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 jimezsa/opencolab --skill paper-summarygit clone --depth 1 https://github.com/jimezsa/opencolabWrote 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/jimezsa/opencolab/paper-summary)<a href="https://agentmods.dev/skills/jimezsa/opencolab/paper-summary"><img src="https://agentmods.dev/badge/skills/jimezsa/opencolab/paper-summary.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 | $0.00043 | $0.01310 |
| Opus 5 | $0.00022 | $0.00655 |
| Sonnet 5 | $0.00009 | $0.00262 |
| Haiku 4.5 | $0.00004 | $0.00131 |
Grade A, and why
paper-summary scanned grade A with 1 finding 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 7d 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -fsSL https://raw.githubusercontent.com/jimezsa/papercli/main/SKILLS/paper-summary/SKILL.md \ How it starts
The opening of the file, as written. The whole thing — 138 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Paper Summary Skill
Use this skill when PDFs have already been downloaded and the next step is to create deterministic <run-folder>/pdf/<safe_id>.md summaries from those PDFs.
For precise follow-up QA after the summaries exist, switch to the shared pageindex-grounded skill instead of stretching this skill into ad hoc question answering.
This skill is the canonical summary step for:
SKILLS/fast-research/SKILL.mdSKILLS/pro-research/SKILL.mdSKILLS/deep-research/SKILL.md
Update This Skill
Only do this if the user explicitly asks to update this skill from the GitHub repo.
To refresh this skill directly from the GitHub repo:
curl -fsSL https://raw.githubusercontent.com/jimezsa/papercli/main/SKILLS/paper-summary/SKILL.md \
-o SKILLS/paper-summary/SKILL.md
curl -fsSL https://raw.githubusercontent.com/jimezsa/papercli/main/SKILLS/paper-summary/references/summary_schema.md \
-o SKILLS/paper-summary/references/summary_schema.md
curl -fsSL https://raw.githubusercontent.com/jimezsa/papercli/main/SKILLS/paper-summary/scripts/gemini_parallel_summary.py \
-o SKILLS/paper-summary/scripts/gemini_parallel_summary.py
Mission
Given one paper PDF or a directory of paper PDFs:
- Read the PDFs directly with Gemini.
- Produce one markdown summary per paper that follows the canonical schema in
references/summary_schema.md. - Write each summary as
<safe_id>.md, next to<safe_id>.pdf, unless an explicit output directory is provided. - Optionally append original paper IDs to
<run-folder>/meta/summarized_ids.txt.
Prerequisites
python3is installed and available inPATH.google-genaiis installed:python3 -m pip install google-genaiGEMINI_API_KEYis set in the environment.- Network access is available when running the Gemini script.
- The PDFs already exist locally.
- Optional metadata JSON files exist in
<run-folder>/meta/<safe_id>.json.
Required Inputs
- A single PDF via
--pdf, or a directory of PDFs via--pdf-dir. - Optional
--metadata-dirso the script can recover original paper IDs and metadata fallbacks. - Optional
--summarized-idsfile to append successful original paper IDs. - Optional
--failures-tsvfile to record summary failures in the same ledger used by the research skills. - The active research run folder, normally
research/<YYYY-MM-DD>-<topic-slug>/, when this is called fromfast-research,pro-research, ordeep-research.
What ships with it
2 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.
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.
- 7d ago First seen · 138 lines · 43 tokens per session scan A 6e2b4eaed36a
paper-summary is a skill published in the GitHub repository jimezsa/opencolab (11 stars, last pushed 24d ago), licensed MIT. It adds 43 tokens to every session and 1,310 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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