panel-review-loop

panel-review-loop is a skill for Claude Code, Codex from fallow-rs/fallow. It costs 28 tokens per session (203 once invoked), scanned A, original, MIT.

A repeated review process for improving a user-facing part of Fallow, an application, by testing it against real-world projects and gathering panel feedback.

In plain words
What is it for?
Use it to choose representative projects, capture their results, review the evidence, make focused improvements, and repeat until there are no blocking concerns.
Why use it?
It prevents changes from being judged only on assumptions or a single example, and keeps improvements tied to actual output.

Skill for Claude CodeCodex

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/fallow-rs/fallow/panel-review-loop
Any agent
npx skills add fallow-rs/fallow --skill panel-review-loop
Clone the repo
git clone --depth 1 https://github.com/fallow-rs/fallow

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 panel-review-loop

README.md
[![agentmods](https://agentmods.dev/badge/skills/fallow-rs/fallow/panel-review-loop.svg)](https://agentmods.dev/skills/fallow-rs/fallow/panel-review-loop)
Your own site
<a href="https://agentmods.dev/skills/fallow-rs/fallow/panel-review-loop"><img src="https://agentmods.dev/badge/skills/fallow-rs/fallow/panel-review-loop.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 203 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 $0.00028 $0.00203
Opus 5 $0.00014 $0.00102
Sonnet 5 $0.00006 $0.00041
Haiku 4.5 $0.00003 $0.00020

Measured 4d ago against content hash 344e5f5d513b, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

panel-review-loop 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.

.agents/skills/panel-review-loop/SKILL.md · 23 lines

What it actually says

Panel review loop

The real-world corpus is intentionally untracked. Before its first use, follow the benchmark setup and run npm --prefix benchmarks run download-fixtures.

  1. Define the user-visible surface and success criteria.
  2. Select representative projects from benchmarks/fixtures/real-world/.
  3. Capture actual output for each project.
  4. Run panel-review on the evidence, not on an intended answer.
  5. Implement the smallest coherent improvement that addresses consensus.
  6. Re-run the same corpus and compare behavior.
  7. Stop when the panel has no blocks and further changes do not materially improve the surface.

Keep the corpus stable across iterations. Preserve output contracts unless the plan explicitly approves a versioned change.

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 · 23 lines · 28 tokens per session scan A 344e5f5d513b

Subscribe to this mod's changes

panel-review-loop is a skill published in the GitHub repository fallow-rs/fallow (4,443 stars, last pushed today), licensed MIT. It adds 28 tokens to every session and 203 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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