The library

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

untested
Download videos and extract subtitlesworkflowMarketingL2
playlist-subs-batch · Batch subscription management with parallel confirmation and state sync.
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Draft and peer-review research paper sectionsworkflowOpsL2
ccgp-paper · Synthesizing research papers from sourced content with citations.
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Grade team quality weeklyworkflowOpsL2
qa-weekly · Running standardized QA weekly with regression detection and reporting.
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Extract opportunity fields from documentsworkflowOpsL2
layer2-extract · Deep extraction and classification after layer-1 initial bucketing.
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Aggregate parallel code review findings adversariallyworkflowEngineeringL3
lets-review · Getting high-confidence review feedback when multiple reviewers agreeing matters more than speed.
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Parallel threat hunt across targetsworkflowOpsL3
hunt-workflow · Systematic multi-angle bug hunting where cross-cutting defects need skeptic verification.
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Verify acceptance criteria in parallelworkflowEngineeringL3
sdlc-qa-sweep · Verifying mandatory invariant acceptance criteria in parallel when hard gates matter.
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Post-feature multi-reviewer sync workflowworkflowEngineeringL3
sharp-review · Merging feedback from 3+ reviewers with dedup when you want convergent high-confidence findings.
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Verify docs match changed source codeworkflowEngineeringL3
docaudit-impact-verify · Checking whether docs still match source after changes without re-reading entire files.
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Refute claims with independent skepticsworkflowL3
adversarial-verify · Testing if a claim stands up to multiple independent refutation attempts.
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Find items iteratively until dryworkflowL3
loop-until-dry · Exhausting paginated or incremental sources without manual pagination logic.
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Explore space with parallel ant swarmworkflowL3
wf-swarm-explore · Exploring large task spaces where pheromone-guided parallel paths find good solutions.
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Review, triage, fix until sign-offworkflowEngineeringL3
review-loop · Applying fixes in a loop until an independent verifier signs off on final diff.
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Translate strings to 37 localesworkflowMarketingL3
translate-keys · Translating 37+ locales in parallel without hallucination via schema validation.
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Score personas across key flowsworkflowProductL3
qa-persona-score · Running qa-persona-score as a multi-phase orchestrated workflow.
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Generate low-cost monograph HTMLworkflowMarketingL3
frugalmonograph · Running frugalmonograph as a multi-phase orchestrated workflow.
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Build domain harness deterministicallyworkflowEngineeringL4
build-harness · Running build-harness as a multi-phase orchestrated workflow.
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Evaluate VCS skill integration cellsworkflowEngineeringL3
vcs-eval-round · Running vcs-eval-round as a multi-phase orchestrated workflow.
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Design regression tests for bugsworkflowEngineeringL3
nvptx-author-tests · Running nvptx-author-tests as a multi-phase orchestrated workflow.
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Cut viral shorts from podcast transcriptsworkflowMarketingL3
yt-shorts-production · Running yt-shorts-production as a multi-phase orchestrated workflow.
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Extract case drills to prompt-solution JSONworkflowProductL3
casebook-extract · Running casebook-extract as a multi-phase orchestrated workflow.
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Audit and classify skill documentationworkflowEngineeringL3
skill-audit-detect · Running skill-audit-detect as a multi-phase orchestrated workflow.
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Rollout standards across six teamsworkflowOpsL3
mishkan-standards-rollout · Running mishkan-standards-rollout as a multi-phase orchestrated workflow.
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Visual acceptance audit with judgesworkflowProductL3
damaros-brief6-acceptance-audit · Running damaros-brief6-acceptance-audit as a multi-phase orchestrated workflow.
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Optimize gzip compression round 2workflowEngineeringL3
snake-script-bestofn-r2 · Optimize a small game or component for minified size when multiple implementation strategies compete.
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Rewrite Tagalog chunks conciselyworkflowMarketingL3
shorten-rerun · Rewrite tutoring dialogue in bulk when all chunks need the same brevity + socratic tone rules.
