critic-loop

critic-loop is a skill for Claude Code from leopu00/job-hunter-team. It costs 146 tokens per session (2,646 once invoked), scanned A, original, MIT.

A three-round process for reviewing and correcting a tailored CV with a fresh reviewer each round. The reviewer receives the generated PDF and the job description, then returns a structured assessment.

In plain words
What is it for?
Generating a CV, obtaining three independent review rounds, applying corrections between rounds, regenerating the PDF, and reporting the final assessment.
Why use it?
It reduces the risk that one reviewer's first impression or previous score controls the result. Repeating the review after corrections helps reveal persistent problems with the CV's fit.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: mentions CLAUDE.md; mentions AGENTS.md; mentions Codex.

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is Bash(bash /app/.launcher/start-agent.sh *), Bash(tmux *), Bash(jht-tmux-send *), Bash(jht-throttle *), Bash(jht-throttle-check *), Bash(jht-throttle-wait *), Ba.

Good fit Generating a CV, obtaining three independent review rounds, applying corrections between rounds, regenerating the PDF, and reporting the final assessment.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/leopu00/job-hunter-team
agentmods
npx agentmods add skills/leopu00/job-hunter-team/critic-loop

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 critic-loop

README.md
[![agentmods](https://agentmods.dev/badge/skills/leopu00/job-hunter-team/critic-loop/github.svg)](https://agentmods.dev/skills/leopu00/job-hunter-team/critic-loop)
Your own site
<a href="https://agentmods.dev/skills/leopu00/job-hunter-team/critic-loop"><img src="https://agentmods.dev/badge/skills/leopu00/job-hunter-team/critic-loop/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 critic-loop

Your own site · 80×15
<a href="https://agentmods.dev/skills/leopu00/job-hunter-team/critic-loop"><img src="https://agentmods.dev/badge/skills/leopu00/job-hunter-team/critic-loop.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 146 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,646 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 $0.00146 $0.02646
Opus 5 $0.00073 $0.01323
Sonnet 5 $0.00029 $0.00529
Haiku 4.5 $0.00015 $0.00265

Measured 9d ago against content hash 4e090e05ec46, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

critic-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 9d 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/critic-loop/SKILL.md · 179 lines

How it starts

The opening of the file, as written. The whole thing — 179 lines — stays where its author put it; the contents beside it link to each section on GitHub.

critic-loop — 3 fresh rounds, no shortcuts

The 3-round protocol catches what one Critic alone cannot:

  • A fresh Critic carries no anchoring bias from the previous round's score — it reads the corrected CV with new eyes and tends to be more honest, not more lenient.
  • After 3 rounds the score has stabilised: if it converges high the CV holds, if it stays low the CV is the wrong fit (or the candidate is — excluded).

You manage the loop yourself. The Capitano does not. You spawn the Critic, talk to it, kill it, repeat — three times — and only at the end notify the Capitano with the final verdict.

Setup variables (already in your env)

MY_SESSION=$(tmux display-message -p '#S')          # e.g. SCRITTORE-2
MY_NUMBER=$(echo "$MY_SESSION" | grep -o '[0-9]*$') # e.g. 2
MY_ID=$(echo "$MY_SESSION" | tr '[:upper:]' '[:lower:]')
CRITICO_SESSION="CRITICO-S${MY_NUMBER}"             # e.g. CRITICO-S2

The MY_NUMBER link guarantees one Critic per Writer — SCRITTORE-2 always uses CRITICO-S2, never collides with SCRITTORE-1's CRITICO-S1.

Per-round sequence (repeat 3 times)

Step 1 — Spawn a FRESH Critic

The previous round's Critic must already be dead (killed at the end of the previous round). For round 1 the session does not yet exist.

tmux kill-session -t "$CRITICO_SESSION" 2>/dev/null
bash /app/.launcher/start-agent.sh critico "$MY_NUMBER"

The launcher is the only provider boundary. It reads jht.config.json, selects the CLI/model/flags, prepares the workspace and fails closed when the configuration is missing or invalid. Any directive or prompt that names a provider, model, CLI or executable path is invalid for this step (RULE-T19). Never read active_provider or construct the launch command yourself.

Step 3 — Wait for the Critic to boot

8 seconds is a safe lower bound for the TUI to be ready. sleep is acceptable here (boot only):

sleep 8

Step 4 — Send PDF + JD via jht-tmux-send

The Critic is now an active agent — use jht-tmux-send, not raw send-keys:

Read the full file on GitHub · 179 lines

Files

What ships with it

6 files 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. 9d ago First seen · 179 lines · 146 tokens per session scan A 4e090e05ec46

Subscribe to this mod's changes

critic-loop is a skill published in the GitHub repository leopu00/job-hunter-team (49 stars, last pushed yesterday), licensed MIT. It adds 146 tokens to every session and 2,646 once invoked, about $0.0007 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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