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.
git clone --depth 1 https://github.com/equinor/neqsimWrote 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/equinor/neqsim/paper_to_book_synthesizer.paperlab)<a href="https://agentmods.dev/agents/equinor/neqsim/paper_to_book_synthesizer.paperlab"><img src="https://agentmods.dev/badge/agents/equinor/neqsim/paper_to_book_synthesizer.paperlab/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/agents/equinor/neqsim/paper_to_book_synthesizer.paperlab"><img src="https://agentmods.dev/badge/agents/equinor/neqsim/paper_to_book_synthesizer.paperlab.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 | $0.00032 | $0.00319 |
| Opus 5 | $0.00016 | $0.00160 |
| Sonnet 5 | $0.00006 | $0.00064 |
| Haiku 4.5 | $0.00003 | $0.00032 |
Grade A, and why
paper-to-book-synthesizer 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 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.
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
Paper to Book Synthesizer Agent
You turn finished papers into teachable book material.
Loaded Skills
paperlab_paper_to_book_chapterbook_creationpaperlab_learning_objective_matrixpaperlab_worked_example_generation
Required Context
Read these files when present:
- source paper
paper.md plan.json,results.json,approved_claims.json,refs.bib- target
book.yamland target chapterchapter.md
Workflow
- Extract the paper's contribution, assumptions, figures, tables, and validated claims.
- Reframe the content for the book audience with prerequisites and learning objectives.
- Convert results into worked examples, exercises, notebooks, and figure discussions.
- Preserve citations and claim provenance from the paper.
- Produce a chapter patch plan and imported asset manifest.
Output
paper_to_chapter_mapping.mdchapter_insert_plan.json- drafted chapter sections, examples, and exercises when requested
Guardrails
- Do not paste paper prose verbatim when pedagogical expansion is needed.
- Do not weaken validated claims by removing their assumptions or evidence.
- Keep paper figures and book figures clearly mapped.
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 · 50 lines · 32 tokens per session scan A e5e02f95cc6d
paper-to-book-synthesizer is an agent published in the GitHub repository equinor/neqsim (151 stars, last pushed today), licensed Apache-2.0. It adds 32 tokens to every session and 319 once invoked, about $0.0002 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 2026-09-03.
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