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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Systematic codebase exploration pipelineworkflowEngineeringL3
explore-pipeline · Systematically mapping codebase architecture in tiered depth with real exploration
Resume and finish open pull requestsworkflowEngineeringL3
finish-pr · Completing PR workflows end-to-end with review and merge safety checks
Exhaustive state-of-art candidate scanworkflowProductEngineeringL2
sota-scan-fanout · Scanning research papers in parallel across multiple sources
Suite-wide Rego security policy auditworkflowEngineeringL3
rego-security-audit · Auditing Rego security policy rules for violations and misconfiguration
Adversarial convergence decisionworkflowEngineeringL2
wf-swarm-converge · Converging multiple specialized agents into a unified swarm decision
Deep multi-agent flow verificationworkflowEngineeringL3
deepcheck · Deep verification of code correctness with multi-lens checking
Stress-test design through lensesworkflowProductEngineeringL2
design-review · Systematically reviewing design artifacts across consistency and usability
Audit pages and build missing featuresworkflowEngineeringProductL3
path-warden-completeness · Verifying task completion paths are complete and well-formed
Run test-driven development cycleworkflowEngineeringL3
tdd-cycle · Testing TDD workflows when you need automated red/green/mutation gates without interactive review stops.
Review pull requests with Opus specialistsworkflowEngineeringL3
athena-pr-reviewer-workflow · Auditing PRs when you need parallel specialist analysis (comment, test, error, type, code, simplify, requirements) with batched verification.
Audit agent framework primitivesworkflowEngineeringL3
fs-harness-research · Researching filesystem abstractions when comparing Flue, Hare, cloudflare-agents, Mastra, and Pi implementations.
Audit codebase for tool vulnerabilitiesworkflowEngineeringL3
codebase-audit · Auditing codebases when you need whole-repo cross-slice analysis (orphans, duplication, dead code, architecture drift, HARD-RULE compliance).
Implement GitHub issues end-to-endworkflowEngineeringL3
liftoff-workflow · Project execution when you need parallel Astronauts to implement task batches with FC verification and worktree commits.
Compare specialist agents head-to-headworkflowEngineeringL3
«family»-agent-headtohead · Benchmarking agent variants when you need head-to-head evaluation on a fixed task set.
Refactor code without behavior changeworkflowEngineeringL3
refactor · Improving code quality when tests are passing and you want to safely restructure without behavior change.
Design in-silico apoptosis research programworkflowEngineeringL4
deep-insilico-program-design · Algorithm/architecture design when you need iterative sketches stress-tested by adversaries before coding.
Evaluate workflow runtime systemsworkflowEngineeringL3
evaluate-external-workflow · Validating imported workflows when you need to verify they work on your task set.
Execute complete feature lifecycleworkflowEngineeringL3
feature · Feature delivery when you need end-to-end orchestration (design → implement → test → deploy).
Analyze source files for needed testsworkflowEngineeringL2
test-analysis · Debugging tests when you need to distinguish flakiness from real failures and identify patterns.
Harden trigger evaluation with adversarial queriesworkflowEngineeringL3
trigger-eval-harden · Automating testing when you need to harden Workflow triggers before production deployment.
Auto-generate unit tests with coverageworkflowEngineeringL2
unit-test-gen · Test coverage when you have code without tests and need to bootstrap test suite.
Run load tests with ramping VUworkflowEngineeringL2
load-test · Finding capacity limits through stepped load with automatic breaking-point detection.
Validate dynamic roster skill invariantsworkflowEngineeringL2
fixture-dynamic-roster-missing-skill · Multi-phase orchestration with agent parallelism and structured verification.
Improve toolkit with continuous evaluationworkflowEngineeringL4
toolkit-improvement · Multi-phase orchestration with agent parallelism and structured verification.
Execute work with deterministic verificationworkflowEngineeringL3
fierce-ralph · Iterative task execution with real-time progress verification and stagnation detection.
Debug resume parsing across model variantsworkflowEngineeringL2
trace-resume-model · Distinguishing prefix vs. content-addressed workflow resumption models.
Ship code through architecture review gatesworkflowEngineeringL2
feature-dev · Multi-gate feature development with human approval at requirements and architecture phases.
Refactor neural net primitives with bit-level verificationworkflowEngineeringL3
finish-l1-primitives · Refactoring monolithic code into bit-identical primitives with gated extraction.
Gate releases with adversarial quality reviewworkflowEngineeringL2
gate · Code review with parallel specialists and adversarial skepticism.
Audit code for correctness and deploy fixesworkflowEngineeringL2
go-audit-fix · Automated auditing and fixing of Go code issues.
Implement specs autonomously end-to-endworkflowEngineeringL3
sdd-implement-engine · Implementing complex systems driven by formal specifications.
Push completed work and open pull requestworkflowEngineeringL2
docking-workflow · Integrating components with automatic verification.
Map codebase architecture in parallelworkflowEngineeringL2
fd-understand-codebase · Building knowledge of unfamiliar codebases through structured exploration.
Investigate issues and synthesize findingsworkflowEngineeringL2
assess-investigate · Code review with parallel specialists and adversarial skepticism.
Port database layer with integration testsworkflowEngineeringL3
phase1-repos · Processing multiple repositories in a phased workflow.
Plan agent memory implementation strategyworkflowEngineeringL3
fathomdb-agent-memory-impl-strategy · Grounding implementation strategy for agent-memory gaps in the actual engine code, with adversarial re-verification against real mechanisms and invariants.
Validate and land compiler features systematicallyworkflowEngineeringL3
drain-wave-1 · Draining large spec items with sub-agent isolation and orchestrator-side independent verification of runtime results, preventing sub-agent report blindness.
Scan and categorize edge cases systematicallyworkflowEngineeringL2
phase1e-scan · Surfacing external unknowns that could block Phase 2 launch through execute-access probing (RUN code, not just read), with optional skeptic verification gated on FAIL only.
Implement features test-driven with reviewsworkflowEngineeringL2
evolve-implement · Sequential TDD-driven implementation of feature slices with build-log persistence and no parallel execution breaking the lint hook.
Benchmark serial agent execution performanceworkflowEngineeringL2
bench-s1-serial · Executing the bench-s1-serial workflow.
Build deterministic test fixtures for variantsworkflowEngineeringL3
build-config-variant-gates · Executing the build-config-variant-gates workflow.
Run parallel tasks with barrier synchronizationworkflowEngineeringL2
parallel-basic · Executing the parallel-basic workflow.
Port code with mandatory layering reviewworkflowEngineeringL3
phase-e-proper-port · Executing the phase-e-proper-port workflow.
Prepare release changelog and auditworkflowEngineeringL2
release-prep · Executing the release-prep workflow.
Generate and evaluate code objectivelyworkflowEngineeringL2
pge · Executing the pge workflow.
Generate project delivery summary reportworkflowEngineeringL2
kiln-report · Executing the kiln-report workflow.
Find unreferenced code symbolsworkflowEngineeringL2
dead-code-scan · Use when you need a structured dead code scan workflow.
Stress-test with adversarial challengeworkflowEngineeringL2
wf-grill · Use when you need a structured wf grill workflow.
Implement feature with adversarial reviewworkflowEngineeringL3
writer-reviewer · Use when you need a structured writer reviewer workflow.
Implement feature and review iterativelyworkflowEngineeringL3
implement-and-review · Use when you need a structured implement and review workflow.