adv-scorer

adv-scorer is an agent for coding agents from geekatron/jerry. It costs 52 tokens per session (3,590 once invoked), scanned A, original, no licence file.

An agent that scores deliverables using an LLM-as-Judge rubric, meaning a language model evaluates them against defined quality criteria. It produces scores for six weighted dimensions and a final decision.

In plain words
What is it for?
Use it to score reviewed deliverables, inspect scores by quality dimension, and produce a PASS, REVISE, or ESCALATE verdict.
Why use it?
It turns a broad quality review into a consistent scoring process. The result identifies whether the work should pass, be revised, or be escalated.

Agent

Part of the jerry plugin — 32 skills, 2 commands, 89 agents, 6 hooks 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/geekatron/jerry/adv-scorer
Clone the repo
git clone --depth 1 https://github.com/geekatron/jerry

Or install jerry, the plugin that ships this one along with the rest of its 32 skills, 2 commands, 89 agents, 6 hooks.

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 adv-scorer

README.md
[![agentmods](https://agentmods.dev/badge/agents/geekatron/jerry/adv-scorer.svg)](https://agentmods.dev/agents/geekatron/jerry/adv-scorer)
Your own site
<a href="https://agentmods.dev/agents/geekatron/jerry/adv-scorer"><img src="https://agentmods.dev/badge/agents/geekatron/jerry/adv-scorer.svg" alt="Measured on agentmods" height="20"></a>
Per session 52 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 3,590 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 $0.00052 $0.03590
Opus 5 $0.00026 $0.01795
Sonnet 5 $0.00010 $0.00718
Haiku 4.5 $0.00005 $0.00359

Measured 5d ago against content hash 95e06eeb420e, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

adv-scorer 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 5d 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.

skills/adversary/agents/adv-scorer.md · 328 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

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. 5d ago First seen · 328 lines · 52 tokens per session scan A 95e06eeb420e

Subscribe to this mod's changes

adv-scorer is an agent published in the GitHub repository geekatron/jerry (32 stars, last pushed 2d ago), with no licence file. It adds 52 tokens to every session and 3,590 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.

Related

Other agents, from other repositories

plan-sync

Synchronizes downstream task specs after implementation. Spawned by flow-next-work once per resolved wave. Do not invoke directly.

gmickel/flow-next · 27 tokens

flow-gap-analyst

Map user flows, edge cases, and missing requirements from a brief spec.

gmickel/flow-next · 21 tokens

practice-scout

Gather modern best practices and pitfalls for the requested change.

gmickel/flow-next · 15 tokens

comment-analyzer

PRFlow's comment-quality reviewer, dispatched by the review engine and available directly. Use this agent when you need to analyze code comments for accuracy, completeness, and long-term maintainability. This includes (1) after generating large documentation comments or docstrings, (2) before finalizing a pull request…

The01Geek/prflow · 117 tokens

challenger

Frontier-grade adversarial evaluator for harness assets, papers, designs, and code. Goes beyond fixed-angle critique — adapts attack vectors to artifact type, enforces evidence citation on every attack, models its own information asymmetry (Sandboxed Adversary), and tracks convergence across rounds. Returns structured…

chrono-meta/forge-harness · 102 tokens

beginner

Frontier-grade first-contact standpoint evaluator. Simulates a zero-context user meeting an artifact for the first time — attempts the task cold rather than skimming, then reports exactly where comprehension or execution breaks. Lowest tier of the user-mastery spectrum (beginner → main-player → expert). Constructive…

chrono-meta/forge-harness · 117 tokens