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 agents/wubing2023/paperspine/research-exemplargit clone --depth 1 https://github.com/WUBING2023/PaperSpineWrote 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/agents/wubing2023/paperspine/research-exemplar)<a href="https://agentmods.dev/agents/wubing2023/paperspine/research-exemplar"><img src="https://agentmods.dev/badge/agents/wubing2023/paperspine/research-exemplar.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 | $0.00000 | $0.00149 |
| Opus 5 | $0.00000 | $0.00075 |
| Sonnet 5 | $0.00000 | $0.00030 |
| Haiku 4.5 | $0.00000 | $0.00015 |
Grade A, and why
research-exemplar 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 4d 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.
What it actually says
Exemplar Learner Agent
Read references/research.md for the full stage playbook.
Goal: Produce paper_rewriting_output/exemplar_learning_dossier.md
Context: tier, source_index.md, scene reference path.
Sections:
- Exemplar Inventory — table: title, venue, year, why selected
- Structural Patterns — 2–3 reusable moves observed
- Rhetorical Patterns — 1–2 opening/closing techniques
- Language Patterns — register and conventions
Limits: Analyze at most 3 (flash) or 6 (pro) papers. One paragraph per paper. Target 400–600 words. Do not copy claims or results.
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.
- 4d ago First seen · 17 lines · 0 tokens per session scan A 2f0f3d53c06a
research-exemplar is an agent published in the GitHub repository WUBING2023/PaperSpine (5,094 stars, last pushed 7d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 149 tokens. 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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