cyberneticlibrary

The library

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

WORKS 48
Build extension for productioncommandEngineeringL2
build · Packaging a Chrome extension for Store submission when you need minification, bundling, and validation in one step.
WORKS 48
Run Codex orchestration loopcommandEngineeringL2
codex · Multi-agent implementation workflows where codex plans, Claude codes, and codex reviews — better signal than single-model planning for complex refactors.
WORKS 48
Draft automated case studycommandMarketingL2
draft-case-study · Sales collateral development when you need a specific customer story to test messaging before full pitch deck.
WORKS 48
Release gem version with changelogcommandEngineeringL2
release · Ruby gem release workflow when you need pre-flight validation, automated version management, and GitHub release creation.
WORKS 48
Track session for decision trailcommandOpsL1
marmite · Post-session reflection when you want a training log of YOUR patterns (not the codebase), capturing when you steer vs coast.
WORKS 48
Build test commit tag and pushcommandEngineeringL2
release · Go CLI release when you need automated build, smoke test, semver bumping, CI polling, and asset verification before announcing.
WORKS 48
Implement features test-drivencommandEngineeringL1
tdd · Feature implementation with clear input/output contracts when you want tests to drive design and catch regressions.
WORKS 48
Create architecture decision recordcommandEngineeringL1
new-adr · Documenting architectural choices when you need a standardized decision log that future developers can reference.
WORKS 48
Scaffold new Lit web componentcommandEngineeringL2
new-component · Design System component development when you need scaffolded Lit patterns (formAssociated, delegatesFocus, token CSS, ARIA) and mandatory documentation.
WORKS 48
Create blog post automaticallycommandMarketingL1
new-post · Bilingual blog publishing when you want one-command post creation with automatic slug generation, frontmatter, and dual-language output.
WORKS 48
Generate weekly activity summarycommandOpsL2
weekly-summary · Weekly stakeholder communication when you need a facts-only narrative (commits, task changes, decisions) with no speculation.
WORKS 48
Build interactive product requirementscommandProductL2
prd-maker · Feature scoping when you need to transform a vague idea into a junior-developer-ready spec through structured clarification.
WORKS 48
Convert ChatGPT conversations into research specscommandProductL1
import-from-chatgpt · Research workspace bootstrap when you want to convert a ChatGPT exploration into a structured Tao project.
WORKS 48
Create pull requests for code branchescommandEngineeringL1
pr-create · GitHub workflow when you need a PR auto-generated from branch commits and project template conventions.
WORKS 48
Create immutable project North Star documentscommandProductL1
ns-create · Project anchoring when you need an immutable baseline of success criteria that constrains all future decisions.
WORKS 48
Implement identified parity gapscommandEngineeringL2
parity-fix · MERN-to-Next.js migrations when you need exact parity with original implementation (not simplified rewrites).
WORKS 48
Start interactive UI design sessionscommandProductL1
ui-session · Frontend teams needing rapid visual feedback loop without manual page reloads or Git complexity.
WORKS 48
Inspect database schema and sample datacommandEngineeringL1
inspect-db · Developers needing quick schema exploration without writing SQL or GUI tools; safe read-only introspection.
WORKS 48
Plan demo-driven sprint slicescommandProductL1
plan-sprint · Teams running time-boxed sprints on modular features where end-to-end vertical slices are critical for demo readiness.
WORKS 48
Ingest sources into knowledge wikiscommandDataL2
wiki-ingest · Knowledge management teams needing atomic, traced ingestion of documents with contradiction detection and multi-page consistency.
WORKS 48
Switch Claude Code repository contextcommandEngineeringL1
switch-repo · Multi-repo workflows where maintaining distinct contexts without git mutations is essential for context isolation.
WORKS 48
Find system failure modes and guardrailscommandEngineeringL2
review-chaos · Clinical/healthcare software teams where data corruption and silent wrong results carry regulatory or safety risk.
WORKS 48
Generate MCP servers from OpenAPI specscommandEngineeringL3
generate-mcp · API teams needing low-friction MCP tool exposure for agents without manual tool definition boilerplate.
WORKS 48
Move and reorganize documentationcommandOpsL1
