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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Run anonymous peer review panelworkflowOpsL2
boardroom-blind-review · High-stakes decisions where reviewer independence must be enforced structurally via separate agent contexts.
Run lightweight code QAworkflowEngineeringL2
qa · Budget-gated QA where lite testing is the gate before heavier runs.
Run parallel agent swarmworkflowOpsL2
parallel-swarm.workflow · Batch operations where each item can be independently processed in parallel.
Wait for PR review completionworkflowEngineeringL2
wait-for-pr-review · CI pipelines where Claude-generated reviews must complete before merging.
Judge sprite restyling candidatesworkflowProductL2
sprite-restyle-judge · Game asset QA where visual consistency to canon must be both scored and gated per character.
Draft stale ticket updatesworkflowOpsL2
stale-ticket-drafts · Automated ticket triage where stale tickets need human-readable status drafts without direct edits.
Run independent audit panelworkflowOpsL2
judge-independent-audit · Auditing complex ML systems.
Refine work across teamworkflowOpsL2
team-refine · Use when implementing team-refine patterns.
Review code for bugsworkflowEngineeringL2
review · Use when implementing review patterns.
Classify dependency cycle typesworkflowEngineeringL2
phase-b0-cyclebreak · Use when implementing phase-b0-cyclebreak patterns.
Build interactive data visualizationworkflowMarketingL3
build-viz · Use when implementing build-viz patterns.
Detect emergent vault themesworkflowOpsL2
emergence-scan · Use when implementing emergence-scan patterns.
Use when implementing t patterns.workflowL2
t · Use when implementing t patterns.
Run parallel QA agentsworkflowEngineeringL2
qa-parallel-suite · Budget-gated QA where lite testing is the gate before heavier runs.
Benchmark single-agent extractionworkflowEngineeringL2
bench-s0-monolith · Use when implementing bench-s0-monolith patterns.
Measure agent concurrency limitsworkflowEngineeringL2
trace-concurrency-cap · empirically validating the workflow runtime's true parallel capacity before launching production workloads
Apply verified bug fixes across codebasesworkflowEngineeringL3
phase-b2-fix-bugs · applying pre-verified bug fixes across multiple crates without sequencing delays
Fix bundler errors file-by-fileworkflowEngineeringL3
phase-d-bundler-perfile · methodically eliminating cascading compiler errors in a large module via per-file focus
Remove feature gates to unblock buildsworkflowEngineeringL3
phase-b2-ungate-tier · exposing and fixing draft code dependencies before moving to verification pass
Parallel bundler error fixing pipelineworkflowEngineeringL3
phase-d-bundler-shard · parallelizing fix work on a single large file (bundle_v2) across multiple agents without conflicts
Audit build status and find gapsworkflowEngineeringL2
frontier-tail-survey · auditing true build state across multiple frontiers without false confidence from presence of stub files
Gate code reviews by impactworkflowEngineeringL2
cr-threshold-gate · mechanical OR-gated CR dispatch (LOC > 50 OR core-module hit) without human judgment
Auto-merge work items to productionworkflowEngineeringL4
ship-item · automated production merge gate with adversarial reviewer integration and carry-forward tracking
Localize UI text to 37 languagesworkflowProductMarketingL2
translate-keys · Localizing customer-facing UI (like ordering combos) into 37 languages with strict JSON schema + placeholder + markup preservation.
Break cyclic crate dependencies upwardworkflowEngineeringL3
phase-b0-moveout · systematically breaking dependency cycles before move-in pass via vtable/tag+ptr/hook delegation
Move types and dispatch downstreamworkflowEngineeringL3
phase-b0-movein · resolving forward references established in move-out via symbol materialization in target crates
Fill missing symbols in cratesworkflowEngineeringL3
phase-b2-fill · on-demand symbol provisioning as downstream blockers surface during multi-phase porting
Detect performance regressionsworkflowEngineeringL2
benchmark-audit · spotting performance regressions in CI without re-running expensive GPU benchmarks
Import backlog into task managementworkflowOpsEngineeringL3
emit-beads · Bulk-importing planning data into beads while maintaining idempotency and dependency integrity
Add missing blocked symbolsworkflowEngineeringL3
phase-b2-fill-blocked · Unblocking Rust port tasks by filling symbol gaps from a structured dependency report
Adversarial interview and grillingworkflowL2
grill · Finding unstated assumptions and failure modes before design is locked
Catching documentation claims that grep/structural validators miss (citations, superlatives, stale enumerations, business facts, capability contradictions).workflow
doc-drift-audit · Catching documentation claims that grep/structural validators miss (citations, superlatives, stale enumerations, business facts, capability contradictions).
