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model-paper-deconstruct

model-paper-deconstruct is a skill for Claude Code, Codex from qiaomiaojoe/ai-academic-workflow. It costs 232 tokens per session (2,568 once invoked), scanned A, original, no licence file.

A paper-analysis workflow that studies how a reference research paper is structured and written. It uses a framework for separating visible details, underlying ideas, actions, and abstract concepts.

In plain words
What is it for?
It analyzes a PDF or a Zotero paper title, mapping sections, citations, argument chains, and reusable writing techniques.
Why use it?
It helps writers understand why a paper is organized as it is, rather than only reading or translating its content.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

not rated 10repo +1 changed 13d ago A scan 232 tokens custom licence

Good fit It analyzes a PDF or a Zotero paper title, mapping sections, citations, argument chains, and reusable writing techniques.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/qiaomiaojoe/ai-academic-workflow/model-paper-deconstruct
View source ↗ qiaomiaojoe/ai-academic-workflow
Install

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.

Any agent
npx skills add qiaomiaojoe/ai-academic-workflow --skill model-paper-deconstruct
Clone the repo
git clone --depth 1 https://github.com/qiaomiaojoe/ai-academic-workflow

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for model-paper-deconstruct

README.md
[![agentmods](https://agentmods.dev/badge/skills/qiaomiaojoe/ai-academic-workflow/model-paper-deconstruct/github.svg)](https://agentmods.dev/skills/qiaomiaojoe/ai-academic-workflow/model-paper-deconstruct)
Your own site
<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.

agentmods 80×15 button for model-paper-deconstruct

Your own site · 80×15
<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>
Per session 232 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,568 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00232 $0.02568
Opus 5.5 $0.00093 $0.01027
Sonnet 5.5 $0.00046 $0.00514
Haiku 4.5 $0.00023 $0.00257

Measured 13d ago against content hash 4836822e55c4, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

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 13d 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.

skills/model-paper-deconstruct/SKILL.md · 110 lines

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.

Read it on GitHub

Changes

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.

  1. 13d ago Changed 4836822e55c4
  2. 2mo ago First seen · 110 lines · 232 tokens per session scan A e4d81d351c83

Subscribe to this mod's changes

model-paper-deconstruct is a skill published in the GitHub repository qiaomiaojoe/ai-academic-workflow (10 stars, last pushed 3d ago), with no licence file. It adds 232 tokens to every session and 2,568 once invoked, about $0.0009 per session on Opus 5.5. 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.

Learning and teachingResearchacademic-writingai-agentclaude-skillsliterature-reviewresearch-workflow
Related

model-paper-deconstruct compared with skills from other repositories

model-paper-deconstruct next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
model-paper-deconstructqiaomiaojoe/ai-academic-workflowSkill103d agononeA232Claude Code, Codex
present-paperAperivue/medsci-skillsSkill3674d agoMITA59Claude Code
rehearse-qaShaishavMaisuria/research-paper-lifecycle-skillsSkill6013d agoApache-2.0A206Claude Code
using-co-researcherpoemswe/co-researcherSkill1354d agoMITA28Claude Code
enhancing-latex-lecturesshubham0704/claude-skillsSkill229d agoMITA64Claude Code
explain-systems-visuallyshubham0704/claude-skillsSkill229d agoMITA59Claude Code, Codex
reader-comprehension-passshubham0704/claude-skillsSkill229d agoMITA74Claude Code