move-page · Documentation sites where URL stability matters (SEO, existing links) and bulk link maintenance is manual burden.
WORKS 48
Regenerate package documentationcommandEngineeringL1
doc · R package maintainers avoiding manual .Rd editing and ensuring docs stay in sync with code.
WORKS 48
Sync tool versions across projectscommandEngineeringL2
sync-template · Organizations managing multiple TypeScript projects where configuration drift causes CI/lint/format inconsistencies.
WORKS 48
Extract problem statements and justificationscommandProductL1
why · Finance/product teams requiring problem validation before spec work; catches missing evidence early.
WORKS 48
Run Python exercise scriptscommandEngineeringL1
run · Educational environments where students run exercise scripts without CLI friction.
WORKS 48
Recreate PRs with integrated feedbackcommandEngineeringL1
recreate-pr · Teams receiving multiple rounds of review where a fresh PR with consolidated feedback beats amended commits.
WORKS 57
Review, commit, and publish workcommandEngineeringL2
ship · Teams shipping features via automated review-commit-PR workflow with guardrails against premature merge.
WORKS 48
Update multitool-managed dependenciescommandEngineeringL2
bump-multitool · Monorepo/Bazel projects managing cross-platform linters where manual version bumps introduce skew.
WORKS 58
Create feature specifications from descriptionscommandProductL1
speckit.specify · Agile teams converting informal feature requests into structured specs without heavyweight process overhead.
WORKS 48
Read and clarify feature specificationscommandProductL1
clarify · Quick clarification before moving to planning; filters out avoidable ambiguity without heavyweight refinement meetings.
WORKS 48
Commit and push with quality gatescommandEngineeringL1
commit-and-push · Teams enforcing commit message hygiene and co-authorship tracking without manual trailer editing.
WORKS 48
Enumerate TLS cipher suite supportcommandLegalL1
cipher-scan · Security teams auditing TLS server configurations for compliance and known vulnerabilities.
WORKS 48
Generate magazine-quality slide deckscommandMarketingL2
generate-slides · Product/pitch presentations requiring distinctive visual impact and temporal storytelling without custom design tool.
WORKS 48
Answer questions with wiki citationscommandL1
query · Answering questions from existing vault knowledge with librarian rigor and explicit citations.
WORKS 48
Initialize session context for mrcallcommandEngineeringL2
doc-startsession · Bootstrapping knowledge for a complex monorepo with parallel doc trees before work begins.
WORKS 48
Explain activity log and cancellationscommandOpsL1
read-activity-log · Understanding how a tkinter app logs from background threads safely and handles graceful cancellation.
WORKS 48
Configure project setupcommandEngineeringL1
configurar-projeto · Post-clone setup for multi-instance Next.js+AI projects with automated port assignment and GitHub integration.
WORKS 48
Run backtesting analysiscommandFinanceDataL2
backtest · Validating sports betting edge with historical backtests before live wagering.
WORKS 48
Scan codebase rapidlycommandEngineeringL1
gsd:scan · Lightweight alternative to full codebase mapping for a single concern area.
WORKS 48
Run standard CI checkscommandEngineeringL2
ci · Pre-review validation that all checks pass and track artifacts are complete.
WORKS 48
Create new page in appcommandEngineeringProductL1
new-page · Rapid MDS prototyping page creation with automatic layout grid and component discovery.
WORKS 48
Scaffold new feature workflowcommandEngineeringProductL2
new-feature · Standardized Bock language feature development with test-first discipline.
WORKS 48
Capture conversational lessonscommandProductivityL1
compound:learn-that · Converting conversational discoveries into reusable lessons without losing tacit knowledge.
WORKS 48
Create digital garden contentcommandMarketingProductL1
create · Publishing atomic knowledge notes with enforced taxonomy, proper linking, and validation before commit.
WORKS 48
Deduplicate character settingscommandEngineeringL1
char-slim · Slimming verbose character profiles while preserving personality, relationships, and unique traits.
WORKS 48
Manage Notion project workflowscommandOpsL3
notion-pm · Large multi-team projects requiring Notion coordination, task delegation, and swarm orchestration.
WORKS 48
Fix entire feature systematicallycommandEngineeringL2
focused-fix · Deep repair of a broken module with strict phase discipline and evidence-based diagnosis.
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