ai-agent-discovery

ai-agent-discovery is a skill for Claude Code from systempromptio/systemprompt-marketplace. It costs 89 tokens per session (3,213 once invoked), scanned A, original, no licence file.

A set of checks and writing tasks for making a website easier for AI assistants to find and understand. It focuses on AI governance, Claude Code standards, and self-hosted agent infrastructure.

In plain words
What is it for?
Use it to review how a site appears to AI assistants, write guidance files, and create comparison pages for related tools.
Why use it?
It helps when information about a product is hard for AI assistants to discover or interpret. It can identify missing agent-facing pages and prepare files such as llms.txt and AGENTS.md.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the seo plugin — 6 skills shipped together

Good fit Use it to review how a site appears to AI assistants, write guidance files, and create comparison pages for related tools.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/systempromptio/systemprompt-marketplace/ai-agent-discovery
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 systempromptio/systemprompt-marketplace --skill ai-agent-discovery
Clone the repo
git clone --depth 1 https://github.com/systempromptio/systemprompt-marketplace

Made for: Claude Code.

Or install seo, the plugin that ships this one along with the rest of its 6 skills.

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 ai-agent-discovery

README.md
[![agentmods](https://agentmods.dev/badge/skills/systempromptio/systemprompt-marketplace/ai-agent-discovery/github.svg)](https://agentmods.dev/skills/systempromptio/systemprompt-marketplace/ai-agent-discovery)
Your own site
<a href="https://agentmods.dev/skills/systempromptio/systemprompt-marketplace/ai-agent-discovery"><img src="https://agentmods.dev/badge/skills/systempromptio/systemprompt-marketplace/ai-agent-discovery/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 ai-agent-discovery

Your own site · 80×15
<a href="https://agentmods.dev/skills/systempromptio/systemprompt-marketplace/ai-agent-discovery"><img src="https://agentmods.dev/badge/skills/systempromptio/systemprompt-marketplace/ai-agent-discovery.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 89 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,213 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe.
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 $0.00089 $0.03213
Opus 5 $0.00044 $0.01606
Sonnet 5 $0.00018 $0.00643
Haiku 4.5 $0.00009 $0.00321

Measured 11d ago against content hash 745adc45e9a5, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

ai-agent-discovery scanned grade A with 1 finding 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 11d 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

1. **Surface 1 (`llms.txt`)**: code already edited on 2026-04-15. Action: Ed runs `just build && systemprompt infra jobs run llms_txt_generation` and deploys. Then `curl -s systemprompt.io/llms.txt` to verify.
plugins/seo/skills/ai-agent-discovery/SKILL.md · 188 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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. 11d ago First seen · 188 lines · 89 tokens per session scan A 745adc45e9a5

Subscribe to this mod's changes

ai-agent-discovery is a skill published in the GitHub repository systempromptio/systemprompt-marketplace (2 stars, last pushed 14d ago), with no licence file. It adds 89 tokens to every session and 3,213 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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