Use when the user invokes /agent-vision, /agent-vision snapshot, /agent-vision streaming, /agent-vision roast, /agent-vision mood, or asks Codex to snapshot, inspect, roast,…
Identify and navigate genuine dilemmas in curriculum, school, or community contexts — tensions between competing goods that cannot be solved, only navigated.
Apply natural mapping — the strongest form of mapping, in which the spatial position, motion, or shape of a control directly corresponds to what it affects.
List the teams configured in Entropy Data so the user can pick one as the owner (`team.name` in ODPS) of a data product.
Auto-detect work context (Dev vs Knowledge) — use to tailor workflows based on current task type
Apply Ockham''s Razor — given a choice between functionally equivalent designs, prefer the simplest. Use when comparing design approaches, evaluating whether a feature is…
Design a restorative practice protocol for addressing harm, rebuilding trust, and restoring relationships.
Apply arbitrary and symbolic icon design — using forms with no inherent meaning that depend on convention to communicate (the hamburger menu, the kebab menu, the AI sparkle, app…
Design a structured outdoor learning sequence embedding curriculum objectives in an available outdoor space.
Scaffold an emergent project from observed children's interests using Reggio-inspired approaches. Use when following children's fascinations into deeper inquiry in early years or…
Install or refresh oc-codex-multi-auth in OpenCode, choose the right config mode, and verify Codex OAuth with ChatGPT Plus or Pro access.
Surface beliefs, assumptions, stories, and values shaping a system. Use when deeper mental models need examining with care and evidence.
Design a lesson that embeds PERMA wellbeing elements alongside academic learning objectives. Use when planning lessons that intentionally support both content mastery and student…
Edit an output-port ODCS file under models/output_ports/v<N>/, run the contract test against the live data, and classify any failures as breaking or non-breaking changes — with…
Generate a cascading hint sequence for a problem type, revealing progressively without giving answers. Use when designing tutoring dialogues or scaffolded worksheets.
Use when the user wants to benchmark or compare AI agents (Claude Code, Codex, OpenCode) on a refactoring, perf, or code-change task in the current repo.
Create new GitHub repositories with low-friction defaults. Use when the user invokes /gh-project or $gh-project, asks to create a new GitHub project, asks to create a GitHub…
Use the exposure effect deliberately in onboarding and habit formation — getting users to repeated, low-friction encounters with the product so familiarity builds and preference…
Use when Codex is working on a repo or task that is scoped to an OrgX initiative, workstream, milestone, task, blocker, or decision and needs to use OrgX MCP as the source of…
Design a multi-round questioning sequence for interrogating AI chatbot answers, tracking how responses shift and distinguishing genuine updates from sycophantic capitulation.
Design a mastery experience sequence that systematically builds student confidence in a skill they avoid.
Explain and configure individual spacing algorithms using student performance data and forgetting curves. Use when personalising retention schedules in adaptive learning platforms.
Run tasks in a loop until goals are met — use for iterative refinement, polling, or convergence
High-performance CLI proxy that reduces LLM token consumption by 60-90%. Transparently rewrites 100+ common dev commands (git, gh, cargo, npm, docker, kubectl, aws, etc.) via…
Apply the Exposure Effect (mere-exposure effect) — the well-documented finding that repeated exposure to something tends to increase liking for it.
Redesign a classroom as a prepared environment optimised for independent learning, calm transitions, and material access.
Bootstrap a brand-new dbt data product from scratch — create dbt_project.yml, the Entropy Data model layout (input_ports, staging, intermediate, output_ports/v1), README with uv…
Tags harness-decomposed curriculum items (KUDs, LTs, criteria) with a school's developmental band metadata while preserving source voice and labels.
Use when the task is to inspect existing Roistat saved reports through API, assemble a new report from scratch via analytics/data, fetch attribution slices, split new vs repeated…
Install or refresh codex-multi-auth for the official Codex CLI, run first login, and verify account health and routing.
Redesign a lesson to centre students' cultural backgrounds, community knowledge, and lived experience.
Design trauma-informed classroom practices that prioritise safety, predictability, connection, and regulation.
Manage the risks of redesigns when users have built up exposure-based preference for the existing design.
Design a Funhouse Mirror activity where students use their own domain expertise to detect AI distortions, omissions, and overconfidence.
Decompose and execute large changes, migrations, or multi-issue fixes in parallel with quality gates
Select the right formative assessment technique for a specific learning moment, purpose, and age group.
Use for VidSeeds MCP analytics and research — YouTube analytics, channel intelligence, video autopsy, outliers, competitors, trending/breakout discovery, keyword research, comment…
Debug issues methodically — use when stuck on errors, test failures, or unexpected behavior
Verify and design for load scaling — data volume, transaction volume, request rate, and user count. Use when sizing infrastructure, choosing data structures, designing pagination…
Apply the principle of Legibility — the visual clarity of individual characters and short phrases, determined by typeface, size, weight, contrast, and spacing.
Apply external consistency — honoring conventions from outside your product (platform conventions, category conventions, established interaction patterns) so users can transfer…
Implementation tracking documents for maintaining living records of what was built, what is pending, what failed, and what dead ends were explored.
Design a structured protocol for auditing AI-generated text against Ennis's six CT standards. Use when students need to critically evaluate AI output in any subject.
Design a variation theory task using contrast, separation, and fusion to teach critical features of a concept.
Design a moment of awe or wonder that hooks curiosity and deepens emotional engagement with content. Use when opening units, introducing surprising material, or reigniting student…
Takes a curriculum framework and a statutory or accreditation requirement list; produces a coverage table, gap summary, and CSV showing which framework content covers each…
Analyse existing written feedback for quality, specificity, actionability, and impact on student learning.
Frappe-specific search and discovery guidance for finding benches, apps, remotes, sites, ports, hooks, DocTypes, builder DocTypes, and frontend surfaces quickly.
Design a wise systems intervention from an existing analysis. Maps proposed actions against Meadows' leverage points, checks for unintended consequences, and generates…
对失败或卡住的团队工作流进行事后调查：时间线重建、角色交接审计、 产出缺失定位、重复循环检测和根因归类。 与 systematic-debugging（代码级调试）互补，本 skill 面向工作流级诊断。
Build a focused literature and citation briefing from PapersFlow. Use when the user wants paper search, citation verification, related-paper discovery, or citation graph…
Use this skill when designing for the edges and corners of the screen — where the cursor cannot overshoot, making them effectively infinite-sized targets along one axis.
Build, scaffold, and deploy Power Automate cloud flows using the FlowStudio MCP server. Your agent constructs flow definitions, wires connections, deploys, and tests — al — from…
Use this skill when designing the visual or aesthetic layer of a product, deciding between expressive style and functional restraint, evaluating decorative elements, or arguing…
Use this skill when designing UI to survive content extremes — long names, big numbers, multi-line addresses, missing images, internationalized strings, dense data.
Use this skill when designing the orientation chrome that tells users where they are — breadcrumbs, current-page indicators, page titles, header context, "you are here" markers,…
Use this skill whenever a design task involves visual perception, layout, hierarchy, grouping, scanning order, attention, color organization, or composition — regardless of…
Use this skill when the question is whether assistive technologies — screen readers, voice control, switch devices, refreshable braille displays — can reliably interpret your UI.
Use this skill whenever a design lets users do something they might regret — delete, send, publish, charge, transfer, archive, overwrite, irrecoverably commit.
Use this skill when designing narrative content — landing pages, case studies, onboarding flows, marketing campaigns, sales decks, ad arcs.