agentxp: Skill for Claude Code

.claude/skills/readouts/SKILL.md

readouts is a skill for Claude Code from ai-analyst-lab/agentxp. It costs 26 tokens per session (737 once invoked), scanned A, original, Apache-2.0.

A catalog tool for tracking experiment renders, which are generated visual results, in an append-only record. It can also check whether that record’s linked entries have been altered and rebuild a shared HTML index.

In plain words
What is it for?
Use it to list renders for one experiment, view renders across experiments, validate the record, or regenerate its browser-based index.
Why use it?
It makes past renders easier to find and helps detect changes to the catalog’s history.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is ai-analyst-lab/agentxp's own configuration. It tells Claude Code how to work on agentxp itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything agentxp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to ai-analyst-lab/agentxp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/ai-analyst-lab/agentxp/main/.claude/skills/readouts/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/ai-analyst-lab/agentxp

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 readouts

README.md
[![agentmods](https://agentmods.dev/badge/skills/ai-analyst-lab/agentxp/readouts/github.svg)](https://agentmods.dev/skills/ai-analyst-lab/agentxp/readouts)
Your own site
<a href="https://agentmods.dev/skills/ai-analyst-lab/agentxp/readouts"><img src="https://agentmods.dev/badge/skills/ai-analyst-lab/agentxp/readouts/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 readouts

Your own site · 80×15
<a href="https://agentmods.dev/skills/ai-analyst-lab/agentxp/readouts"><img src="https://agentmods.dev/badge/skills/ai-analyst-lab/agentxp/readouts.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 26 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 737 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 $0.00026 $0.00737
Opus 5.5 $0.00010 $0.00295
Sonnet 5.5 $0.00005 $0.00147
Haiku 4.5 $0.00003 $0.00074

Measured 2mo ago against content hash 76560b60ea9a, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

readouts 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 2mo 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.

.claude/skills/readouts/SKILL.md · 88 lines

How it starts

The opening of the file, as written. The whole thing — 88 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Skill: /readouts

Purpose

Every readout produced by the presentation spine appends one entry to experiments/<id>/readouts/catalog.jsonl — an append-only hash-chained ledger. This skill walks the catalog (per-experiment or cross-experiment), validates the chain, and regenerates the static HTML index navigator.

The catalog is the only surviving hash chain in v2; tampering breaks it independently of git.

When to invoke

Direct:

  • /readouts <exp_id> — list this experiment's renders
  • /readouts --index — regenerate the cross-experiment HTML navigator
  • /readouts <exp_id> --validate — walk the chain, exit non-zero on break

Plain-English routing:

Phrase What to do
"Show me the renders for exp_001" /readouts exp_001
"Rebuild the audit index" /readouts --index
"Is the catalog intact" /readouts <exp_id> --validate
"What readouts have I made across all experiments" /readouts --index

Procedure

Catalog mode

from pathlib import Path
from agentxp.workflows.readouts import list_catalog

entries = list_catalog(Path.cwd() / "experiments" / args.exp_id)
for i, entry in enumerate(entries):
    payload = entry.payload
    print(f"{i:>3}  {entry.timestamp}  {payload.event:<26}  ...")

Index mode

from agentxp.workflows.readouts import build_index

rows = build_index(Path.cwd())
# Each row: experiment_id, n_renders, worst_status, latest_render_type, latest_render_at

Render an HTML table from the rows and write to readouts/index.html. The worst-case status per experiment uses the cascade: UNVERIFIABLE > DRAFT_UNVERIFIED > VERIFIED.

Validate mode

from agentxp.render.catalog import validate_catalog, CatalogChainBreak

try:
    validate_catalog(Path.cwd() / "experiments" / args.exp_id / "readouts" / "catalog.jsonl")
    print("catalog chain ok")
except CatalogChainBreak as exc:
    print(f"catalog chain break: {exc}", file=sys.stderr)
    raise SystemExit(1)

Read the full file on GitHub · 88 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. 2mo ago First seen · 88 lines · 26 tokens per session scan A 76560b60ea9a

Subscribe to this mod's changes

readouts is a skill published in the GitHub repository ai-analyst-lab/agentxp (12 stars, last pushed 2mo ago), licensed Apache-2.0. It adds 26 tokens to every session and 737 once invoked, about $0.0001 per session on Opus 5.5. 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

readouts compared with skills from other repositories

readouts next to 6 skills from other repositories
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readoutsai-analyst-lab/agentxpSkill122mo agoApache-2.0A26Claude Code
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playwright-climicrosoft/playwrightSkill99kyesterdayApache-2.0A19Claude Code
local-ai-agentsmicrosoft/ai-agents-for-beginnersSkill79k4d agoMITA200Claude Code, Codex
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