The library

mishmar-security-gate · Gate a sensitive merge when orthogonal security expertise and adversarial refutation are required.

workorder-tracking-audit · Audit a compliance-critical ERP surface when dimension coverage and adversarial verification are essential.

sdlc-refactor-by-module · Refactor multiple modules in parallel when each has an isolated scope and a test suite.

skill-audit-remediate · Apply bulk skill remediation when decisions span multiple files and lane isolation is guaranteed.

fuzz-kql-translator · Find bugs in a KQL-to-SQL translator when seeded fuzzing families and differential testing are available.

root-cause · Diagnose a failure when multiple evidence sources exist and hypothesis generation needs to avoid anchoring.

monograph · Write a long-form technical document when depth, consistency, and multi-phase writing are required.

repo_review · Review a code change for bugs and design issues when structured findings and effort levels matter.

sganit-production-hardening · Harden a production system when systematic audit and controlled rollout are required.

mishkan-release-readiness · Gate a release when multi-layer verification and structured blocker tracking are required.

verify-classify · Fact-check a claim when credibility and source tracing matter.

casebook-boundaries · Establish a boundary rule when precedent and edge-case analysis are critical.

allergen-multispecies · Merge allergen data across species when conflict resolution and taxonomy consistency are needed.

forge-check-ui · Audit UI components when design consistency and accessibility compliance both matter.

code-review-deep · Review code when multi-lens analysis (correctness + design) and configurable effort are required.

meeting-prep-research · Prepare for a meeting when rapid research and personalized briefing matter.

allergen-classify-misses · Multi-pass allergen data cleanup when rules are complex and precision matters over speed

translate-rework · Bulk game localization when idiom fidelity + formatting preservation are non-negotiable

gc-build-sections · Parallel page section development when design system is immutable + ten builders can work simultaneously

bench-s4-parallel-2stage · Measuring wall-clock cost of serialization barriers vs pipelined concurrency

stamina-dispatch · Deterministic dispatch orchestration when you need role-diverse review with a procedural verdict, not a human gate

compass-review · High-confidence PR review when 5 concurrent reviewers + skeptic-per-finding beats single-pass

allergen-completeness · Final completeness pass over rejected rows when regex false-negatives are a known risk

tournament · Strategy selection when solution space is open-ended and head-to-head beats rubric scoring

review-changes · Quick lightweight review when changes are small + reasoning-only suffices

nvptx-author-fixes · Compiler bug fixing when root cause is documented + one-off minimal edits suffice (not redesigns)

sdlc-review-team · Deterministic multi-role PR review when you want procedural routing but human retains merge gate

sdlc-prd-sharding · Parallel PRD analysis when sections are truly independent + worktree overhead is acceptable

docs-reader-personas · Persona extraction when docs are rich + you want diverse concurrent reads with deterministic aggregation

metal-trait-bridge-removal · Rust-specific refactoring when manual trait bridge removal is tedious + well-scoped

gc-review-fidelity · QA pass after section build when pixel-perfect fidelity is required

cadence-report-repair · Report synthesis when logs are noisy + visual defects must be auto-repaired

translate-round2 · Translation refinement when round-1 coverage is ~95% but edge cases need manual TLC

verify-council · Verification when author needs raw multi-lane input + bears adjudication burden themselves

loop-until-dry · Open-ended discovery when you need to loop until exhaustion + K is user-configurable

customer-feedback-theme-extractor · Bulk customer feedback analysis when you want quick theme extraction + ranking by frequency

retro-audit-engine · Continuous monitoring of sprint health through multi-lens transcript audit when retro findings need adversarial validation.

finish-track · Graduate-level monographs on statistical/mathematical topics where step-by-step derivations and honest real-world examples are mandatory.

migdal-infra-change · Non-trivial infrastructure changes (network, IAM, scaling) where blast-radius analysis spans design, systems, devops, observability, and health.

fanout · Batched parallel work where cost/quota capping is required and partial-failure detection is needed.

layer2-facet · Exploratory grant faceting where open-ended vocabularies evolve (seed values provided but new entries created per grant).

todo-scanner · Quick inventory of technical debt across a Python codebase when distributed priorities and actionable top-3 recommendations are needed.

sonnet-validate-fix · Second-tier quality gate on bulk machine-translated game localization when register, terminology, formatting preservation, and idiomatic rewrite are critical.

systems-check-workflow · Iterative code review when language-specific inspectors and optional specialist agents (security, perf, migration) are needed and findings must be actionable.

bug-hunt · Exploratory correctness/security/resource-leak testing when multiple independent finders and majority-refute skeptics must verify candidates.

fi-theme-pipeline · Off-the-battlefield historical narrative when locked house voice, fact-pack validation, and parallel critic review are mandatory.

kokimoto-migration · Version upgrades of complex config systems when automated transformation and validation must preserve backward compatibility.

author-carousel-missing-days · Editorial scheduling when author carousel coverage must be contiguous and gaps auto-filled.

paper-redraft · Batch academic/technical paper authoring when spec-driven drafting and multi-phase review are needed.

claude-md-audit-detect · Multi-repo governance when CLAUDE.md documentation standards must be enforced and drift detected.