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
untested★3,035→untested★1→untested★3,035→untested★381→untested★3,035→untested★1→untested★3,035→untested★1→untested★381→untested★3,035→untested★1→untested★6,524→untested★3,035→untested★410→untested★3,035→untested★11→untested★3,035→untested★819→untested★3,035→untested★3,035→untested★3,035→untested★3,035→untested★381→untested★3,035→untested★381→untested★3,035→untested★0→untested★3,035→untested★201→untested★3,035→untested★3,035→untested★3,035→untested★381→untested★3,035→untested★103→untested★3,035→untested★135→untested★3,035→untested★46→untested★3,035→untested★3,035→untested★3,035→untested★381→untested★0→untested★3,035→untested★0→untested★3,035→untested★0→untested★3,035→untested★3,035→
Extract design patterns from websitesskillProductL2
inspiration-analyzer · Finding patterns in visual references
Extract text and images from Word filesskillOpsL2
docx-toolkit · Batch legal document extraction and transformation
Create visual design moodboardsskillProductL2
moodboard-creator · Design concept development and mood alignment
Process and export Excel spreadsheetsskillDataL2
document-processing-xlsx · Spreadsheet automation and data extraction
Research current UI/UX design trendsskillProductL2
trend-researcher · Staying current with emerging visual trends
Add legal citations to Word documentsskillLegalL2
legal-citation-automator · Batch footnote repairs in Word documents when citation text is already verified and DOCX compatibility matters.
Browse and select fonts from Google FontsskillProductL2
typography-selector · Finding cohesive font pairings with Google Fonts that avoid overused defaults while staying accessible.
Check and format legal footnotesskillLegalL1
legal-citation-comprehensive · Complex legal citation diagnosis across multiple source types when the handbook rule index is available locally.
Generate consistent professional support responsesskillSupportL1
lagoon-customer-support · Scaling consistent support responses across a team when vault transaction context is available.
Analyze and classify video and image contentskillMarketingProductL1
qwen-vision · Understanding motion, transitions, and temporal sequences in video when frame-by-frame analysis is insufficient.
Format legal homework assignmentsskillL1
legal-homework-formatter · Formatting Chinese legal homework to course standards when the reference template or PPT is available.
Debug NetAlertX runtime via MCPskillEngineeringL3
mcp-activation · Exposing live runtime state to agents when database queries and dynamic operations are needed.
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.
Find and fix code issues autonomouslyskillEngineeringL3
gsd:audit-fix · Resolving phase audit failures when structured repair workflows are needed.
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.
Execute all project phases autonomouslyskillOpsProductL3
gsd:autonomous · Running multi-phase milestones end-to-end when you want the system to handle phase transitions and blockers without manual routing.
Implement Backlog API tool from specskillEngineeringL3
implement-backlog-api-tool · Adding new MCP tools to a Backlog server when the API endpoint is documented and the backlog-js client already implements the method.
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.
Deploy with Docker verificationskillEngineeringOpsL3
deploy · Standing up a multi-service stack (API, DB, cache) locally or in production with health checks and rollback guardrails.
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.