cyberneticlibrary

The library

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

WORKS 55
Draft stale ticket updatesworkflowOpsL2
stale-ticket-drafts · Automated ticket triage where stale tickets need human-readable status drafts without direct edits.
WORKS 57
Run independent audit panelworkflowOpsL2
judge-independent-audit · Auditing complex ML systems.
WORKS 55
Refine work across teamworkflowOpsL2
team-refine · Use when implementing team-refine patterns.
WORKS 56
Review code for bugsworkflowEngineeringL2
review · Use when implementing review patterns.
WORKS 54
Classify dependency cycle typesworkflowEngineeringL2
phase-b0-cyclebreak · Use when implementing phase-b0-cyclebreak patterns.
WORKS 55
Build interactive data visualizationworkflowMarketingL3
build-viz · Use when implementing build-viz patterns.
WORKS 57
Detect emergent vault themesworkflowOpsL2
emergence-scan · Use when implementing emergence-scan patterns.
WORKS 56
Use when implementing t patterns.workflowL2
t · Use when implementing t patterns.
WORKS 57
Run parallel QA agentsworkflowEngineeringL2
qa-parallel-suite · Budget-gated QA where lite testing is the gate before heavier runs.
WORKS 59
Benchmark single-agent extractionworkflowEngineeringL2
bench-s0-monolith · Use when implementing bench-s0-monolith patterns.
WORKS 54
Measure agent concurrency limitsworkflowEngineeringL2
trace-concurrency-cap · empirically validating the workflow runtime's true parallel capacity before launching production workloads
WORKS 54
Apply verified bug fixes across codebasesworkflowEngineeringL3
phase-b2-fix-bugs · applying pre-verified bug fixes across multiple crates without sequencing delays
WORKS 54
Fix bundler errors file-by-fileworkflowEngineeringL3
phase-d-bundler-perfile · methodically eliminating cascading compiler errors in a large module via per-file focus
WORKS 54
Remove feature gates to unblock buildsworkflowEngineeringL3
phase-b2-ungate-tier · exposing and fixing draft code dependencies before moving to verification pass
WORKS 56
Parallel bundler error fixing pipelineworkflowEngineeringL3
phase-d-bundler-shard · parallelizing fix work on a single large file (bundle_v2) across multiple agents without conflicts
WORKS 58
Audit build status and find gapsworkflowEngineeringL2
frontier-tail-survey · auditing true build state across multiple frontiers without false confidence from presence of stub files
WORKS 55
Gate code reviews by impactworkflowEngineeringL2
cr-threshold-gate · mechanical OR-gated CR dispatch (LOC > 50 OR core-module hit) without human judgment
WORKS 55
Auto-merge work items to productionworkflowEngineeringL4
ship-item · automated production merge gate with adversarial reviewer integration and carry-forward tracking
WORKS 54
Localize UI text to 37 languagesworkflowProductMarketingL2
translate-keys · Localizing customer-facing UI (like ordering combos) into 37 languages with strict JSON schema + placeholder + markup preservation.
WORKS 54
Break cyclic crate dependencies upwardworkflowEngineeringL3
phase-b0-moveout · systematically breaking dependency cycles before move-in pass via vtable/tag+ptr/hook delegation
WORKS 58
Move types and dispatch downstreamworkflowEngineeringL3
phase-b0-movein · resolving forward references established in move-out via symbol materialization in target crates
WORKS 54
Fill missing symbols in cratesworkflowEngineeringL3
phase-b2-fill · on-demand symbol provisioning as downstream blockers surface during multi-phase porting
WORKS 59
Detect performance regressionsworkflowEngineeringL2
benchmark-audit · spotting performance regressions in CI without re-running expensive GPU benchmarks
WORKS 58
Import backlog into task managementworkflowOpsEngineeringL3
emit-beads · Bulk-importing planning data into beads while maintaining idempotency and dependency integrity
WORKS 54
Add missing blocked symbolsworkflowEngineeringL3
phase-b2-fill-blocked · Unblocking Rust port tasks by filling symbol gaps from a structured dependency report
WORKS 54
Adversarial interview and grillingworkflowL2
grill · Finding unstated assumptions and failure modes before design is locked
