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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Curate tech community research digestworkflowOpsDataL2
research-digest · Aggregating research signals from 7 heterogeneous sources with real-time relevance ranking and dedup.
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.
Execute SEO pipeline with Jira integrationworkflowMarketingL3
orion-seo-pipeline · Orchestrating SEO analysis workflows with parallel data collection and synthesis.
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.
Run ablation study on hardest problemsworkflowDataL3
mhpp-10-ablation · Ablation studies where solver agents invoke external tools themselves (agentic-tool pattern, not pre-generation).
Adversarially review Lean proofsworkflowEngineeringL3
Lean review harness · Systematic code review covering redundancy, hygiene, faithfulness, and proof-quality with adversarial false-positive killing.
Backfill public contracts data to BigQueryworkflowDataL4
contracts-finder-backfill · Large-scale procurement time-series ingestion where idempotency and resumability are critical.
Propose and verify math conjecturesworkflowL3
conjecture-swarm · Exploratory mathematical research where diverse lenses and adversarial refutation accelerate discovery.
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.
Execute data pipeline transformationworkflowDataL3
ds-implement · Complex data structure implementations requiring correctness verification.
Generate how-to stories at scaleworkflowMarketingL2
howto-planning · Creating detailed instructional content with clear step progressions.
Map agent-memory landscape by dimensionworkflowDataL3
amf-landscape-2026-06 · Up-to-date AI model ecosystem analysis with concurrent data collection.
Redesign landing page with alternativesworkflowMarketingL2
nimbus-landing-redesign · Design iteration cycles with rapid validation via A/B testing.
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.
Daily AI system health scanworkflowOpsL2
daily-system-review · Monitoring AI ecosystem changes across vendor + community + internal tiers daily
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)
Systematic codebase exploration pipelineworkflowEngineeringL3
explore-pipeline · Systematically mapping codebase architecture in tiered depth with real exploration
Resume and finish open pull requestsworkflowEngineeringL3
finish-pr · Completing PR workflows end-to-end with review and merge safety checks
Exhaustive state-of-art candidate scanworkflowProductEngineeringL2
sota-scan-fanout · Scanning research papers in parallel across multiple sources
Suite-wide Rego security policy auditworkflowEngineeringL3
rego-security-audit · Auditing Rego security policy rules for violations and misconfiguration
Adversarial convergence decisionworkflowEngineeringL2
wf-swarm-converge · Converging multiple specialized agents into a unified swarm decision
Validate writing plans independentlyworkflowProductivityL2
writing-plans · Generating structured writing plans with outline and topic decomposition
Classify task and route to handlerworkflowL2
classify-route · Classifying routing decisions dynamically based on context
Multi-agent equity analysis and tradingworkflowFinanceDataL3
tradingflow · Analyzing multi-leg trading workflows with execution validation