菜单
Detects AI coding agent traffic in server logs and analytics. Identifies Claude Code, Cursor, Cline, Aider, and other agent fingerprints. Use when analyzing AI agent access patterns to documentation.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Comprehensive AEO audit for websites and documentation. Checks llms.txt, robots.txt, token counts, skill.md files, and AI traffic configuration. Use when auditing a site's readiness for AI agents.
AEO performance benchmarking across multiple URLs. Compares scores, tracks improvements over time, and generates benchmark reports. Use when comparing AEO performance between sites or tracking optimization progress.
LLM-first SEO analysis for AI agents. Master skill with 5 sub-skills, 6 specialist agents, and 5 evidence collector scripts. Use when performing comprehensive AEO analysis, audits, or optimization.
Validates llms.txt files for AI agent discoverability. Checks structure, format, required fields, and best practices per ai-visibility.org.uk specification. Use when auditing or validating llms.txt files.
Counts tokens in documentation to ensure compliance with AI context window limits. Reports token counts per page, identifies oversized content. Use when measuring documentation token counts for AEO compliance.
| name | ai-traffic-detector |
| description | Detects AI coding agent traffic in server logs and analytics. Identifies Claude Code, Cursor, Cline, Aider, and other agent fingerprints. Use when analyzing AI agent access patterns to documentation. |
Detects and analyzes AI coding agent traffic.
| Agent | Pattern | Reliability |
|---|---|---|
| Aider | Aider/*, aider.chat | High |
| Claude Code | claude-cli/*, axios/1.8.x | Medium |
| Cursor | got + x-cursor-client-* | High |
| Windsurf | colly | High |
| OpenCode | Electron/* + OpenCode/* | High |
| Codex CLI | codex_cli_rs/* | High |
AI agents send Accept: text/markdown - no human browser does this.
# Analyze server logs
python3 scripts/ai_traffic_detector.py --log-file /var/log/nginx/access.log
# Check URL for signals
python3 scripts/ai_traffic_detector.py --url https://example.com/docs