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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Map tools vs effectTools across SDKsworkflowEngineeringProductL3
tools-vs-effecttools · Use when workflow operations need tools vs effecttools.
Orchestrate tiered task executionworkflowEngineeringOpsL3
wfl:run-task · Run a single Forge task through its full plan→implement→review→approve→commit pipeline via a deterministic JS driver instead of the LLM orchestrator.
Fan-out deep research with citationsworkflowDataMarketingL3
deep-research · Use when workflow operations need deep research.
Dispatch bound doc reviewersworkflowOpsEngineeringL3
oagp-seat-doc-reviewer · Use when workflow operations need oagp seat doc reviewer.
Plan implementation slices with orchestrationworkflowEngineeringL2
fathomdb-0.8.0-slice-plan · Planning large multi-phase database implementations with complex dependency sequencing and human-in-loop gates.
Complete WarmStart and Curriculum recipesworkflowEngineeringL3
finish-l4-warmstart-curriculum · Building deterministic multi-stage training recipes with bit-identical gating vs. reference curves.
Process PR comments and request reviewsworkflowEngineeringL2
comms-workflow · Continuous monitoring and triage of PR comments with automated fixes and intelligent re-request logic.
Propagate design tokens across componentsworkflowEngineeringProductL3
panim-ds-rollout · Propagating design token changes across component consumers with a11y and visual regression gates.
Research and verify specificity audit methodologyworkflowDataL3
step3-specificity-methodology · Auditing bispecific therapeutic window via parallel research, synthesis, and adversarial critique.
Generate release notes from git historyworkflowEngineeringL2
sefer-release-notes · Assembling release notes from commits when different categories need orthogonal specialist perspectives.
Ingest and index large books in parallelworkflowDataL3
ingest-mcluhan-understanding-media · Ingesting large multi-chapter books with deduplication and cross-chunk synthesis via chunked planners.
Run parallel UI tests with PlaywrightworkflowEngineeringL2
playwright-parallel-test · Running parallel UI tests across form/nav/layout when isolation and concurrent feedback matter.
Evolve multi-agent game-playing harnessworkflowEngineeringL3
codeclash-decomp-evolution · Evolving multi-agent harnesses via selection pressure with verified fitness gates and ablation analysis.
Cross-check research claims with sourcesworkflowDataL2
deep-research · Running multi-source research with web fetching, fact verification, and cited synthesis.
Dispatch and monitor pipeline executionworkflowOpsL3
software-factory-dispatcher · Orchestrating work across specialized factory agents with parallel task distribution.
Extract CLAUDE.md candidates from sessionsworkflowEngineeringL2
mine-claude-md-from-sessions · Extracting and synthesizing codebase documentation from session transcripts.
Execute full Loom retrieval pipelineworkflowEngineeringL3
loom-orchestrate · Coordinating loom weaving with pattern composition and constraint satisfaction.
Generate files from design specificationworkflowEngineeringL3
wc-generate · Generating contextual content via word-chain models and sampling.
Execute planner-executor-verifier loopworkflowOpsL3
traveleditor-stream · Streaming editorial changes in a travel editor with real-time sync.
Generate project context snapshotworkflowEngineeringL2
context-refresh · Refreshing and updating cached context for downstream tasks.
Plan discharge for all axiomsworkflowEngineeringL3
jc-axiom-discharge-plans · Generating clinical discharge plans using axiom-driven logic.
Prepare feature handoff packageworkflowEngineeringProductL3
chosheb-feature-ship · Shipping features with automated checklists and verification gates.
Generate multi-zoom architecture documentationworkflowEngineeringL2
architecture-docs · Generating architecture documentation from code analysis and design specs.
Audit cross-tenant access vulnerabilitiesworkflowEngineeringL3
qa-tenancy · Running tenancy-aware QA tests across isolated environments.
Expand skills in parallel wavesworkflowEngineeringL3
p1-wave-light · Sequence complex CAD modeling tasks with phase gates and registry reconciliation.
Synthesize winning design perspectivesworkflowProductL3
evolve-design · Evolve design through competing perspectives, critique, and synthesis.
Judge platform answer quality with KB onworkflowProductL3
analyze-platform-faithfulness · Verify knowledge-base integration does not degrade platform-FAQ answers.
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.
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.