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-prompt-research-freegit 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-prompt-research-free)<a href="https://agentmods.dev/skills/psyduckler/aeo-skills/aeo-prompt-research-free"><img src="https://agentmods.dev/badge/skills/psyduckler/aeo-skills/aeo-prompt-research-free/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-prompt-research-free"><img src="https://agentmods.dev/badge/skills/psyduckler/aeo-skills/aeo-prompt-research-free.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 | $0.00124 | $0.01296 |
| Opus 5.5 | $0.00050 | $0.00518 |
| Sonnet 5.5 | $0.00025 | $0.00259 |
| Haiku 4.5 | $0.00012 | $0.00130 |
Grade A, and why
aeo-prompt-research-free 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 — 125 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AEO Prompt Research (Free)
Source: github.com/psyduckler/aeo-skills Part of: AEO Skills Suite — Prompt Research → Content → Analytics
Discover which prompts and topics matter for a brand's AI visibility — using zero paid APIs.
Context: Why This Matters Now
Google's AI Overviews and Search AI Mode — powered by Gemini 3 Flash — now handle a significant share of search queries. These AI-generated answers cite specific sources, creating a new competitive landscape. This skill identifies the prompts where your brand should be cited and audits your current coverage.
Requirements
web_fetch— crawl the target siteweb_search— Brave Search free tier (optional but recommended)- LLM reasoning — the agent's own model does the heavy lifting
- Optional: Gemini API key (free) — use
gemini-3-flash-previewwith grounding to validate which prompts currently cite your brand (20 samples per prompt for reliable signal)
No paid tools or accounts required for core functionality.
Workflow
Input
The user provides:
- Domain URL (required) — e.g.
acme.com - Niche/category (optional) — e.g. "SEO software for content teams"
- Competitors (optional) — e.g. "Surfer SEO, MarketMuse, Frase"
Step 1: Crawl the Site
Use web_fetch on key pages to understand the brand:
Pages to fetch (try each, skip 404s):
- / (homepage)
- /about or /about-us
- /pricing
- /products or /features or /services
- /blog (index only)
Alternatively, run scripts/crawl_site.sh <domain> for a batch crawl.
Extract from crawled content:
- Core product/service offering
- Target audience (industry, company size, persona)
- Key differentiators / value props
- Competitor mentions
- Content themes from blog titles
What ships with it
2 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 · 125 lines · 124 tokens per session scan A 6c84b3be3d03
aeo-prompt-research-free is a skill published in the GitHub repository psyduckler/aeo-skills (13 stars, last pushed 5mo ago), licensed MIT. It adds 124 tokens to every session and 1,296 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-prompt-research-free compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| aeo-prompt-research-freepsyduckler/aeo-skills | Skill | 13 | 5mo ago | MIT | A | 124 | 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 |