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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Debate code changes to consensusworkflowEngineeringL2
lens-debate · Workflow pattern automation: lens-debate.
Test theorems for hidden assumptionsworkflowEngineeringL2
verify-theory · Workflow pattern automation: verify-theory.
Gate and categorize driver candidatesworkflowEngineeringL2
driver-gate-g2 · Workflow pattern automation: driver-gate-g2.
Review ingredient cluster consolidationworkflowEngineeringL2
claude-dedup-cluster-review · Processing batches of items through concurrent, scoped review stages with per-item result collection.
Generate five-dimension project READMEworkflowEngineeringL2
readme-gen · Workflow pattern automation: readme-gen.
Run parallel requirement review pipelineworkflowEngineeringL4
adlc-sprint · Processing batches of items through concurrent, scoped review stages with per-item result collection.
Multi-layer codebase reviewworkflowEngineeringL3
forge-review · Workflow pattern automation: forge-review.
Review code changes with consensus debateworkflowEngineeringL2
codex-debate · When code review requires adversarial consensus between multiple reviewers.
Repair markup codes in descriptionsworkflowEngineeringOpsL2
markup-repair · Fixing text markup without changing wording or structure.
Generate multilingual retrieval benchmarksworkflowEngineeringProductL2
hiraia-gen-eval-queries · Generating labeled benchmark queries for retrieval system evaluation.
Audit and deprecate legacy SDK referencesworkflowEngineeringOpsL3
legacy-sdk-deprecation-sweep · Rolling out breaking changes safely across multiple releases with parallel worktrees.
Hunt bugs until stabilizedworkflowEngineeringL2
loop-until-dry · Iterative bug hunting until convergence on a stable result set.
Roll out schema changes safelyworkflowEngineeringOpsL3
yasad-schema-evolution · Phasing schema migrations with zero-downtime guarantees across releases.
Tournament code with competitive scoringworkflowEngineeringL3
fierce-compete · Simulating competitive dynamics with autonomous agent players.
Convert issues to pull requests autonomouslyworkflowEngineeringOpsL3
pm-issue-to-pr · Converting issues to PRs with automated changes and validation.
Test all pages and fix breakageworkflowEngineeringProductL3
dashclaw-find-and-fix · Locating and fixing bugs through systematic analysis and repair.
Prepare TypeScript SDK releasesworkflowEngineeringL2
ts-sdk-publish · Publishing SDK releases with validation and multi-stage deployment.
Gate and commit ML architecture pathsworkflowEngineeringL4
finish-realize-bulk · Executing bulk operations with completion validation.
Audit and clean project issuesworkflowOpsEngineeringL3
pm-audit · Comprehensive review of codebase/content with structured audit findings.
Audit and improve documentation roundsworkflowOpsEngineeringL3
magpie-doc-audit-round · Comprehensive review of codebase/content with structured audit findings.
Map change impact across systemsworkflowEngineeringOpsL3
mishkan-blast-radius · Refactoring when you need to know real impact before scheduling work, with automatic false-positive filtering via 3 orthogonal verification lenses.
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.
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.
Monitor deployment health automaticallyworkflowEngineeringOpsL2
canary · Post-deployment health monitoring with parallel metric collection and automated judging.