Audit or design agent-facing product capabilities: action/context parity, discoverable contracts, safe mutations, verifiable outcomes, and recovery. Use for explicit agent-readiness reviews of apps, repos, CLIs, APIs, MCP/A2A integrations, or Agent Skills; not every general code or documentation task.
Design or refactor cohesive modules with small, useful public contracts and enforceable dependency boundaries. Use for concrete architecture, coupling, refactoring, or agent-editability problems. Do not restructure a working codebase merely because an AI agent will edit it.
Implement and debug React Native or Expo motion with Reanimated 4 and Gesture Handler 3: state transitions, layout, gestures, scroll, worklets, cancellation, and accessible alternatives. Use for native UI motion, not web Motion or a reason to add canvas graphics to ordinary views.
Transcribe or post-process audio with AssemblyAI when explicitly requested or already selected by the project. Choose models, languages, diarisation, and region; retain resumable job IDs and produce speaker-aware local exports. Do not activate merely because a task involves generic transcription.
Audit an OpenClaw deployment's gateway exposure, authentication, channel access, tool permissions, and secret handling. Use for OpenClaw security reviews or interpreting openclaw security audit results, not unrelated host hardening.
Audit an iOS app's source, distribution archive, runtime behaviour, and App Store Connect setup for a planned submission. Use for explicit App Store/TestFlight readiness reviews of native, React Native, or Expo apps. Distinguish verified blockers from checks that still need build, device, account, or policy evidence.
Design, implement, or critique website and web-app UX/UI: information structure, user flows, responsive layouts, visual systems, content, and interaction states. Use for a requested interface or visual-design change; do not expand a small component edit into an unrequested product redesign.
Design, critique, or implement quantitative graphics, scientific figures, dashboards, and evidence tables. Use for display choice, scale/encoding integrity, uncertainty, and accessible chart handoff. Do not use for decorative illustration or general data cleaning without a quantitative display.
Search and retrieve public web sources with Exa when the user explicitly chooses Exa or the project already integrates its API. Covers bounded retrieval, source verification, freshness, and structured search output. Do not activate for generic research or replace another selected search provider.
Integrate or repair RevenueCat and Superwall together in an Expo React Native app. Use for their shared purchase ownership, Android offer selection, billing identity, entitlement sync, restore, or migration flows; not for web billing or unrelated paywall providers.
Extract scanned documents or images with Mistral OCR and export page Markdown, tables, figures, and structured annotations. Use when Mistral OCR is requested or approved; do not send ordinary PDFs to a paid external OCR service when their embedded text is sufficient.
Build and debug Fabric.so HTTP or TypeScript SDK integrations for resources, search, uploads, and developer memory bases. Use for explicit Fabric.so API work; use fabric-cli for terminal operations. Not Microsoft Fabric, Python Fabric SSH, Fabric.js, or the unrelated Fabric prompt framework.
Operate the official Fabric.so CLI to search a selected workspace, save notes, links and files, manage tasks, or maintain explicitly authorised project memory. Use for Fabric.so terminal workflows. Not Microsoft Fabric, Python Fabric SSH, Fabric.js, or Daniel Miessler's Fabric framework.
Develop differentiated ideas for products, research, campaigns, names, or process changes. Use when the user asks to brainstorm, explore alternatives, escape generic concepts, or test a promising direction. Compare mechanisms and practical constraints; do not claim originality without an appropriately scoped search.…
Coach users to plan, create, rehearse, and deliver high-impact presentations, talks, keynotes, pitches, board updates, scientific or technical talks, lectures, webinars, demos, and slide decks. Use when the user is preparing a presentation, wants a stronger story or slide flow, needs speaker notes or rehearsal and Q&A…
Audit or improve an end-to-end service with Lou Downe's Good Services principles, journey maps, operational blueprints, and evidence-linked improvement work. Use for service outcomes across digital, human, and offline channels, not pure visual styling or a narrow code defect without a service-design question.
Run and inspect an app on an iOS Simulator: choose a target, install and launch, capture evidence, exercise accessibility-driven UI, and diagnose simulator failures. Use for explicit simulator testing or automation, not general iOS implementation, physical-device validation, or App Store approval.
Write, debug, review, profile, or shard JAX numerical code. Use when the hard part is JAX tracing, autodiff, control flow, PRNGs, compilation, array placement, or runtime performance. Do not impose JAX on a NumPy-only or unrelated GPU task.
Inspect, report on, and deliberately manage Meta Facebook/Instagram advertising through Meta's official Ads CLI. Use for the user's ad accounts, campaigns, ad sets, creatives, delivery, budgets, datasets, and catalogues; not for general social posting or automatic ad optimisation.
Draft, revise, or critique a primary-research manuscript for a specifically chosen Nature or Nature Portfolio journal, or deliberately develop that broad-reader scientific style. Ground claims in the supplied results and calibrate journal requirements separately. Do not impose this journal style on generic…
Implement and debug Motion for React in Next.js: local interaction, presence, layout, shared elements, scroll, reduced motion, and router integration. Use for explicit Motion/Framer Motion work or interactions that need it; prefer CSS for simple effects and framework-native view transitions for supported route cases.
Diagnose and fix measured startup, rendering, scrolling, memory, media, or network regressions in Expo React Native apps. Use for a reproducible performance problem or an explicit performance audit, not speculative library swaps or blanket memoisation.
Use the official Parallel CLI for explicitly selected Parallel web search, extraction, research, enrichment, FindAll, or monitoring. Choose a bounded workflow, retain job IDs, and verify source evidence. Do not activate for every web lookup or move generic reminders into a paid Parallel monitor.
Build, debug, or profile React Native Skia canvases, paths, rich text, shaders, images, snapshots, video, and animated graphics. Use when Skia is selected or custom drawing is needed. Do not introduce a canvas merely because ordinary native UI should look polished or animate smoothly.
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At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: