The library
Everything we index — ranked by what works, never by stars.
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
● works · ● untested / no effect · ● hurts — every rank is measured against a no-skill baseline
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Execute canvas animation wave 2b tasksworkflowEngineeringProductL3
flow-canvas-wave2b-exec · Execute sequential UI feature implementation with per-task verification.
Port and verify crypto field-encryptionworkflowEngineeringL3
task-0-8-crypto-parity · Prove crypto implementations are byte-identical and secure across languages.
Iteratively validate dating app specsworkflowProductEngineeringL4
spec-critique-e2e-dating-app · Validate product specs over multiple cycles, catching intent drift and gold-plating.
Execute implementation plan sequentiallyworkflowEngineeringProductL3
dev-implement · Execute coded development tasks against a spec with verification gates.
Rank and fix React code violationsworkflowEngineeringL3
react-refactor-tournament · Rank competing React/Next.js implementations against skill guidelines.
Diagnose and fix reported bugsworkflowEngineeringL2
debug · Isolate root cause of flaky tests through hypothesis-driven test mutation.
Audit codebase for quality issuesworkflowEngineeringL3
audit · Audit entire codebase for untested code and cyclomatic-complexity violations.
Adversarial code review across dimensionsworkflowEngineeringL3
fierce-review · Review code across competing quality dimensions with adversarial framing.
Port cost-cap enforcer integrationworkflowEngineeringFinanceL3
phase1-cost · Port transaction cost enforcement from Go/Postgres to TypeScript.
Parallelize work on cheap modelsworkflowEngineeringOpsL2
cheap-fanout-synthesis · Fan-out cheap research when no single synthesizer can hold the full pool.
Refactor Llama architecture componentsworkflowEngineeringL3
finish-l3-llama-arch · Build out LLM embedding/inference/attention forward passes end-to-end.
Regenerate spec critiques across voice levelsworkflowProductEngineeringL3
spec-critique-voice-ladder-9-regen · Regenerate critique across all 9 voice levels for multi-audience appeal.
Map project API surfaceworkflowEngineeringProductL2
api-surface-map · Discovering and documenting REST/RPC/GraphQL APIs automatically by grouping endpoints across large codebases.
Run ForgeGate ticket through workflowworkflowEngineeringProductL3
forge-run-ticket · Enforcing typed schemas and governance gates across autonomous commit workflows with verifiable audit trails.
Classify commits into feature bucketsworkflowEngineeringOpsL2
reclassify-commits · Batch-labeling hundreds of commits into coherent features without manual triage.
Scan conformal prediction literatureworkflowDataEngineeringL3
cp-lit-scan · Systematically surveying a research frontier across multiple sub-topics to identify novel research gaps.
Convert plan to buildable blueprintworkflowProductEngineeringL3
plan-to-blueprint · Distilling a plan into executable design by researching dependencies and designing subsystems in parallel.
Auto-execute epic through quality gatesworkflowEngineeringProductL4
ikkikasei · Running full epic-to-release pipelines with spec refinement, design, ticket split, and quality gates auto-executing.
Inventory and catalog all DAGsworkflowEngineeringOpsL2
dag-inventory · Cataloging and classifying large numbers of DAGs for safe migration or archival decisions.
Fix markup translations in stringsworkflowEngineeringL2
markup-repair-sonnet · Preserving localization quality while fixing structural markup mismatches token-by-token.
Adversarial review with severity rankingworkflowEngineeringOpsL3
review · Multi-stage code review with parallel verification agents and structured decision gates.
Verify code changes against invariantsworkflowEngineeringL3
rule-adherence · Verifying rule compliance across datasets with multi-agent parallel audit.
Detect configuration schema driftworkflowEngineeringL2
sync-settings-options · Keeping plugin configuration synchronized across instances without manual sync.
Analyze screenshots with vision AIworkflowEngineeringL2
screenshot-analyze · Extracting semantic meaning and anomalies from screenshots via agent interpretation.
