Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add qiaomiaojoe/ai-academic-workflow --skill model-paper-deconstructgit clone --depth 1 https://github.com/qiaomiaojoe/ai-academic-workflowWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/qiaomiaojoe/ai-academic-workflow/model-paper-deconstruct)<a href="https://agentmods.dev/skills/qiaomiaojoe/ai-academic-workflow/model-paper-deconstruct"><img src="https://agentmods.dev/badge/skills/qiaomiaojoe/ai-academic-workflow/model-paper-deconstruct/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/qiaomiaojoe/ai-academic-workflow/model-paper-deconstruct"><img src="https://agentmods.dev/badge/skills/qiaomiaojoe/ai-academic-workflow/model-paper-deconstruct.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00232 | $0.02408 |
| Opus 5 | $0.00116 | $0.01204 |
| Sonnet 5 | $0.00046 | $0.00482 |
| Haiku 4.5 | $0.00023 | $0.00241 |
Grade A, and why
model-paper-deconstruct scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
The source is not reproduced here
A licence we could not identify
The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 12d ago First seen · 110 lines · 232 tokens per session scan A e4d81d351c83
model-paper-deconstruct is a skill published in the GitHub repository qiaomiaojoe/ai-academic-workflow (7 stars, last pushed 1mo ago), with no licence file. It adds 232 tokens to every session and 2,408 once invoked, about $0.0012 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other skills, from other repositories
present-paper
Academic presentation preparation — paper-driven (journal club, grand rounds, seminar) and lecture/teaching decks (course material, workshop slides, conference talks). Analyzes source material, finds supporting references, drafts audience-adapted speaker scripts, generates or augments PPTX with speaker notes, and…
enhancing-latex-lectures
Enhances LaTeX lecture notes by analyzing pedagogical reference materials (like Todorov's PDFs) and systematically adding stunning visualizations, concrete examples, and intuitive explanations. Use when the user requests improving lectures, adding visualizations from papers, or adopting another author's teaching style.
paper-one-session-one-task
A conversation rule for handling multiple independent academic writing tasks in one session. It says to list the tasks and ask the user to choose one before starting.
paper-translate-advisor-feedback
A workflow for turning a supervisor's informal paper feedback into a precise editing checklist. Each item records where to edit, what change to make, the target result, the acceptance standard, and what to leave alone.
beamer
Use when creating LaTeX Beamer presentation slides from documents, especially for academic presentations. Use when source document contains structured content with sections, subsections, or clear hierarchical organization that should be preserved in slides.
lecture-notes-enhancement
Use when enhancing existing lecture notes with multiple course source materials (recordings, PPT slides, existing notes).