demo-reviewer

demo-reviewer is a skill for Claude Code from adewale/skill-eval-harness. It costs 28 tokens per session (186 once invoked), scanned A, original, MIT.

A small demonstration add-on for reviewing proposed code changes. It labels each finding as Blocking, Minor, or Clean and requires evidence based on a review checklist.

In plain words
What is it for?
Use it to demonstrate or test a review workflow, classify issues in a proposed change, and check whether the change includes tests.
Why use it?
Code reviews can be difficult to triage when findings have no clear severity or supporting evidence. This provides a simple, consistent review format.

Skill for Claude Code

Written for Claude Code: when-to-use in frontmatter.

Good fit Use it to demonstrate or test a review workflow, classify issues in…

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Install with agentmods
npx agentmods add skills/adewale/skill-eval-harness/demo
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 adewale/skill-eval-harness --skill demo
Clone the repo
git clone --depth 1 https://github.com/adewale/skill-eval-harness

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 demo-reviewer

README.md
[![agentmods](https://agentmods.dev/badge/skills/adewale/skill-eval-harness/demo.svg)](https://agentmods.dev/skills/adewale/skill-eval-harness/demo)
Your own site
<a href="https://agentmods.dev/skills/adewale/skill-eval-harness/demo"><img src="https://agentmods.dev/badge/skills/adewale/skill-eval-harness/demo.svg" alt="Measured on agentmods" height="20"></a>
Per session 28 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 186 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 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 $0.00028 $0.00186
Opus 5 $0.00014 $0.00093
Sonnet 5 $0.00006 $0.00037
Haiku 4.5 $0.00003 $0.00019

Measured 7d ago against content hash 10324fae06ce, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

demo-reviewer 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 7d 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.

examples/demo-skill/skills/demo/SKILL.md · 23 lines

What it actually says

Demo Reviewer

A deliberately tiny skill that exists only to demonstrate the harness end to end (materialized ablations included). It has exactly two load-bearing pieces — a severity rule and a checklist reference — each targeted by one ablation below.

Severity rules

Label every finding with one of: Blocking, Minor, or Clean. State the label explicitly so the reader can triage at a glance. A change that ships without a test is at least Blocking.

Evidence

Back each finding with concrete evidence and follow the shared review checklist: see the review checklist.

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. 7d ago First seen · 23 lines · 28 tokens per session scan A 10324fae06ce

Subscribe to this mod's changes

demo-reviewer is a skill published in the GitHub repository adewale/skill-eval-harness (73 stars, last pushed 6d ago), licensed MIT. It adds 28 tokens to every session and 186 once invoked, about $0.0001 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.

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