Use before delivering work that incorporated content the agent did not author — fetched web pages, PDFs, retrieved or library documents, tool or subagent output — or that performs an outward-facing or irreversible action. Maps trust boundaries and runs an abuse-case and prompt-injection check, delegating to a…
Use when the user asks for a multi-agent discussion, panel review, multi-agent review, or multi-agent research session with role selection, round control, and template-based orchestration.
Use only when the user explicitly mentions both annotation and review for a paper task. Produces annotated review outputs and supports an explicit add-to-Zotero step when the user asks for it.
Runtime helper for autonomous-research-loop ledgers plus headless drive, host-owned multi-agent panel phases (--panel on, auto, or off), and the default cross-platform force-loop kit (bootstrap/start/drain with enforce/hard/notify defaults). Use to initialize, append, validate, inspect, smoke-test, drive, or…
Run bounded autonomous research iterations with evidence gates, recovery ledgers, and optional cross-agent handoffs; prefers host-owned multi-agent panel with single-path drive primary; scripted force-loop defaults (Goal Focus enforce, hard goalpriority, notify ON). Use when the user asks to continue research…
Use for a clarity-only pass that must not change behavior — simplifying, renaming, de-duplicating, or restructuring code, configs, research scripts, or prose. Gates on understanding the target before touching it and re-verifies after each change so behavior stays fixed.
Route Classroom50 (foundation50) instructor workflows through the coursehoanganhduc agent entrypoint: readiness, list classrooms/roster/assignments, roster sync into local DB, and C50 CSV export. Raw gh teacher is limited to a non-mutating help probe.
Route local course student-database operations through the coursehoanganhduc db agent: search, details, domain/duplicate/missing-id lists, roster and email export. Refuses interactive modify, restore, and destructive import apply.
Route Google Classroom operations through the coursehoanganhduc gclass agent: preflight, list courses/students, and roster sync. Refuses unenroll, grade, and submission download.
Use when drafting, validating, or normalizing bounded cross-agent task/result packets for parent-controlled handoffs. This is a packet-contract skill, not a runtime delegation broker.
Use when the user wants structured information from public scientific, biomedical, regulatory, materials, or economic databases. This is a reference-first skill for selecting the right database and query strategy.
Use in-flight, the moment you are about to let a non-trivial decision stand — a branching or control-flow change, crossing a module/service/agent boundary, an assertion the type system or proof checker cannot see, a high-stakes or irreversible action, or an analytical step a conclusion rests on. Materializes a…
Use when a research task benefits from an explicit phased workflow with structured source handoff across search, analysis, and writing, and when preserving citations across phases matters.
Use when the user wants to parse, convert, chunk, or structurally analyze PDFs, DOCX, PPTX, HTML, images, audio transcripts, or similar documents with Docling. Prefer this skill for local document parsing before ad hoc text extraction.
Use at the start of computationally intensive local tasks to detect CPU, memory, disk, and optional accelerator availability before planning execution.
Use for external DOI/ISBN/title resolution, manifest creation from pasted text, and paper retrieval after the local library-first workflow does not satisfy the request or the user explicitly opts out of library use.
Use when a research or engineering task needs automatic heavy-compute routing to a disposable Hetzner Cloud CPU or high-memory server through the local broker, with agent-driven provision, run, collect, and destroy under hard cost caps.