cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only2,359 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 48
Display project metrics and timelineskillProductOpsL1
gsd:stats · When you need a single authoritative view of all project phases, plans, and metrics across the entire codebase.
WORKS 48
Maintain context across sessionsskillEngineeringL1
gsd:thread · When work spans multiple sessions but doesn't belong to a specific phase and needs persistent context.
WORKS 48
Generate frontend UI design contractsskillProductEngineeringL1
gsd:ui-phase · When starting a frontend phase and need a design specification contract from research to verification.
WORKS 48
Audit recursive language model coverageskillEngineeringL1
rlm-audit · When you've added new files and need to identify exactly what's missing from the semantic cache.
WORKS 48
Clean stale knowledge cache entriesskillEngineeringL1
rlm-cleanup-agent · When files are deleted or moved and the RLM ledger contains stale entries to remove.
WORKS 48
Validate features through conversational testingskillProductEngineeringL1
gsd:verify-work · When you want conversational user acceptance testing with automatic diagnosis of found issues.
WORKS 48
Manage parallel development workstreamsskillOpsEngineeringL1
gsd:workstreams · When validating project work and need to execute gsd:validate-phase workflow.
WORKS 48
Embed video content on pagesskillMarketingProductL1
video · When you need video pages to appear in Google search carousels and rich results.
WORKS 48
Create custom slash commandskillEngineeringL1
create-command · When automating repeated workflows with reusable slash commands that scale across the team.
WORKS 50
Skill documentation template (Vietnamese)skillL1
SKILL.md.vi · Pre-release doc hygiene checks by replacing manual grep passes with deterministic path-existence validation
WORKS 48
Calculate state-specific closing costsskillFinanceSalesL1
closing-costs · Presenting accurate fee estimates to borrowers with compliance-required itemization per state
WORKS 48
Update skill documentation schemaskillEngineeringL1
SKILL.md_UPDATE_PLAN · Tracking doc-drift for skills undergoing major version bumps with feature set changes
WORKS 48
Scope Android maintenance backlog tasksskillEngineeringOpsL1
scope-maintenance-task · When you need systematic analysis and actionable recommendations.
WORKS 48
Audit plugin security maturityskillEngineeringL1
l5-red-team-auditor · When you need uncompromising enterprise security and maturity assessment against 39-point rubric.
WORKS 48
Generate app release notesskillProductL1
app-store-changelog · When you need user-facing release notes that filter internal-only commits automatically.
WORKS 48
Extract skill patternsskillEngineeringL1
mine-skill · When you need systematic pattern extraction and synthesis from plugin collections.
WORKS 48
Audit file path referencesskillEngineeringL1
path-reference-auditor · When you need deterministic validation of references without manual verification.
WORKS 48
Access code helper utilitiesskillEngineeringL1
helpers · When implementing rules—avoids code duplication and ensures AST compatibility.
WORKS 48
Generate system design plansskillEngineeringProductL1
liam · When you need architecture planning or maintenance diagnostics with human-readable output.
WORKS 48
Update ecosystem countsskillEngineeringL1
update-ecosystem-index · When you need systematic analysis and actionable recommendations.
WORKS 48
Render research chartsskillDataMarketingL1
Chart Visualization · When you need to communicate data insights through visual formats.
WORKS 48
Review Combine framework codeskillEngineeringL1
combine-code-review · Reviewing Combine publishers/subjects when memory leaks or operator chains are suspect
WORKS 48
Review HealthKit codeskillEngineeringL1
healthkit-code-review · Reviewing HealthKit authorization flows and query correctness
WORKS 48
Write concise, direct codeskillEngineeringL1
clean-architecture · Enforcing strict layering and dependency rules in domain-driven designs
WORKS 48
Evaluate and improve prompts with CLEARskillProductEngineeringL1
700-clear-framework_08305a60 · Rapid iterative improvement of prompts and PRD clarity
WORKS 48
Document architecture decisionsskillEngineeringOpsL1
adr-management · Maintaining institutional memory of significant architectural choices
WORKS 48
Build Next.js routes and pagesskillEngineeringL1
app-router · Building multi-segment routes with dynamic parameters and layouts
WORKS 48
Build REST APIs in Next.jsskillEngineeringL1
route-handlers · Building REST APIs in Next.js with streaming and proper error handling.
WORKS 48
Manage GitHub repos via CLIskillEngineeringOpsL1
using-gh-cli · Accessing private repos without WebFetch, leveraging automatic user authentication.
WORKS 48
Build forms and mutations in Next.jsskillEngineeringL1
server-actions · Mutating data from client-side forms with server validation and cache revalidation.
WORKS 48
Use React Server ComponentsskillEngineeringL1
server-components · Reducing client JavaScript while enabling direct database access via RSC.
WORKS 48
Reference field documentationskillL1
refs · Standardizing skill authorship with validated frontmatter and boilerplate.
WORKS 48
Remove AI patterns from writingskillMarketingSalesL1
humanize · Removing LLM fingerprints to sound authentically human across channels.
WORKS 48
Commit and amend code changesskillEngineeringOpsL1
git · Version control operations without native language support.
WORKS 48
Persist information across sessionsskillOpsProductivityL1
037-memory_space_edits_729e16d3 · Persisting project context and preferences across Claude Code sessions.
WORKS 48
Reduce AI agent context bloatskillEngineeringL1
optimize-context · Reducing token usage while preserving essential information in long conversations.
WORKS 48
Infer missing operational details from codeskillOpsProductL1
repository-inference · Automatically detecting project type and structure without explicit config.
WORKS 48
Summarize clinical notesskillOpsSupportL1
clinical-note-summarization · Standardizing unstructured medical documentation into queryable SOAP format with explicit gap surfacing.
WORKS 48
Save memory to origin in flowskillProductivityOpsL1
capture · Capturing preferences, decisions, and lessons in-the-moment without batch overhead.
WORKS 48
Capture and refine business requirementsskillProductOpsL1
business-requirements-capture · Formalizing exploration captures into auditable requirements with sourcing transparency.
WORKS 48
Synthesize wiki pages from memoriesskillOpsProductivityL1
distill · Emerging structured wiki knowledge from granular memories without manual page maintenance.
WORKS 48
Generate workflow flowcharts for processesskillOpsProductL1
business-workflow-doc · Visualizing multi-step workflows and state machines from unstructured exploration captures.
WORKS 48
Delete memory from originskillProductivityOpsL1
forget · Removing erroneous or obsolete memories that /capture supersedes cannot fix.
WORKS 48
Guide structured discovery sessionskillProductOpsL1
discovery-planning · Hard-gating prototyping until exploration captures are formally approved.
WORKS 48
Capture decisions and session learningsskillOpsProductivityL1
handoff · Ritualizing session closure with persistent, queryable artifacts.
WORKS 48
Synthesize exploration into handoff packageskillProductOpsL1
exploration-handoff · Finalizing exploration before transitioning to prototype or build phase.
WORKS 48
Capture and refine exploration intentskillProductOpsL1
exploration-session-brief · Anchoring exploration scope before discovery-planning engages the SME.
WORKS 48
Preview distilled wiki pagesskillOpsProductivityL1
read · Ingesting heterogeneous source material (files, PDFs, images, notebooks) as exploration input.
WORKS 48
Search origin memory by queryskillProductivityOpsL1
recall · Retrieving durable facts and decisions during exploration without full-context load.
WORKS 57
Audit pending design surfacesskillProductL1
review · Quality gate before handing off exploration artifacts to build phase.
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