The library

Lean review harness · Systematic code review covering redundancy, hygiene, faithfulness, and proof-quality with adversarial false-positive killing.

contracts-finder-backfill · Large-scale procurement time-series ingestion where idempotency and resumability are critical.

conjecture-swarm · Exploratory mathematical research where diverse lenses and adversarial refutation accelerate discovery.

rust-crate-publish · Automating Rust release ceremonies with multi-phase intent detection and merge polling.

mine-rules · Converting informal requirements into machine-readable rule sets.

ds-implement · Complex data structure implementations requiring correctness verification.

howto-planning · Creating detailed instructional content with clear step progressions.

amf-landscape-2026-06 · Up-to-date AI model ecosystem analysis with concurrent data collection.

nimbus-landing-redesign · Design iteration cycles with rapid validation via A/B testing.

batch-fix-todo · Large-scale codebase cleanup targeting scattered markers.

neuralknnvc-build · Performance-critical neural compute engine builds with validation.

sbc-canvas-config-gen-review · Complex embedded system configuration generation with multi-layer validation.

prior-art · Patent landscape and novelty analysis for IP assessment.

doc-audit · Systematic documentation quality assurance and gap identification.

daily-system-review · Monitoring AI ecosystem changes across vendor + community + internal tiers daily

nexos-vs-nexdash-parity · Comparing live implementations under identical test conditions to find divergence

presence-claims-audit · Verifying that docs genuinely document six key areas vs just existing as files

write-boundary-demo · Validating concurrent append safety and single-writer assembly patterns

task-0-7-clock-random · Porting deterministic infra with bit-exact parity cross-version verification

code-review · Reviewing files across multiple lenses (bugs, security, style) with adversarial verification

bug-discovery · Iteratively finding bugs from multiple angles (logic, null-safety, concurrency) with dedup

test-audit-llm · Auditing test quality on read-only lenses (faithfulness, intent, coverage, smell)

explore-pipeline · Systematically mapping codebase architecture in tiered depth with real exploration

finish-pr · Completing PR workflows end-to-end with review and merge safety checks

sota-scan-fanout · Scanning research papers in parallel across multiple sources

rego-security-audit · Auditing Rego security policy rules for violations and misconfiguration

wf-swarm-converge · Converging multiple specialized agents into a unified swarm decision

writing-plans · Generating structured writing plans with outline and topic decomposition

classify-route · Classifying routing decisions dynamically based on context

tradingflow · Analyzing multi-leg trading workflows with execution validation

judge-panel · Assembling diverse expert perspectives in a structured panel verdict

deepcheck · Deep verification of code correctness with multi-lens checking

design-review · Systematically reviewing design artifacts across consistency and usability

path-warden-completeness · Verifying task completion paths are complete and well-formed

tdd-cycle · Testing TDD workflows when you need automated red/green/mutation gates without interactive review stops.

athena-pr-reviewer-workflow · Auditing PRs when you need parallel specialist analysis (comment, test, error, type, code, simplify, requirements) with batched verification.

fs-harness-research · Researching filesystem abstractions when comparing Flue, Hare, cloudflare-agents, Mastra, and Pi implementations.

codebase-audit · Auditing codebases when you need whole-repo cross-slice analysis (orphans, duplication, dead code, architecture drift, HARD-RULE compliance).

hiraia-expand-wave · Building fact banks when you need medium-grained concept beats expanded into distinct trilingual (Tagalog/English/Bisaya) child-grade facts.

inspector-usability-audit · Auditing UI form builders when you need full data-flow verification (form→state→serialization) against upstream schema docs.

content-rendering-qa · QA text content when you need to detect HTML/entities, page numbers, OCR gibberish, dropped words, truncation in rendered fields.

liftoff-workflow · Project execution when you need parallel Astronauts to implement task batches with FC verification and worktree commits.

«family»-agent-headtohead · Benchmarking agent variants when you need head-to-head evaluation on a fixed task set.

lang-content-generate · Content localization when translating a spec into multiple languages (often with cultural/regional variants).

refactor · Improving code quality when tests are passing and you want to safely restructure without behavior change.

optimization-loop · Improving performance when you need goal-driven iteration (profile → hypothesis → implement → measure).

wf-plan · Designing workflows when you need to decompose a goal into agent-ready phase briefs and schemas.

deep-insilico-program-design · Algorithm/architecture design when you need iterative sketches stress-tested by adversaries before coding.

skill-improver-batch · Skill refinement when you have many skills needing updates based on failure logs or user feedback.

evaluate-external-workflow · Validating imported workflows when you need to verify they work on your task set.