Use when operating a live Runtype account through MCP or Code Mode MCP: inspect resources, debug failed flows or agents, read logs and traces, manage products, surfaces, records,…
Use when working with the Runtype TypeScript or Python SDK, FlowBuilder, BatchBuilder, EvalBuilder, CLI commands, Marathon long-running agent tasks, playbooks, model fallback,…
End-to-end Codex-native Amazon FBA research workflow using LaunchFast MCP. Use when the user wants a single report covering product research, IP risk, supplier sourcing, and PPC…
Runtype umbrella skill for onboarding and routing. Use when the user mentions Runtype, asks what Runtype can build, needs MCP/CLI/dashboard setup, or wants to scope an AI product…
Use when user wants to create tests, generate test coverage, audit test quality, find untested code, or improve weak assertions.
Use when creating, validating, exporting, importing, or improving Runtype Full Product Object templates.
Discovers your full tool environment and amplifies prompts with capability awareness. Suggests optimal tool compositions as non-binding options.
Use when embedding, configuring, styling, or debugging Runtype Persona chat widgets, fullscreen AI assistant layouts, chat surfaces, client tokens, theme tokens, artifacts,…
Codex-native multi-keyword Amazon opportunity scan using LaunchFast MCP. Use when the user wants to research 1-10 keywords, compare niches, or decide whether a product idea is a…
Codex-native supplier sourcing and outreach workflow for Alibaba using LaunchFast research. Use when the user wants supplier shortlists, outreach messages, reply triage, or…
Use when building, designing, validating, or deploying Runtype AI products with agents, flows, tools, surfaces, records, secrets, schedules, evals, orchestration, webhooks,…
Map the epistemic structure of a subject to determine knowledge types and inform curriculum sequencing.
Generate a Socratic questioning sequence that develops conceptual understanding through guided inquiry.
A pipeline execution strategy where downstream stages start before upstream stages finish, using staggered timing with configurable delays.
Report the user's current AxonFlow tier (Free or Pro), Pro license expiry date, endpoint, and whether a license token is configured.
Use when user says regression test, eval check, eval regression, test before commit, compare versions, check regressions, run evals, benchmark skill, or /eval-regression.
Design targeted interventions that strengthen belonging and inclusion for specific classroom dynamics.
Project remaining workflow cost from per-phase averages — warns on budget ceiling overruns
Create if-then implementation intentions and WOOP plans for specific student behaviour change goals. Use when students know what to do but struggle to follow through on habits or…
Map evidence-based connections between a wellbeing initiative and specific academic learning outcomes.
Design an adaptive assessment loop where each student response triggers the next instructional move. Use when building technology-enhanced formative assessment cycles.
将 GitNexus 作为受控可选代码智能能力接入，用于 brownfield MCP 查询、影响面分析、 detect_changes、多仓分析和更深代码图谱证据。输出必须回落到 `/team-*` 主链和 artifacts。
Apply surface mimicry — making an interface element look like a familiar physical object to communicate its purpose at a glance.
Generate retrieval practice questions at varied difficulty levels for a topic or concept. Use when creating quiz starters, revision activities, or low-stakes testing materials.
Design a document set for a document-based lesson — selecting and sequencing sources for analytical tension around a central question.
Frappe DocType creation and form UX guidance. Use when creating, reviewing, or redesigning DocTypes, including field choice, tabs, sections, columns, required fields, naming,…
Map a scoped topic across three coexisting horizons — current system under strain (H1), preferred future (H3), and transition innovations sorted as H2+ or H2- — to understand…
Audit and redesign AI-generated feedback for pedagogical quality, timing, and learning impact. Use when building or reviewing automated feedback in digital learning tools.
Design a media deconstruction protocol analysing persuasion, bias, or representation in media texts. Use when teaching students to critically read advertisements, news, or social…
Design a focused lesson observation protocol with specific look-fors and evidence collection methods.
Design a Montessori three-period lesson for introducing concepts through concrete materials and naming.
Design a sequence where students compare AI's handling of the same question across disciplines, developing a mental model of where AI is reliable vs.
Frappe frontend guidance for Vue and React, including desk pages, `www` pages, `frappe-ui`, Doppio-style frontends, client scripts, and external SPA integrations.
将需求发现、领域建模、一致性审计整合到 /team-* 主链， 以 artifacts/adr/memory 为唯一落盘目标产出可审计文档。 当 Tech Lead、Architect、QA 需要补齐或演进架构文档时使用。
Use when the user reports a bug, broken behavior, regression, failing test, or asks to investigate/root-cause/debug.
Design a structured goal-setting protocol using SMART or implementation-intention frameworks for students.
Analyse student work against criteria to identify specific gaps between current performance and learning objectives.
Design a Concrete-Pictorial-Abstract learning sequence for a mathematical concept using manipulatives.
How to write Cavekit-quality kits that AI agents can consume effectively. Covers implementation-agnostic cavekit design, testable acceptance criteria, hierarchical structure,…
Adapt a classroom task for specific learner needs while preserving the core learning objective intact. Use when differentiating for SEND, EAL, gifted, ADHD, dyslexia, or anxiety.
Convert markdown to DOCX, PPTX, XLSX, PDF office documents — use when you need exportable deliverables
Design a worked example fading sequence from fully worked examples through to independent practice. Use when teaching procedures, algorithms, or multi-step processes to novice…
Orchestrate compassionate systems tools from issue or aspiration to wise action. Use when a class needs a complete inquiry workflow.
How to handle code review feedback — verify before implementing, push back when wrong, never agree blindly
Audit a proposed assessment for construct validity, reliability, and alignment to learning objectives. Use when reviewing or quality-assuring assessments before deployment.
Apply the Gestalt principle of Figure-Ground Relationship — the perceptual separation of what''s perceived as the figure (the focus, the object) from the ground (the surrounding…
End-to-end Frappe and ERPNext implementation guidance spanning backend Python, backend JavaScript surfaces, Vue or React frontends, customizations, and bench-aware delivery.
Generate follow-up teaching moves that extend student thinking after a specific classroom response. Use when a student says something worth exploring and the teacher wants to…
Build out the transformation layers (`staging/`, `intermediate/`) of a data product and run dbt against them, following project-wide conventions adapted from dbt's best practices…
Frappe backend guidance for Python and backend-adjacent JavaScript surfaces such as client interaction patterns, hooks, APIs, patches, scheduler logic, reports, and server-side…
Build a complete explicit instruction sequence from teacher modelling through guided practice to independent work.
Persist design documents with branch tracking, revision chains, and cross-session discovery
Apply treatment strategies for identified weak links — fix, eliminate, buffer, replicate, or communicate.
NLSpec authoring — use when you need a structured specification from multi-AI research and consensus
Map control, influence, and concern after systems analysis. Use when students need wise agency without being made responsible for everything.
Design deliberately flawed examples that develop error-detection skills and deepen understanding. Use when students make characteristic errors and need practice spotting mistakes.
Codex-native batch Amazon keyword research using LaunchFast MCP. Use when the user wants a ranked comparison across many keywords and optionally wants HTML and CSV artifacts…
Run and monitor PapersFlow DeepScan jobs. Use when the user wants long-running research progress, intermediate findings, final reports, or plotting from a completed run.
Resume an interrupted workflow run with verify-first strategy — loads sidecar state, verifies the last step, and continues execution.
Design a learning task where mixed-age students work together with mutual benefit for all age groups.