Implement PRD requirements across worktreesworkflowEngineeringL3
prd241-afk-implementation · Executing PRDs asynchronously with fork-join parallelism and progress tracking.
Audit agent machinery for defectsworkflowEngineeringL3
magpie-pipeline-audit-round · Auditing pipeline output with staged verification and result aggregation.
Port redaction subsystem with parity gatingworkflowEngineeringL3
task-1-1-redact · Removing sensitive fields from tasks using multi-pass agent filtering with confidence scores.
Run distributed test suite across worktreesworkflowEngineeringL3
phase-f-test-swarm · Running test suites in parallel with automatic fault isolation and result rollup.
Validate schema error handlingworkflowEngineeringL2
mock-schema-failure · Simulating schema failures to test error handling paths without live breaking changes.
Test immutable workflow globalsworkflowEngineeringL2
protected-globals · Restricting variable scope in workflows to prevent unintended cross-phase mutations.
Build software via milestone-driven slicesworkflowEngineeringL4
kiln-build · Multi-model builds where vertical slices rotate through cross-family reviewers before integration.
Execute Scout-Builder-Verifier workflowworkflowEngineeringL3
embedded-vibe · Non-competition embedded tasks needing deterministic read-implement-verify without user input gates.
Compose nested workflowsworkflowEngineeringL2
nested-workflow · Decomposing large orchestrations into reusable sub-workflows without duplicate concurrency budgets.
Review code with mock providerworkflowEngineeringL2
mock-review · Testing workflow structure and StructuredOutput schemas without cloud API costs.
Update n8n workflow with drift protectionworkflowEngineeringL3
build-workflow-v2-edit · Editing live n8n instances without breaking existing node parameters or introducing drift.
Adversarially review Lean proofsworkflowEngineeringL3
Lean review harness · Systematic code review covering redundancy, hygiene, faithfulness, and proof-quality with adversarial false-positive killing.
Publish Rust crate with PR workflowworkflowEngineeringL3
rust-crate-publish · Automating Rust release ceremonies with multi-phase intent detection and merge polling.
Mine correction patterns from historyworkflowEngineeringL2
mine-rules · Converting informal requirements into machine-readable rule sets.
Fix bulk TODO items in parallelworkflowEngineeringL2
batch-fix-todo · Large-scale codebase cleanup targeting scattered markers.
Build NeuralKNN-VC audio backboneworkflowEngineeringL3
neuralknnvc-build · Performance-critical neural compute engine builds with validation.
Review sing-box config UI completenessworkflowEngineeringL2
sbc-canvas-config-gen-review · Complex embedded system configuration generation with multi-layer validation.
Fan-out prior-art research with verificationworkflowProductEngineeringL2
prior-art · Patent landscape and novelty analysis for IP assessment.
Audit docs against code driftworkflowEngineeringL2
doc-audit · Systematic documentation quality assurance and gap identification.
Verify NexOS and NexDash parityworkflowEngineeringProductL3
nexos-vs-nexdash-parity · Comparing live implementations under identical test conditions to find divergence
Audit presence claims against ground truthworkflowEngineeringL2
presence-claims-audit · Verifying that docs genuinely document six key areas vs just existing as files
Validate workflow write-category boundariesworkflowEngineeringL3
write-boundary-demo · Validating concurrent append safety and single-writer assembly patterns
Port clock randomness infrastructureworkflowEngineeringL3
task-0-7-clock-random · Porting deterministic infra with bit-exact parity cross-version verification
Multi-dimension code reviewworkflowEngineeringL2
code-review · Reviewing files across multiple lenses (bugs, security, style) with adversarial verification
Discover bugs through multiple lensesworkflowEngineeringL2
bug-discovery · Iteratively finding bugs from multiple angles (logic, null-safety, concurrency) with dedup
Audit test quality without running testsworkflowEngineeringL2
test-audit-llm · Auditing test quality on read-only lenses (faithfulness, intent, coverage, smell)