Architectural review insight (coupling risk, latent contracts, layering) layered on top of deterministic go list/go doc baseline for medium-to-large codebases.workflow
codemaps-extract · Architectural review insight (coupling risk, latent contracts, layering) layered on top of deterministic go list/go doc baseline for medium-to-large codebases.
Catching recurring plugin-contract bugs (schema strip, action/tool mismatch, missing files, chip wiring) that occur after editing or before release.workflow
vertical-conformance-sweep · Catching recurring plugin-contract bugs (schema strip, action/tool mismatch, missing files, chip wiring) that occur after editing or before release.
Converting an approved plan into code while surfacing every deviation and stopping on blocking gaps, preserving the plan intent with minimal changes.workflow
impl-build · Converting an approved plan into code while surfacing every deviation and stopping on blocking gaps, preserving the plan intent with minimal changes.
Finding how an agent behaves unexpectedly (specification-gaming, misalignment, emergent behavior) before production deployment, complementing generic jailbreak scanners.workflow
agent-intention-redteam · Finding how an agent behaves unexpectedly (specification-gaming, misalignment, emergent behavior) before production deployment, complementing generic jailbreak scanners.
Deep pre-merge gate for high-risk changes (T3: migrations, RLS, coaching prompts, consent flows) where multiple correctness/security/perf/compliance angles must pass.workflow
review-panel · Deep pre-merge gate for high-risk changes (T3: migrations, RLS, coaching prompts, consent flows) where multiple correctness/security/perf/compliance angles must pass.
Scalable concurrent discovery and seeding of <=5 decision-maker contacts per stale company (part of lead enrichment pipeline; 3 in flight concurrency).workflow
lead-contacts-find · Scalable concurrent discovery and seeding of <=5 decision-maker contacts per stale company (part of lead enrichment pipeline; 3 in flight concurrency).
Designing high-stakes proposals with ironclad guardrails (firewall, polarity, ADR-18 floor) and domain-agnostic, a11y-compliant mockups that operator must confirm before code.workflow
sm-proposal-research · Designing high-stakes proposals with ironclad guardrails (firewall, polarity, ADR-18 floor) and domain-agnostic, a11y-compliant mockups that operator must confirm before code.
Recurring issue/PR backlog grooming when needs to flag fixed/stale/duplicate tickets and stuck PRs without manual reviewworkflow
cleanup-issues-prs · Recurring issue/PR backlog grooming when needs to flag fixed/stale/duplicate tickets and stuck PRs without manual review
Recurring correctness sweeps where bugs must be proven by test before shipping (not style/design audits)workflow
bug-hunt · Recurring correctness sweeps where bugs must be proven by test before shipping (not style/design audits)
One-off fine-tuning of published techfromalex.com articles; never auto-writes to live siteworkflow
tune-article · One-off fine-tuning of published techfromalex.com articles; never auto-writes to live site
One-time or recurring reliability audit of all harness automations; identifies decision-log gaps and backoff issuesworkflow
auditar-confiabilidad · One-time or recurring reliability audit of all harness automations; identifies decision-log gaps and backoff issues
BEFORE building any feature/module; avoids reimplementing existing code or merging dead branchesworkflow
feature-recon · BEFORE building any feature/module; avoids reimplementing existing code or merging dead branches
Improving a forecasting playbook on a domain-specific dataset without web research (airgapped)workflow
self-improve-forecaster · Improving a forecasting playbook on a domain-specific dataset without web research (airgapped)
Incremental layout algorithm improvements where each fix is validated against baseline + other fixtures (HYBRID gate)workflow
layout-hillclimb · Incremental layout algorithm improvements where each fix is validated against baseline + other fixtures (HYBRID gate)
Proactive skill routing audit before routing causes user confusion; prevents silent shadowingworkflow
routing-collision-sweep · Proactive skill routing audit before routing causes user confusion; prevents silent shadowing
Keeping distributed documentation synchronized with code changes without manual reviewworkflow
docs-accuracy-audit · Keeping distributed documentation synchronized with code changes without manual review
Repo-wide sweeps that cannot fit in one conversation, with plausible-but-wrong findings filtered by adversarial skepticsworkflow
mercury-codebase-audit · Repo-wide sweeps that cannot fit in one conversation, with plausible-but-wrong findings filtered by adversarial skeptics
Deterministic monthly/quarterly MCP ecosystem surveys that feed implementation planning without re-discoveringworkflow
mcp-discovery-survey · Deterministic monthly/quarterly MCP ecosystem surveys that feed implementation planning without re-discovering