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Localize UI to Simplified ChineseworkflowMarketingL3
meridian-l10n-ui · Localize a modular iOS app when glossary consistency and build verification are required.
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Write skill documentation bodiesworkflowEngineeringL3
bb-skill-bodies · Document a security skill when reference materials exist and a consistent body structure is needed.
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Security gate before mergeworkflowEngineeringL3
mishmar-security-gate · Gate a sensitive merge when orthogonal security expertise and adversarial refutation are required.
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Audit work-order completion tracking and optimizationworkflowOpsL3
workorder-tracking-audit · Audit a compliance-critical ERP surface when dimension coverage and adversarial verification are essential.
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Refactor code modules in parallel with behavior preservationworkflowEngineeringL3
sdlc-refactor-by-module · Refactor multiple modules in parallel when each has an isolated scope and a test suite.
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Apply skill documentation edits across multiple filesworkflowEngineeringL2
skill-audit-remediate · Apply bulk skill remediation when decisions span multiple files and lane isolation is guaranteed.
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Fuzz and validate KQL translation rulesworkflowEngineeringL3
fuzz-kql-translator · Find bugs in a KQL-to-SQL translator when seeded fuzzing families and differential testing are available.
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Identify root cause from disjoint evidenceworkflowEngineeringL3
root-cause · Diagnose a failure when multiple evidence sources exist and hypothesis generation needs to avoid anchoring.
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Generate verified reference monograph from researchworkflowMarketingL2
monograph · Write a long-form technical document when depth, consistency, and multi-phase writing are required.
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Conduct bounded repository code reviewworkflowEngineeringL2
repo_review · Review a code change for bugs and design issues when structured findings and effort levels matter.
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Harden application for production securityworkflowEngineeringL2
sganit-production-hardening · Harden a production system when systematic audit and controlled rollout are required.
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Gate deployment readiness with parallel checksworkflowEngineeringL3
mishkan-release-readiness · Gate a release when multi-layer verification and structured blocker tracking are required.
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Cross-model audit classification consistencyworkflowDataL2
verify-classify · Fact-check a claim when credibility and source tracing matter.
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Detect page ranges in case law PDFsworkflowLegalL2
casebook-boundaries · Establish a boundary rule when precedent and edge-case analysis are critical.
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Classify allergen groups across speciesworkflowDataL2
allergen-multispecies · Merge allergen data across species when conflict resolution and taxonomy consistency are needed.
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Run comprehensive UI quality checksworkflowProductL2
forge-check-ui · Audit UI components when design consistency and accessibility compliance both matter.
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Execute exhaustive code audit with verificationworkflowEngineeringL3
code-review-deep · Review code when multi-lens analysis (correctness + design) and configurable effort are required.
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Research meeting participants in parallelworkflowProductivityL2
meeting-prep-research · Prepare for a meeting when rapid research and personalized briefing matter.
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Classify allergen data with adversarial reviewworkflowDataL2
allergen-classify-misses · Multi-pass allergen data cleanup when rules are complex and precision matters over speed
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Fix translation strings with glossary preservationworkflowOpsL2
translate-rework · Bulk game localization when idiom fidelity + formatting preservation are non-negotiable
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Build website sections from design systemworkflowProductL2
gc-build-sections · Parallel page section development when design system is immutable + ten builders can work simultaneously
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Benchmark extraction and verification stagesworkflowEngineeringL2
bench-s4-parallel-2stage · Measuring wall-clock cost of serialization barriers vs pipelined concurrency
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Route heterogeneous reviewers to consensusworkflowOpsL2
stamina-dispatch · Deterministic dispatch orchestration when you need role-diverse review with a procedural verdict, not a human gate
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Review changes across multiple dimensionsworkflowEngineeringL3
compass-review · High-confidence PR review when 5 concurrent reviewers + skeptic-per-finding beats single-pass
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