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 agentmods add skills/limouren2000/llms-dev-study/paper-read-briefnpx skills add limouren2000/llms-dev-study --skill paper-read-briefgit clone --depth 1 https://github.com/limouren2000/llms-dev-studyWrote 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/limouren2000/llms-dev-study/paper-read-brief)<a href="https://agentmods.dev/skills/limouren2000/llms-dev-study/paper-read-brief"><img src="https://agentmods.dev/badge/skills/limouren2000/llms-dev-study/paper-read-brief.svg" alt="Measured on agentmods" 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 | $0.00126 | $0.04244 |
| Opus 5 | $0.00063 | $0.02122 |
| Sonnet 5 | $0.00025 | $0.00849 |
| Haiku 4.5 | $0.00013 | $0.00424 |
Grade A, and why
paper-read-brief 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 6d 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
No licence file
A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.
What ships with it
20 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- agents/openai.yaml 374 B
- examples/Graph of Thoughts 速读精要.md 17 KB
- examples/images/graph-of-thoughts-figure-1.png 203 KB
- examples/images/graph-of-thoughts-figure-2.png 77 KB
- examples/images/graph-of-thoughts-figure-3.png 657 KB
- examples/images/graph-of-thoughts-figure-4.png 212 KB
- examples/images/mem0-figure-1.png 217 KB
- examples/images/mem0-figure-2.png 249 KB
- examples/images/mem0-figure-3.png 152 KB
- examples/images/mem0-figure-4.png 214 KB
- examples/images/react-figure-1.png 385 KB
- examples/images/react-figure-3.png 41 KB
- examples/images/tree-of-thoughts-figure-1.png 99 KB
- examples/images/tree-of-thoughts-figure-2.png 55 KB
- examples/images/tree-of-thoughts-figure-4.png 109 KB
- examples/images/tree-of-thoughts-figure-6.png 47 KB
- examples/Mem0速读精要.md 18 KB
- examples/ReAct速读精要.md 12 KB
- examples/Tree of Thoughts 速读精要.md 12 KB
- README.md 3.0 KB
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.
- 6d ago First seen · 159 lines · 126 tokens per session scan A ff441c6e9659
paper-read-brief is a skill published in the GitHub repository limouren2000/llms-dev-study (821 stars, last pushed 26d ago), with no licence file. It adds 126 tokens to every session and 4,244 once invoked, about $0.0006 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 2026-08-30.
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