agent-analytics SKILL.md skillA
agent-analytics from siteline-ai/agent-analytics-skill is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add siteline-ai/agent-analytics-skill/agent-analytics@git:20260407.96edef4Pins git:20260407.96edef4 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- siteline-ai/agent-analytics-skill
- Path
SKILL.md- Versions recorded
- 2
- Latest version
- git:20260407.96edef4, committed Apr 7, 2026
- First version recorded
- Apr 6, 2026
- Size
- 32,122 bytes
- Repository stars
- 12
- License
- none declared
Analyze AI bot and crawler traffic from server logs to understand how AI agents interact with your website. Use this skill when the user wants to analyze bot traffic, understand AI crawler behavior, audit AI agent visits, find which pages AI chatbots reference, identify what ChatGPT or Claude users are asking about, optimize content for AI search (AEO/GEO), investigate server log files for non-human traffic patterns, diagnose crawlability issues preventing AI bots from accessing content, find…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Agent Analytics Analyze server-side log data to understand how AI agents, bots, and crawlers interact with your website. Unlike client-side analytics (Google Analytics, Amplitude), most AI bots do not execute JavaScript and are invisible to frontend tracking. Server logs are the only reliable source for this data. This skill produces a two-part analyst report: 1. **Content Insights** -- what AI users are interested in, which platforms cite your content, and how to optimize for AI discovery 2. **Technical Analysis** -- crawlability issues, blocked pages, error rates, slow responses, and other problems preventing AI bots from accessing your content Plus raw data exports (CSV) for further analysis. ## When to use this skill - "Analyze my server logs for bot traffic" - "What are AI bots crawling on my site?" - "What are ChatGPT users asking about my product?" - "Show me which pages AI agents visit most" - "Audit my AI crawler traffic" - "Help me optimize for AI search / AEO / GEO" - "Analyze my Cloudflare logs for AI traffic" - "Which AI platforms reference my content?" - "Are AI bots being blocked on my site?" - "Can AI crawlers access my content?" …
Read the whole file at its exact version.
How to install
mdr add siteline-ai/agent-analytics-skill/agent-analytics@sha256:3a11a6c26b5a541aThe line at the top of this page pins the label git:20260407.96edef4, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_f7enhl5dwlaqib66)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Apr 6, 2026 and Apr 7, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260407.96edef4 latest | 2026-04-07 | 96edef4 | 32,122 B | A | view · diff |
| git:20260406.950e11b | 2026-04-06 | 950e11b | 32,288 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (32122 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
siteline-ai/agent-analytics-skill · 12 stars · license none declared · pushed 2026-09-30 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_f7enhl5dwlaqib66 GET https://markdownregistry.com/api/v1/resolve?ref=siteline-ai/agent-analytics-skill/agent-analytics GET https://markdownregistry.com/api/v1/blob/3a11a6c26b5a541af2ad9889c30a62cd66c91ee62e7281c293d0b8eee895fa95
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.