The library

git-sync · Safe repository synchronization that enforces code quality gates and prevents accidental force pushes

find-bugs · Authorized security audits of branch changes before deployment, with evidence-based findings

svelte-runes · Quick rune selection and Svelte 4→5 migration guidance to prevent reactivity bugs

branch-docs-sync · Keeping developer notes and user docs in sync with recent code changes and refactors

python-cli · Rapidly building structured Python command-line tools that feel professional and discoverable

agency-embedded-firmware-engineer · Production embedded systems requiring real-time safety, predictable latency, and robust error handling

schema-verify · Runtime validation of structured data before processing or API responses

networkx · Graph analysis and algorithm computation for networks, collaboration, supply-chain, and social-graph problems

developer-growth-analysis · Tracking developer learning curves and identifying skill gaps for team growth planning

Simplify · Refactoring code for clarity and DRY compliance without hunting for bugs (use code-review for correctness)

severity · Classifying smart contract audit findings against historical benchmarks.

ci-cd-setup · Adding automated testing and deployment to new projects without manual setup.

mcp-builder · Connecting external APIs and services to Claude with well-designed tool interfaces.

wrld-design · Implementing consistent WRLD brand identity across React/Tailwind components.

fp-ts-react · Writing type-safe React forms and state management with accumulated validation errors.

perf-analyzer · Converting raw performance data into actionable optimization recommendations.

perf-baseline-manager · Storing baseline metrics to track whether optimizations actually improved performance.

m06-error-handling · Ensuring consistent error handling across a codebase without boilerplate.

perf-benchmarker · Determining whether a code change actually improved performance or made it worse.

explain-visually · Making abstract or technical concepts concrete through annotated diagrams.

perf-code-paths · Understanding which functions are called and in what order during execution.

perf-investigation-logger · Recording what was tested, why, and what findings emerged.

next-16 · Upgrading codebases to leverage Next.js 16 features and performance improvements.

nft-standards · Creating immutable token collections with verifiable ownership and transferability constraints.

perf-profiler · Identifying performance bottlenecks when generic benchmarks lack granularity.

perf-theory-tester · Proving performance improvements with rigorous statistical evidence.

d3k · Debugging web apps when full user-action replay is needed to reproduce errors.

algorithmic-patterns · Procedurally generating facades, branching structures, and site layouts at scale.

perf-theory-gatherer · Prioritizing optimization work in unfamiliar codebases.

code-review · Enforcing type safety, access control, and API contracts in TypeScript teams.

bim-scripting · Scaling BIM operations beyond manual editing (parameter QA, clash detection, export).

dart-contribute · Contributing to projects with parallel release branches (patch vs. main).

cd-calculator · Rapid structural/environmental analysis in computational design workflows.

transformers-js · Privacy-critical NLP tasks (sentiment, classification) with zero cloud egress.

unity-xr · Rapid AR/VR prototyping with multi-device gesture support.

computational-geometry · Spatial reasoning in site analysis, packing, and optimal placement.

senior-frontend · Leading design-system decisions requiring performance and accessibility expertise.

selenium-automation · Complex browser workflows when Playwright lacks cross-browser support.

design-automation · Automating repetitive AEC tasks like code compliance, space planning, or facade optimization when rules can be explicitly encoded.

auto-build-wi · Continuous automated build-from-issue pipeline when paired with /loop for scheduled ticking and deterministic state transitions.

fix-issue-batch · Continuous issue triage and fix cycles with disk-gated concurrency caps when teams want automated high-signal issue resolution.

split-god-file · Breaking up unmaintainable monolithic JS/HTML files when you can tolerate ordered module imports and want deterministic splitting.

admob-isolation-audit · Enforcing third-party SDK isolation contracts as a pre-PR check when monetization changes risk breaching encapsulation.

audit-loop · Detecting dark cascade outages and version drift in a gm/rs-* publish pipeline when run on recurring /loop.

code-connect-refresh · Keeping Figma-to-code bindings fresh when component APIs change frequently and drift is costly.

lumen-improvement-hunt · Prioritizing performance work when you need data-driven ranking instead of hunches.

team-build · Automating team hiring workflows when your recruiting funnel is repeatable and roles are standardized.

parallel-implement-review · Catching implementation drift from plan when you need multi-angle review before merge.

find-bugs · Quick automated bug-pattern scanning as a lightweight pre-PR gate.

nihil-maat · Auditing IA when information loss or findability drift is a concern.