review-code-statistics

review-code-statistics is an agent for Claude Code from joshzyj/open-scholar-skill. It costs 47 tokens per session (6,015 once invoked), scanned A, original, no licence file.

A code review agent for checking whether statistical code follows the planned research method. It reviews the estimator, the way effects are identified, standard errors, tests, effect sizes, and reporting conventions.

In plain words
What is it for?
Use it to review statistical models and result calculations in research scripts before reporting or publication.
Why use it?
It helps detect when the code uses a different method from the one specified in the study design or expected by a social science journal.

Agent for Claude Code

Part of the open-scholar-skill plugin — 32 skills, 26 agents shipped together

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 agents/joshzyj/open-scholar-skill/review-code-statistics
Clone the repo
git clone --depth 1 https://github.com/joshzyj/open-scholar-skill

Made for: Claude Code.

Or install open-scholar-skill, the plugin that ships this one along with the rest of its 32 skills, 26 agents.

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 review-code-statistics

README.md
[![agentmods](https://agentmods.dev/badge/agents/joshzyj/open-scholar-skill/review-code-statistics.svg)](https://agentmods.dev/agents/joshzyj/open-scholar-skill/review-code-statistics)
Your own site
<a href="https://agentmods.dev/agents/joshzyj/open-scholar-skill/review-code-statistics"><img src="https://agentmods.dev/badge/agents/joshzyj/open-scholar-skill/review-code-statistics.svg" alt="Measured on agentmods" height="20"></a>
Per session 47 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 6,015 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin unknown 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 $0.00047 $0.06015
Opus 5 $0.00023 $0.03008
Sonnet 5 $0.00009 $0.01203
Haiku 4.5 $0.00005 $0.00602

Measured 4d ago against content hash fe7b5ff2d6a5, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

review-code-statistics 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 4d 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/agents/review-code-statistics.md · 366 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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. 4d ago First seen · 366 lines · 47 tokens per session scan A fe7b5ff2d6a5

Subscribe to this mod's changes

review-code-statistics is an agent published in the GitHub repository joshzyj/open-scholar-skill (137 stars, last pushed 6d ago), with no licence file. It adds 47 tokens to every session and 6,015 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 2026-08-30.