between phasesskillOpsL1
gsd:insert-phase · Handling urgent work discovered mid-milestone without renumbering the entire roadmap.
Analyze financial text sentimentskillDataFinanceL2
alphaear-sentiment · Scoring sentiment on bulk financial news when local FinBERT speed outweighs LLM latency.
Query codebase intelligence filesskillEngineeringL1
gsd:intel · Maintaining searchable codebase intelligence index across multiple project subsystems.