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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Extract LoRA fine-tuning recipe with validationworkflowEngineeringL3
finish-l4-lora-recipe · Orchestrating multi-agent workflows with bounded costs and structured outputs.
Validate reverse-engineering pipeline end-to-endworkflowEngineeringL3
synthetic-round-trip · Orchestrating multi-agent workflows with bounded costs and structured outputs.
Audit security with adversarial verificationworkflowOpsEngineeringL3
security-audit · Conducting structured code/design reviews with multiple perspectives in parallel.
Synthesize swarm results with adversarial arbitrationworkflowEngineeringL3
wf-swarm-synthesize · Gathering diverse perspectives and synthesizing a single authoritative result.
Build software features end-to-endworkflowEngineeringL3
software-factory-pipeline · When coordinating feature development with model-selection, telemetry, and integrated deployment.
Resolve foundational design questionsworkflowProductEngineeringL3
vjs-supreme-court · When resolving constitutional questions requiring multi-justice written opinions and case law synthesis.
Audit codebase and synthesize findingsworkflowEngineeringL3
audit · When finding latent defects across mixed languages with mechanical refutation of false positives.
Evaluate versioning control sessionsworkflowEngineeringL3
vcs-eval-start-round · When measuring whether agents properly isolate before editing a shared repository.
Build open-source agent infrastructureworkflowEngineeringL4
build-shell-v2 · When layering open-source packages with typed contracts that must stay green at each step.
Discover and fill knowledge gapsworkflowProductEngineeringL2
mishkan-knowledge-gap-discovery · When auditing whether expected knowledge exists or needs research to fill gaps.
Scale agents within token budgetworkflowEngineeringOpsL2
loop-until-budget · When a task needs to run repetitively until completion or token budget exhaustion.
Run complete CI quality gatesworkflowEngineeringL3
full-quality-gate · When integrating code and docs require automated compliance gates before promotion.
Design and execute test strategyworkflowEngineeringProductL2
test · When running tests needs detailed instrumentation and result aggregation.
Validate architecture and acceptance criteriaworkflowEngineeringL3
kiln-validate · When validating codegen artifacts must match strict schema conformance rules.
Optimize with evolutionary tree searchworkflowEngineeringProductL4
evo-optimize · When iteratively refining codegen output requires evolutionary feedback loops.
Fan-out multi-agent dispatchworkflowEngineeringL2
fan-out.template · When executing parallel agents on the same arguments without manual orchestration.
Audit cryptographic vault securityworkflowEngineeringLegalL3
env-ctl-audit-phase1 · When auditing infrastructure configuration state against policy in parallel.
Verify implementation with skepticsworkflowEngineeringProductL3
adversarial-verify · When testing correctness claims requires independent skeptics voting on evidence.
Execute software spec end-to-endworkflowEngineeringL3
software-dev-pipeline · When driving full software development with design, implementation, verification, and deployment.
Summarize Jira sprint digestworkflowOpsEngineeringL2
jira-digest · When generating team digests from Jira activity with structured, parseable output.
Multi-lens codebase auditworkflowEngineeringL3
mishkan-codebase-audit · Periodic project-wide audits, pre-release reviews, post-incident hardening passes.
Verify spec against requirementsworkflowProductEngineeringL3
opsx-verify · Run after apply to prove each spec requirement is satisfied.
Run parallel code reviewsworkflowEngineeringL3
parallel-review · Use when workflow operations need parallel review.
Four-wave deterministic code reviewworkflowEngineeringL3
comprehensive-review-workflow · Use when workflow operations need comprehensive review workflow.
Draft and score implementation plansworkflowProductEngineeringL3
compass-plan · Before a non-trivial or ambiguous change where the approach is not obvious.
Discover, research, and designworkflowProductEngineeringL3
design · Use when workflow operations need design.
Parallel file mutations with isolationworkflowEngineeringL3
worktree-isolation · Use when workflow operations need worktree isolation.
Refactor transformer block with gatesworkflowEngineeringL3
finish-l2-transformer-block · Continuing the toy-framework P2 refactor after L1: extract the L2 TransformerBlock as a single gated unit.
Autonomous ML research loopworkflowDataEngineeringL3
{PROJECT_NAME}-autoresearch · Use when workflow operations need {PROJECT_NAME} autoresearch.
Audit cross-chain configuration rulesworkflowEngineeringProductL3
long-chain-diagnostics-audit · Use when workflow operations need long chain diagnostics audit.
Triple-LLM parallel code reviewworkflowEngineeringL3
cr-multi · Use when workflow operations need cr multi.
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.
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.
Generate release notes from git historyworkflowEngineeringL2
sefer-release-notes · Assembling release notes from commits when different categories need orthogonal specialist perspectives.
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.
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.
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.