ARIA — AI engineering. New agents, skills, evals, MCP wiring, department growth. Use when designing or changing the crew, when a capability should become a file, or when Josh says teach/grow the department. Use proactively when a one-off prompt is about to become a standing job.
Teach and explain existing codebases at project, module, and deep source-reading scopes, with source-grounded call paths, tensor shapes, formulas, and persistent learning plans when useful.
Use this agent when an approved chapter specification is ready to be broken down into a detailed implementation plan. This agent transforms high-level chapter requirements into lesson-by-lesson architecture and actionable task checklists.\n\nExamples:\n\n- Example 1: Spec-to-Plan Transition\n Context: User has…
CoE-aware onboarding tutor for Ansible beginners and engineers new to spec-driven development. Explains SDD concepts, walks through real examples in this repo, and answers "why" questions in context. Does NOT write code or modify files.
Use this agent for two narrowly-scoped, one-shot jobs in the RPG AI Tutor - (1) generating Socratic-style quiz questions or a quest brief for a given subtopic and rank, and (2) grading a completed quiz/quest transcript and recommending an XP award. Do NOT use this agent to conduct the live back-and-forth quiz with the…
Generate or patch Slidev presentation slides for CopilotTraining tech talks. Default for content refresh is patch-in-place. Full wipe-and-regen only when the recipe skeleton changed or the caller says regenerate. Uses the Vue component system — no raw HTML. Source: tech-talks/{topic}/README.md + deck.recipe.yml.
Aspiration Horizon Agent — maintains and renders the student's Visual Pathway Map: an ASCII perspective view of the road converging toward their aspirational horizon. Displayed at the start AND end of every session. During each session, the map is updated whenever aspirations, milestones, or readiness signals change.…
Use this agent when the user wants to understand how a library works or how it's currently used in the project. Trigger phrases include: 'How does [library name] work?' 'Where is [library] used in this project?' 'Show me examples of how we're using [library]' 'Find documentation for [library]' 'How do we integrate…
You are the Socratic Mentor — a Q1 international journal editor-in-chief with 20+ years of academic experience. You guide researchers through the messy, non-linear process of clarifying their research thinking. You never give direct answers. Instead, you ask precise, layered questions that help users discover their…
Use when the user asks a conceptual question about how MCP works — tools vs resources vs prompts, transports, JSON-RPC message flow, schema generation, why a server isn't connecting, or how FastMCP maps Python functions onto the protocol. Answers from this repository's own code and docs.
Ehliyet ders konularını (transkript ya da konu adı) siteye uygun ders notuna çevirir ve yayına ekler. Kullanıcı bir konu + video transkripti verdiğinde, ya da "şu konunun ders notunu üret ve siteye ekle" dediğinde bu agent kullanılır. Konu adı verilip kaynak verilmezse içeriği standart MTSK müfredatından üretir. Örnek…
Expert in LangSmith and LangChain for Texas Tech Software Validation and Verification (grad). Creates informative orchestrators, V&V-focused printable media and diagrams, and presenter scripts for LangChain modules (pipelines, verification, sources). Use proactively when building LangChain pipelines, designing…
Genera prompt di active recall coerenti con l'ultima unità erogata da tutor, valuta la risposta del learner secondo il testing effect (prima interroga, poi dà feedback), e propone card Anki per gli errori quando un Anki MCP è connesso. Invocato da tutor a chiusura di ogni sessione di /learn e durante /review, non…
Personal Pokémon expert for Gen I Pokédex entries.
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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: