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.
npx skills add psyduckler/aeo-skills --skill aeo-reportgit clone --depth 1 https://github.com/psyduckler/aeo-skillsWrote 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.
[](https://agentmods.dev/skills/psyduckler/aeo-skills/aeo-report)<a href="https://agentmods.dev/skills/psyduckler/aeo-skills/aeo-report"><img src="https://agentmods.dev/badge/skills/psyduckler/aeo-skills/aeo-report/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.
<a href="https://agentmods.dev/skills/psyduckler/aeo-skills/aeo-report"><img src="https://agentmods.dev/badge/skills/psyduckler/aeo-skills/aeo-report.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00131 | $0.01199 |
| Opus 5.5 | $0.00052 | $0.00480 |
| Sonnet 5.5 | $0.00026 | $0.00240 |
| Haiku 4.5 | $0.00013 | $0.00120 |
Grade A, and why
aeo-report 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.
How it starts
The opening of the file, as written. The whole thing — 121 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AEO Report
Source: github.com/psyduckler/aeo-skills Part of: AEO Skills Suite
Reads aeo-data/*.json (evidence files written by aeo-baseline) and produces a shareable visibility report. The skill that makes the daily cron actually useful.
Requirements
- Python 3.9+ (stdlib only)
- At least one
aeo-evidence-v1file in your data directory - No API keys (this skill never calls a provider)
Usage
# Default: read aeo-data/, write Markdown + HTML to aeo-reports/
python3 scripts/report.py
# Specify directories
python3 scripts/report.py --data-dir custom-data --output-dir custom-reports
# Markdown only (good for piping)
python3 scripts/report.py --format md
# Print to stdout (good for one-off review)
python3 scripts/report.py --stdout
Output filenames are timestamped: <UTC-timestamp>-report.md and <UTC-timestamp>-report.html.
Options
| Option | Default | Description |
|---|---|---|
--data-dir |
aeo-data |
Directory of evidence files |
--output-dir |
aeo-reports |
Where to write reports |
--format |
all |
md | html | all |
--stdout |
— | Print Markdown to stdout instead of writing files |
What's in the report
Executive summary
- Average visibility score across all prompts (latest run)
- Trend vs. first run (if multiple runs)
- Count of decay alerts
- Count of hub-page candidates
Per-prompt detail
For each prompt:
- Latest visibility score, mention rate, citation rate (with Wilson 95% CIs)
- Average citation position (when cited)
- Embedded SVG chart of visibility score over time (when ≥2 runs exist)
- Top 5 entities from the entity universe
- Decay flag if citation rate has fallen
- Cannibalization flag if multiple owned URLs compete
- Competitor share-of-voice shifts
Cross-prompt sections
- Hub-Page Opportunities — owned URLs cited across multiple prompts
- Decay Alerts — prompts with declining citation rate
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.
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.
- 2mo ago First seen · 121 lines · 131 tokens per session scan A 0cdbf39e24c6
aeo-report is a skill published in the GitHub repository psyduckler/aeo-skills (13 stars, last pushed 5mo ago), licensed MIT. It adds 131 tokens to every session and 1,199 once invoked, about $0.0005 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.
aeo-report compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| aeo-reportpsyduckler/aeo-skills | Skill | 13 | 5mo ago | MIT | A | 131 | Claude Code, Codex |
| imagegenopenai/codex | Skill | 133k | yesterday | Apache-2.0 | A | 113 | Codex |
| playwright-climicrosoft/playwright | Skill | 99k | yesterday | Apache-2.0 | A | 19 | Claude Code |
| local-ai-agentsmicrosoft/ai-agents-for-beginners | Skill | 79k | 4d ago | MIT | A | 200 | Claude Code, Codex |
| systematic-debuggingobra/superpowers | Skill | 313k | 3d ago | MIT | A | 21 | Claude Code |
| next-cache-components-adoptionvercel/next.js | Skill | 143k | yesterday | MIT | A | 95 | Claude Code |
| next-partial-prefetching-adoptionvercel/next.js | Skill | 143k | yesterday | MIT | A | 103 | Claude Code |