livepilot-evaluation

livepilot-evaluation is a skill for Claude Code, Codex from dreamrec/LivePilot. It costs 59 tokens per session (2,799 once invoked), scanned A, original, no licence file.

A review process for judging whether a change had the intended effect, especially after a production update.

In plain words
What is it for?
It is for evaluating changes, comparing alternatives such as A/B tests, and checking whether an update helped.
Why use it?
It helps decide whether to keep, undo, or compare a change instead of relying on instinct.

Skill for Claude CodeCodex

Part of the livepilot plugin — 15 skills, 8 commands, 1 MCP server 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 skills/dreamrec/livepilot/livepilot-evaluation
Any agent
npx skills add dreamrec/LivePilot --skill livepilot-evaluation
Clone the repo
git clone --depth 1 https://github.com/dreamrec/LivePilot

Made for: Claude Code, Codex.

Or install livepilot, the plugin that ships this one along with the rest of its 15 skills, 8 commands, 1 MCP server.

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 livepilot-evaluation

README.md
[![agentmods](https://agentmods.dev/badge/skills/dreamrec/livepilot/livepilot-evaluation.svg)](https://agentmods.dev/skills/dreamrec/livepilot/livepilot-evaluation)
Your own site
<a href="https://agentmods.dev/skills/dreamrec/livepilot/livepilot-evaluation"><img src="https://agentmods.dev/badge/skills/dreamrec/livepilot/livepilot-evaluation.svg" alt="Measured on agentmods" height="20"></a>
Per session 59 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,799 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 5.1 $0.00059 $0.02799
Opus 5 $0.00030 $0.01399
Sonnet 5 $0.00012 $0.00560
Haiku 4.5 $0.00006 $0.00280

Measured 5d ago against content hash 41ce94f9e0fc, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-05, from the pricing page.

Security

Grade A, and why

livepilot-evaluation 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.

livepilot/skills/livepilot-evaluation/SKILL.md · 198 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

Files

What ships with it

3 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. 5d ago First seen · 198 lines · 59 tokens per session scan A 41ce94f9e0fc

Subscribe to this mod's changes

livepilot-evaluation is a skill published in the GitHub repository dreamrec/LivePilot (67 stars, last pushed 2d ago), with no licence file. It adds 59 tokens to every session and 2,799 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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