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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Generate features with parallel filesworkflowEngineeringL2
scaffold-feature · Scaffolding a new feature when you want parallel file generation against a plan plus a built-in consistency review.
Run 1000 parallel research and synthesis jobsworkflowEngineeringL3
agi-cli-parity-1000 · Large-scale CLI parity audits when you need cited evidence across many dimensions with auto-synthesis into consolidated artifacts.
Host Claude across multiple CLI invocationsworkflowEngineeringL4
resident-daemon · Persisting resident Claude across CLI invocations when you need a Unix daemon that reuses existing ResidentPool without adding dependencies.
Finish branch with leak scan and PR automationworkflowEngineeringL3
autopilot-finish-branch · Finishing a feature branch with hard-gated leak scanning and automatic PR creation/update in a single orchestrated flow.
Audit LLM gateway production reliabilityworkflowEngineeringL3
otto-gateway-reliability-audit · Production-readiness audits of Go LLM gateways when you need multi-agent scanning + adversarial verification across reliability dimensions.
Generate autonomous architecture plansworkflowEngineeringL2
lets-plan-workflow · Multi-phase orchestration when phases need to be planned sequentially with approval checkpoints.
Batch design and architect clustersworkflowEngineeringL2
evolve-batch · Iterative batch refinement when you need multiple feedback cycles with controlled evolution.
Centralize database connection poolsworkflowEngineeringL3
hardening-pool-centralization · Hardening systems when you need to consolidate fragmented resource pools into a single managed center.
Execute reviewed database migrationsworkflowEngineeringL3
yasad-data-migration-wave · Large data migrations when you need staged waves with automatic rollback gates and data validation.
Run multi-lens adversarial code reviewworkflowEngineeringL3
review-with-agent · Code review when you want an agent to async provide inline feedback on a specific diff.
Audit tool migration UX and gapsworkflowEngineeringL2
agi-cli-migration-ux · CLI migrations when you need designed UX with clear deprecation paths and fallback.
Find and propose missing test casesworkflowEngineeringL2
test-gap-finder · Test improvement when you need to identify which code paths are untested and which tests are weak.
Map and summarize codebase architectureworkflowEngineeringL2
codebase-survey · Onboarding or refactoring when you want a comprehensive structure survey without running code.
Orchestrate multi-verb fleet operationsworkflowEngineeringL3
hangar · Portfolio management when you need a workspace organizing multiple concurrent initiatives with clear blockers.
Map subsystem dependencies and planworkflowEngineeringL2
understand · Deep dives when you need a thorough mental model of a complex system from an agent.
Verify findings through adversarial refutationworkflowEngineeringL2
adversarial-verify · Decision-making when you want an agent to systematically argue against a claim before committing.
Review repository with routing controlsworkflowEngineeringL2
routed_repo_review · Conducting structured code/design reviews with multiple perspectives in parallel.
Audit test files against rulesworkflowEngineeringL2
finalize-testing-rules-audit · Conducting structured code/design reviews with multiple perspectives in parallel.
Adjudicate design and conduct disputesworkflowEngineeringL3
vjs-first-instance · Orchestrating multi-agent workflows with bounded costs and structured outputs.
Run mutation testing auditworkflowEngineeringL3
maw-audit · Conducting structured code/design reviews with multiple perspectives in parallel.
Extract and index forge conventionsworkflowEngineeringL2
forge-conventions-extract · Extracting and indexing knowledge from distributed sources.
Execute goal with review and fix loopsworkflowEngineeringL3
goal · Executing goals with checkpoint commits, review loops, and deep judging until complete.
Verify worktree-isolated work partitionsworkflowEngineeringL3
parallel-verify · Running isolated writers in parallel then integrating and verifying once.
Implement and review crypto coreworkflowEngineeringL3
env-ctl-phase1-vaultcore · Orchestrating multi-agent workflows with bounded costs and structured outputs.
Review domain design with architect councilworkflowEngineeringL3
ddd-council-review · Conducting structured code/design reviews with multiple perspectives in parallel.
Migrate codebase to TypeScriptworkflowEngineeringL3
typescript-migration · Coordinating large-scale code migrations with staged validation.
Analyze customer churn and retention strategyworkflowSalesFinanceL2
columbia-churn-2024-2026 · Orchestrating multi-agent workflows with bounded costs and structured outputs.
Design architecture with multi-perspective consensusworkflowEngineeringProductL3
kiln-architecture · Applying DDD council review patterns with cross-examination and devil's advocacy.
Run smoke test validationworkflowEngineeringL2
submit_smoke · Orchestrating multi-agent workflows with bounded costs and structured outputs.
Generate and synthesize best answer in parallelworkflowL2
fan-out-reduce · Orchestrating multi-agent workflows with bounded costs and structured outputs.
Monitor deployment health automaticallyworkflowEngineeringOpsL2
canary · Post-deployment health monitoring with parallel metric collection and automated judging.
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.
Drive media pairing project to completionworkflowProductOpsL3
media-pairing-escalation-orchestrator · Orchestrating complex projects with implement->verify->escalate patterns.
Redesign documentation with competing proposalsworkflowOpsProductL3
nirs4all-docs-restructuring-proposal · When redesigning OSS library documentation with competing philosophies needing adversarial comparison.
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.
Review and cluster product backlogworkflowProductL2
lets-backlog · When domain experts need to surface backlog gaps and cluster related themes in parallel.
Execute event pipeline end-to-endworkflowOpsL3
sweep-civ · When batch-upgrading timeline events with photos and verification across multiple gates.
Conduct adversarial security threat auditworkflowOpsL3
threat-audit · When identifying threat vectors requires multiple independent adversarial security lenses.
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.