Home / ar9av / paperorchestra · skills/paper-orchestra/SKILL.md · GitHub

paper-orchestra skillA

paper-orchestra is agent-read markdown (skill) from ar9av/paperorchestra: Orchestrate the full PaperOrchestra (Song et al., 2026, arXiv:2604.05018) five-agent pipeline to turn unstructured research materials (idea, experimental log, LaTeX template, conference guidelines, optional figures) into a submission-ready LaTeX manuscript and compiled PDF. TRIGGER when the user asks to "write a paper from my experiments", "turn this idea and these results into a paper", "generate a conference submission", "run paper-orchestra on X", or otherwise wants the end-to-end paper-writi.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# paper-orchestra (Orchestrator)

Top-level driver for the PaperOrchestra pipeline. Read this document and follow
the steps below. The detailed prompts and rules live in each sub-skill's
`SKILL.md` and `references/` directories — you (the host agent) will load them
as you go.

> Source paper: Song et al., *PaperOrchestra: A Multi-Agent Framework for
> Automated AI Research Paper Writing*, arXiv:2604.05018, 2026.
> <https://arxiv.org/pdf/2604.05018>

## What this skill produces

A complete submission package `P = (paper.tex, paper.pdf)` written into
`workspace/final/`, plus a full audit trail under `workspace/` (outline,
figures, refs, drafts, refinement worklog, provenance snapshot).

## Inputs (the (I, E, T, G, F) tuple from the paper)

The workspace MUST contain:

| File | Symbol | Required | Description |
|---|---|---|---|
| `workspace/inputs/idea.md` | `I` | yes | Idea Summary (Sparse or Dense variant — see `references/io-contract.md`) |
| `workspace/inputs/experimental_log.md` | `E` | yes | Experimental Log: setup, raw numeric data, qualitative observations |
…

Read the whole file at its exact version.

How to install

Latest version
mdr add ar9av/paperorchestra/paper-orchestra@git:20260602.770a879
Exact content
mdr add ar9av/paperorchestra/paper-orchestra@sha256:c376287e10f240e9

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

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Versions

versioncommittedcommitsizeaudit
git:20260602.770a879 latest2026-06-02 770a879 14,101 BA view · diff
git:20260515.e8b0dfd2026-05-15 e8b0dfd 12,015 BA view · diff
git:20260411.ee1cb882026-04-11 ee1cb88 11,070 BA view · diff
git:20260410.61ea62f2026-04-10 61ea62f 10,314 BA view · diff
git:20260409.c2de31b2026-04-09 c2de31b 9,854 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (14101 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

ar9av/paperorchestra · 664 stars · license NOASSERTION · pushed 2026-09-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_2ixhbplcyy45snz6
GET https://markdownregistry.com/api/v1/resolve?ref=ar9av/paperorchestra/paper-orchestra
GET https://markdownregistry.com/api/v1/blob/c376287e10f240e965d62eb19a80376f204282109bf79f636548633e8b775eb0

Your agent does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

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