writeup-sop

writeup-sop is a skill for Claude Code from whenpoem/aiscientist. It costs 67 tokens per session (1,169 once invoked), scanned A, original, MIT.

A controlled workflow for writing research reports, paper sections, and manuscripts that contain results or mathematical claims.

In plain words
What is it for?
It is for drafting or revising reports with experiment metrics, statistical conclusions, hypotheses, theorem claims, reviewer feedback, and documented limitations.
Why use it?
It helps prevent overclaiming by requiring each important statement to be linked to its evidence, supporting records, and review status.

Skill for Claude Code

Written for Claude Code: installed under .claude/. Also seen: $skill-name invocation.

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.

agentmods
npx agentmods add skills/whenpoem/aiscientist/writeup-sop
Any agent
npx skills add whenpoem/aiscientist --skill writeup-sop
Clone the repo
git clone --depth 1 https://github.com/whenpoem/aiscientist

Made for: Claude Code.

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 writeup-sop

README.md
[![agentmods](https://agentmods.dev/badge/skills/whenpoem/aiscientist/writeup-sop.svg)](https://agentmods.dev/skills/whenpoem/aiscientist/writeup-sop)
Your own site
<a href="https://agentmods.dev/skills/whenpoem/aiscientist/writeup-sop"><img src="https://agentmods.dev/badge/skills/whenpoem/aiscientist/writeup-sop.svg" alt="Measured on agentmods" height="20"></a>
Per session 67 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,169 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found 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 $0.00067 $0.01169
Opus 5 $0.00034 $0.00584
Sonnet 5 $0.00013 $0.00234
Haiku 4.5 $0.00007 $0.00117

Measured 6d ago against content hash 0c008c89e1aa, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

writeup-sop 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 6d 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.

.claude/skills/writeup-sop/SKILL.md · 127 lines

How it starts

The opening of the file, as written. The whole thing — 127 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Write-up SOP

This is an agent-gated publication workflow, not a filesystem security boundary. Hooks block only a narrower set of obvious unsafe writes.

Inputs and final deliverables

Require the target audience/venue, output path and format, intended claims, linked hypothesis/proposition ids, metric pins, and whether each result is confirmatory or exploratory. Deliver the manuscript/report, a claim manifest, reviewer JSON, and a short list of unresolved limitations.

1. Build the claim manifest before drafting

List every meaningful claim with:

  • exact intended wording;
  • kind: result_metric, statistical_claim, context, or theorem;
  • role: central, supporting, or background;
  • mode: confirmatory, exploratory, or not applicable;
  • linked hypothesis/proposition id;
  • required evidence and current status.

Dates, versions, seed counts, baseline counts, model sizes, and timeouts are usually context. They must be accurate but are not automatic provenance gates.

2. Close the empirical evidence chain

For each publication-critical numeric or statistical claim:

  1. Call mcp__verify__check_provenance. Missing provenance means rerun, remove the claim, or clearly downgrade it to exploratory.
  2. Require a real pin_id for central metrics.
  3. Call mcp__verify__refresh_claim. Any stale code, data, config, Git state, dependency lock, runtime, or tracked environment blocks the central claim. Legacy unchecked evidence must be disclosed and is insufficient as the only support for a headline result.
  4. Require a current stable seed verdict for central experimental metrics, or narrow the wording to an unstable/exploratory observation.
  5. For method-versus-baseline claims, require a fair baseline_fairness verdict or disclose the resource mismatch next to the comparison.
  6. For confirmatory claims, require the matching preregistration to be met. Check its fixed family_id and family_size; an open or missed row blocks confirmatory wording.

Read the full file on GitHub · 127 lines

Files

What ships with it

1 file 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. 6d ago First seen · 127 lines · 67 tokens per session scan A 0c008c89e1aa

Subscribe to this mod's changes

writeup-sop is a skill published in the GitHub repository whenpoem/aiscientist (8 stars, last pushed 1mo ago), licensed MIT. It adds 67 tokens to every session and 1,169 once invoked, about $0.0003 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 2026-08-31.

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