WORKS 58
Auto-build and merge work itemsworkflowEngineeringL4
auto-build-wi · Continuous automated build-from-issue pipeline when paired with /loop for scheduled ticking and deterministic state transitions.
WORKS 55
Continuous issue fixing pipelineworkflowEngineeringL4
fix-issue-batch · Continuous issue triage and fix cycles with disk-gated concurrency caps when teams want automated high-signal issue resolution.
WORKS 55
Split large HTML into modulesworkflowEngineeringL3
split-god-file · Breaking up unmaintainable monolithic JS/HTML files when you can tolerate ordered module imports and want deterministic splitting.
WORKS 48
Audit AdMob SDK isolationworkflowEngineeringL2
admob-isolation-audit · Enforcing third-party SDK isolation contracts as a pre-PR check when monetization changes risk breaching encapsulation.
WORKS 58
Multi-panel strategic plan reviewworkflowOpsProductL3
two-panel-plan-review · Stress-testing a strategic plan and deriving a tactical build plan when risk of engineering effort failure is high.
WORKS 55
Deep research with adversarial verificationworkflowL3
deep-research · Producing a cited, high-confidence research report when sources include anti-bot paywalls (WebSearch aggregation fallback).
WORKS 58
Periodic infrastructure health auditworkflowOpsEngineeringL3
audit-loop · Detecting dark cascade outages and version drift in a gm/rs-* publish pipeline when run on recurring /loop.
WORKS 59
Generate design system documentationworkflowProductEngineeringL2
code-connect-refresh · Keeping Figma-to-code bindings fresh when component APIs change frequently and drift is costly.
WORKS 58
Design options with adversarial critiqueworkflowProductL3
design-options-panel · Exploring design direction space quickly when you need human feedback on multiple coherent options simultaneously.
WORKS 48
Hunt bugs and improvements with verificationworkflowEngineeringL2
lumen-improvement-hunt · Prioritizing performance work when you need data-driven ranking instead of hunches.
WORKS 58
Build features in parallel review lanesworkflowEngineeringL3
team-build · Automating team hiring workflows when your recruiting funnel is repeatable and roles are standardized.
WORKS 48
Generate parody radio ads at scaleworkflowMarketingL2
generate-radio-ads · Rapidly iterating radio ad variants when you need fast copy-to-voice turnaround.
WORKS 60
Implement and review code concurrentlyworkflowEngineeringL3
parallel-implement-review · Catching implementation drift from plan when you need multi-angle review before merge.
WORKS 50
Find and catalog codebase bugsworkflowEngineeringL2
find-bugs · Quick automated bug-pattern scanning as a lightweight pre-PR gate.
WORKS 48
Audit code quality with adversarial reviewworkflowEngineeringL2
nihil-maat · Auditing IA when information loss or findability drift is a concern.
WORKS 48
Build library to pass conformance testsworkflowEngineeringL3
bier-conformance · Enforcing structured document requirements when BIER compliance is mandatory.
WORKS 57
Research spec with distributed coverageworkflowEngineeringL3
bier-spec · Creating standardized spec documents when BIER schema enforcement is required.
WORKS 48
Gate code before push to mainworkflowEngineeringL2
pre-push-gate · Preventing non-compliant pushes to main when automated pre-flight is critical.
WORKS 56
Review research module across 11 dimensionsworkflowEngineeringL3
module-review · Workflow for module-review
WORKS 48
Audit package before releaseworkflowEngineeringL2
pre-publish-audit · Workflow for pre-publish-audit
WORKS 55
Decompose functions within token budgetworkflowEngineeringL2
finish-decomp-sonnet · Workflow for finish-decomp-sonnet
WORKS 59
Hunt bugs with multi-lens verificationworkflowEngineeringL2
bug-hunt · Workflow for bug-hunt
WORKS 48
Generate radio episode continuationsworkflowMarketingL2
generate-radio-part2 · Workflow for generate-radio-part2
WORKS 54
Audit UI details with cited findingsworkflowProductL2
ui-nitpick-audit · Workflow for ui-nitpick-audit
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