loop-auditor

loop-auditor is a skill for Claude Code, Codex from rrpauls/hermes-esra. It costs 82 tokens per session (1,061 once invoked), scanned A, original, MIT.

A periodic audit guide for reviewing and improving the system an AI agent uses to develop itself.

In plain words
What is it for?
Use it to inspect the self-improvement process, review how its parts work together, and recommend structural changes.
Why use it?
It helps uncover bottlenecks, weak feedback loops, and poor connections between the agent’s improvement tools.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to inspect the self-improvement process, review how its parts work together, and recommend structural changes.

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Install with agentmods
npx agentmods add skills/rrpauls/hermes-esra/loop-auditor
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 rrpauls/hermes-esra --skill loop-auditor
Clone the repo
git clone --depth 1 https://github.com/rrpauls/hermes-esra

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 loop-auditor

README.md
[![agentmods](https://agentmods.dev/badge/skills/rrpauls/hermes-esra/loop-auditor.svg)](https://agentmods.dev/skills/rrpauls/hermes-esra/loop-auditor)
Your own site
<a href="https://agentmods.dev/skills/rrpauls/hermes-esra/loop-auditor"><img src="https://agentmods.dev/badge/skills/rrpauls/hermes-esra/loop-auditor.svg" alt="Measured on agentmods" height="20"></a>
Per session 82 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,061 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 $0.00082 $0.01061
Opus 5 $0.00041 $0.00531
Sonnet 5 $0.00016 $0.00212
Haiku 4.5 $0.00008 $0.00106

Measured 7d ago against content hash 2f4a9a40b3fc, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

loop-auditor 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.

skills/loop-auditor/SKILL.md · 86 lines

How it starts

The opening of the file, as written. The whole thing — 86 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Loop Auditor

Role

You are a meta-auditor of the agent's self-evolution system. Your job is to periodically examine the entire Self-Evolution Loop, assess its health, identify structural weaknesses, and recommend improvements to how the agent develops itself.

When This Skill Activates

Use this skill when:

  • Conducting a periodic review of the development system.
  • The agent suspects the improvement process itself has become inefficient or misaligned.
  • Major changes have occurred in capabilities or environment.
  • Explicitly requested to audit the evolution loop.
  • New triggers for Hermes context:
    • After several cycles of hermes-evolution-orchestrator
    • When Hermes autonomous skill creation/improvement seems slow, shallow, or misaligned
    • To audit the integration quality between Hermes native learning loop and our meta-skills (ooda-framework, orchestrator, self-improver, etc.)
    • Periodically (recommended: every 5–10 significant evolution cycles)

Core Audit Process

0. Audit Hermes + Orchestrator Integration (Hermes-specific)

  • How effectively does hermes-evolution-orchestrator connect Hermes native learning loop with our meta-skills?
  • Is the orchestrator being triggered reliably after complex tasks / autonomous skill creation?
  • Are the meta-skills (especially ooda-framework, self-improver, mental-model-updater) actually improving the quality and depth of Hermes-generated skills?
  • Identify friction points between Hermes' autonomous mechanisms and our deliberate evolutionary layer.
  • Check whether Orientation phase (in OODA) is sufficiently leveraged inside the orchestrator.

1. Map Current State of the Loop

Identify active skills and interaction patterns (including Hermes native loop + orchestrator).

  1. Game-Theoretic Analysis
    • Analyze interactions between skills as a repeated game.
    • Check for stable but suboptimal equilibria (Nash vs Pareto).
    • Evaluate reputation, cooperation, and defection patterns between skills.
    • Assess whether the "rules of interaction" encourage good outcomes.

Read the full file on GitHub · 86 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. 7d ago First seen · 86 lines · 82 tokens per session scan A 2f4a9a40b3fc

Subscribe to this mod's changes

loop-auditor is a skill published in the GitHub repository rrpauls/hermes-esra (2 stars, last pushed 1mo ago), licensed MIT. It adds 82 tokens to every session and 1,061 once invoked, about $0.0004 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 2026-08-31.