BITE: Skill for Claude Code

.claude/skills/reviewer-stress-test/SKILL.md

reviewer-stress-test is a skill for Claude Code from RipeMangoBox/BITE. It costs 53 tokens per session (529 once invoked), scanned A, original, MIT.

A demanding review exercise for a research idea, roadmap, or paper, modeled on the kind of challenge used by reviewers at conferences such as ICLR, CVPR, and SIGGRAPH.

In plain words
What is it for?
It is for pressure-testing problem importance, novelty, technical soundness, experiments, comparisons, and reproducibility before submitting or committing to a research direction.
Why use it?
It exposes weak assumptions, missing evidence, and risks that could lead to rejection, while also suggesting ways to repair them. It separates unsupported claims from claims shown to be wrong.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is RipeMangoBox/BITE's own configuration. It tells Claude Code how to work on BITE itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything BITE configures →

Reuse

Borrowing it

Nothing to install: this file belongs to RipeMangoBox/BITE. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/RipeMangoBox/BITE/main/.claude/skills/reviewer-stress-test/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/RipeMangoBox/BITE

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 reviewer-stress-test

README.md
[![agentmods](https://agentmods.dev/badge/skills/ripemangobox/bite/reviewer-stress-test/github.svg)](https://agentmods.dev/skills/ripemangobox/bite/reviewer-stress-test)
Your own site
<a href="https://agentmods.dev/skills/ripemangobox/bite/reviewer-stress-test"><img src="https://agentmods.dev/badge/skills/ripemangobox/bite/reviewer-stress-test/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 reviewer-stress-test

Your own site · 80×15
<a href="https://agentmods.dev/skills/ripemangobox/bite/reviewer-stress-test"><img src="https://agentmods.dev/badge/skills/ripemangobox/bite/reviewer-stress-test.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 53 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 529 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00053 $0.00529
Opus 5 $0.00026 $0.00264
Sonnet 5 $0.00011 $0.00106
Haiku 4.5 $0.00005 $0.00053

Measured 10d ago against content hash 48f6ccbb61b4, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

reviewer-stress-test 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 10d 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/reviewer-stress-test/SKILL.md · 78 lines

How it starts

The opening of the file, as written. The whole thing — 78 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Reviewer Stress Test

Purpose

Provide a strong reviewer-mode stress test for:

  • idea
  • roadmap
  • full paper draft

Default strictness is strong review. The skill must remain fair and must provide repair paths.

Positioning

This is an evaluative mode, not a co-creation ideation mode.

  • Focus: attack assumptions, expose rejection-level risks, test evidence sufficiency.
  • Output style: verdict-like risk assessment with fixes.

Evidence protocol

  1. KB-first: first ground analysis via papers-query-knowledge-base.
  2. On-demand web checks: search web only for high-risk or uncertain claims (for example novelty/SOTA/parallel work).
  3. Separate missing evidence from actual invalidity.

Mandatory user clarification

Before final verdict, require the user to state:

  • The key difference between this work and the most similar prior works.
  • Preferably top-3 nearest works with one-line distinctions.

If this is missing, mark novelty confidence as limited.

Review dimensions

Challenge from multiple angles:

  • Problem framing and significance
  • Novelty and non-triviality
  • Technical soundness
  • Experimental rigor (baselines, ablations, statistics)
  • Reproducibility and implementation feasibility
  • Failure modes, robustness, ethics/bias scope

Output contract

Return structured sections:

  1. Overall risk verdict (acceptance risk band + confidence)
  2. Major concerns (rejection-level)
  3. Minor concerns
  4. Nearest-work gap check
  5. Repair paths (for each major concern: minimum actionable steps)
  6. Re-review checklist (what evidence would change verdict)

Tone and fairness guardrails

  • Be rigorous, specific, and evidence-based.
  • Do not use dismissive or insulting phrasing.
  • Every major concern should include at least one feasible repair action.

Non-goals

  • Not for open-ended idea expansion.
  • Not for broad roadmap generation from scratch.

Independence

This skill can be used independently and does not depend on outputs from idea-focus-coach or research-brainstorm-from-kb. Users can directly bring a formed idea, roadmap, or paper draft into stress testing.

Read the full file on GitHub · 78 lines

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. 10d ago First seen · 78 lines · 53 tokens per session scan A 48f6ccbb61b4

Subscribe to this mod's changes

reviewer-stress-test is a skill published in the GitHub repository RipeMangoBox/BITE (61 stars, last pushed 27d ago), licensed MIT. It adds 53 tokens to every session and 529 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 2026-08-30.

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