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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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.
Fan-out research with adversarial fact-checkworkflowOpsDataL3
research · Fan-out web research, dedup sources, synthesize with citations, and fact-check claims.
Multi-panel refute findings with consensusworkflowDataOpsL3
verify-findings · Verify code audit findings using 3 independent skeptic lenses.
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.
Re-baseline all user personasworkflowProductMarketingL3
phase0-rebaseline-journey · Rebuild persona understanding from scratch combining interviews and metrics.
Execute deterministic research pipelineworkflowOpsDataL3
research-pipeline · Execute research through fan-out collection, dedup, and analysis phases.
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.
Extract and verify factual claimsworkflowOpsDataL2
claim_verifier · Verify document claims are grounded in cited sources.
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.
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.