outline-agent

outline-agent is a skill for Claude Code, Codex from woodfishhhh/EZ_math_model. It costs 99 tokens per session (1,364 once invoked), scanned A, a copy of outline-agent, MIT.

A research-paper planning step that turns an idea, experiment log, LaTeX template, and conference rules into a structured JSON outline. It plans figures, literature searches, and each paper section.

In plain words
What is it for?
It is for planning figures, introduction and related-work searches, section structure, and possible citation points before writing.
Why use it?
It reduces the work of organising a paper across several source files and helps keep the outline aligned with the target conference.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit It is for planning figures, introduction and related-work searches, section structure, and possible citation points before writing.

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Install with agentmods
npx agentmods add skills/woodfishhhh/ez_math_model/outline-agent
Install

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.

Any agent
npx skills add woodfishhhh/EZ_math_model --skill outline-agent
Clone the repo
git clone --depth 1 https://github.com/woodfishhhh/EZ_math_model

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for outline-agent

README.md
[![agentmods](https://agentmods.dev/badge/skills/woodfishhhh/ez_math_model/outline-agent/github.svg)](https://agentmods.dev/skills/woodfishhhh/ez_math_model/outline-agent)
Your own site
<a href="https://agentmods.dev/skills/woodfishhhh/ez_math_model/outline-agent"><img src="https://agentmods.dev/badge/skills/woodfishhhh/ez_math_model/outline-agent/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.

agentmods 80×15 button for outline-agent

Your own site · 80×15
<a href="https://agentmods.dev/skills/woodfishhhh/ez_math_model/outline-agent"><img src="https://agentmods.dev/badge/skills/woodfishhhh/ez_math_model/outline-agent.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 99 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,364 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 100% copy Near-identical to another mod in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00099 $0.01364
Opus 5 $0.00049 $0.00682
Sonnet 5 $0.00020 $0.00273
Haiku 4.5 $0.00010 $0.00136

Measured 9d ago against content hash 685512f9d7d6, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

outline-agent 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 9d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/validate_outline.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

Origin

This is a copy

100% identical to outline-agent — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

skills/ez-math-model/external/paper-orchestra/skills/outline-agent/SKILL.md · 114 lines

How it starts

The opening of the file, as written. The whole thing — 114 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Outline Agent (Step 1)

Faithful implementation of the Outline Agent from PaperOrchestra (Song et al., 2026, arXiv:2604.05018, App. F.1, pp. 40–44).

Cost: 1 LLM call.

Your task

Read four input files from the workspace and produce a single JSON object at workspace/outline.json with three top-level keys:

  • plotting_plan — array of figure objects
  • intro_related_work_plan — object with introduction_strategy and related_work_strategy
  • section_plan — array of section objects, each with section_title and subsections[]

How to do it

  1. Read the verbatim prompt at references/prompt.md. This is the exact Outline Agent system prompt from the paper. Use it as your system message.
  2. Prepend the Anti-Leakage Prompt from ../paper-orchestra/references/anti-leakage-prompt.md.
  3. Read the four input files:
    • workspace/inputs/idea.md
    • workspace/inputs/experimental_log.md
    • workspace/inputs/template.tex
    • workspace/inputs/conference_guidelines.md
  4. Synthesize across all four — the global instruction in the prompt is "Do not analyze inputs in isolation. You must synthesize information across all provided documents for every step."
  5. Emit a single JSON object following the schema in references/outline-schema.md. Cross-check against references/outline_schema.json (machine-readable).
  6. Save to workspace/outline.json.
  7. Validate:
    python skills/outline-agent/scripts/validate_outline.py workspace/outline.json
    
    If validation fails, fix the JSON and re-validate. Do not proceed to Step 2 or Step 3 with an invalid outline — every downstream agent depends on this schema.

Hard rules from the prompt (do not violate)

These are excerpted from references/prompt.md. The validator enforces them.

Plotting plan (Directive 1)

  • plot_type MUST be exactly one of "plot" or "diagram".
  • data_source MUST be exactly one of "idea.md", "experimental_log.md", or "both".
  • aspect_ratio MUST be exactly one of: "1:1", "1:4", "2:3", "3:2", "3:4", "4:1", "4:3", "4:5", "5:4", "9:16", "16:9", "21:9".
  • figure_id MUST be a semantically meaningful snake_case identifier (e.g., fig_framework_overview, fig_ablation_study_parameter_sensitivity).
  • figure_id MUST NOT contain the word "Figure".

Read the full file on GitHub · 114 lines

Files

What ships with it

6 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.

Changes

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.

  1. 9d ago First seen · 114 lines · 99 tokens per session scan A 685512f9d7d6

Subscribe to this mod's changes

outline-agent is a skill published in the GitHub repository woodfishhhh/EZ_math_model (41 stars, last pushed 1mo ago), licensed MIT. It adds 99 tokens to every session and 1,364 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to outline-agent, differing in 0 lines, and is treated as a copy.