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 Ar9av/PaperOrchestra --skill paper-orchestragit clone --depth 1 https://github.com/Ar9av/PaperOrchestraWrote 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/ar9av/paperorchestra/paper-orchestra)<a href="https://agentmods.dev/skills/ar9av/paperorchestra/paper-orchestra"><img src="https://agentmods.dev/badge/skills/ar9av/paperorchestra/paper-orchestra/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/skills/ar9av/paperorchestra/paper-orchestra"><img src="https://agentmods.dev/badge/skills/ar9av/paperorchestra/paper-orchestra.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 | $0.00143 | $0.03398 |
| Opus 5 | $0.00072 | $0.01699 |
| Sonnet 5 | $0.00029 | $0.00680 |
| Haiku 4.5 | $0.00014 | $0.00340 |
Grade A, and why
paper-orchestra 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 10d 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
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.
What ships with it
15 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.
- references/anti-leakage-prompt.md 2.5 KB
- references/host-integration.md 7.8 KB
- references/io-contract.md 7.1 KB
- references/outline-reconciliation.md 4.7 KB
- references/paper-summary.md 4.1 KB
- references/pipeline.md 7.2 KB
- scripts/anti_leakage_check.py 3.3 KB runs code
- scripts/build_pdf.py 28 KB runs code
- scripts/check_idea_density.py 5.6 KB runs code
- scripts/check_tex_packages.py 5.9 KB runs code
- scripts/claim_evidence_gate.py 11 KB runs code
- scripts/diff_outlines.py 3.5 KB runs code
- scripts/init_workspace.py 4.5 KB runs code
- scripts/validate_consistency.py 9.7 KB runs code
- scripts/validate_inputs.py 4.8 KB runs code
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.
- 10d ago First seen · 303 lines · 143 tokens per session scan A c376287e10f2
paper-orchestra is a skill published in the GitHub repository Ar9av/PaperOrchestra (652 stars, last pushed 1mo ago), with no licence file. It adds 143 tokens to every session and 3,398 once invoked, about $0.0007 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.
Other skills, from other repositories
paper-compile
A workflow that turns LaTeX paper files into a PDF and checks whether the build succeeds. It can address compilation errors and verify requirements such as page limits and required files.
document-pdf
Extracts, creates, and transforms PDF documents. Use when parsing text or tables, generating files, merging pages, or handling PDF forms.
arxiv-search
Single-machine academic paper search and PDF handling for any research field. Searches arXiv and Semantic Scholar without an API key, with DuckDuckGo as a web fallback, and extracts/downloads PDFs locally. MCP servers (arxiv-mcp-server, Ai2 Asta) are used when available. Use for quick, focused lookups in any…
Read, create and manipulate PDF files — extract text and tables, merge, split, rotate, reorder and delete pages, read and fill AcroForm fields, add or strip metadata, encrypt and decrypt, and generate new PDFs from HTML or from scratch. Also covers rasterising pages to images so a PDF can actually be looked at, and…
dev-document
Document generation (PDF, DOCX, XLSX, PPTX). Trigger when the user wants to create a document, generate a report, export to PDF/Word/Excel/PowerPoint, or produce an office file.
save-as-pdf
Use when rendering HTML pages or documents into crisp PDF files.