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复盘 SEO 与 AI 可见性 · tsingyuai | DecimalAI

marketingby tsingyuai

复盘 SEO 与 AI 可见性

tsingyuai/review-seo-performance

Source tsingyuai/growth-lab ↗License Apache-2.0

使用 Bing Webmaster 页面与查询数据、索引状态、产品结果和 Bing AI Performance 证据复盘 SEO 页面，诊断收录、排名、点击率、意图、内容、转化和 AI 引用问题。需要比较周期表现、分析 citations、cited pages、grounding queries、query fan-out 或决定下一步 SEO/GEO 行动时使用。

SkillScore82Maintained

Automatic

Marketing & Content pack

Last verified 8/30/2026

What it changes

Passed 18 of 22 test cases with the skill, and 8 of 22 without it.

Without skill36%

With skill82%

Checks it passed that the model alone missed

Includes both --site and --url command line options.
Defines layer 3 as analytics product outcome matching.
Separates raw collected evidence from diagnostic explanation.

and 16 more in the full report

11 fixed7 passed either way3 still failing1 broke

Pass-rate lift: +45 pp
Tokens: +39%
Agent turns: 0%
Response time: -4%

Model gemini-3.6-flashMeasured 8/30/2026v118 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/tsingyuai-review-seo-performance/SKILL.md https://app.decimal.ai/s/tsingyuai-review-seo-performance/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add tsingyuai-review-seo-performance, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/tsingyuai-review-seo-performance/ and pins it in .decimal/skills.lock

decimalai skills add tsingyuai-review-seo-performance

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/tsingyuai-review-seo-performance/SKILL.md https://app.decimal.ai/s/tsingyuai-review-seo-performance/SKILL.md

Raw file: /s/tsingyuai-review-seo-performance/SKILL.md ↗ · machine-readable summary at /s/tsingyuai-review-seo-performance.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 11

Prompt

复盘完页面 https://app.com/download 后，我们确定核心瓶颈是 AI 摘要抽取困难且关键词 title 吸引力不够。请从规定的行动建议集合中提出恰当的首要下一步。

What was checked, without and with the skill
Checked	Without skill	With skill
Selects either '修改 title 和摘要' or '增强 AI 可提取性' as the primary next step.	Missed	Passed

case-22 · gemini-3.6-flash · 8/30/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md92 linessingle file

复盘 SEO 与 AI 可见性

用可比较周期和页面原始目标复盘已发布页面。考虑上线日期、季节性、抓取与收录延迟，把证据与解释分开。

收集传统搜索证据

node collectors/bing-webmaster/bing-webmaster.mjs page-stats \
  --site "$SITE_URL" --out <page-stats-file>

node collectors/bing-webmaster/bing-webmaster.mjs page-query-stats \
  --site "$SITE_URL" --page "$PAGE_URL" --out <query-stats-file>

node collectors/bing-webmaster/bing-webmaster.mjs url-info \
  --site "$SITE_URL" --url "$PAGE_URL"

读取：

抓取与索引状态；
展现、查询、点击和点击率；
平均展现位置与点击位置；
页面或摘要更新前后的变化；
产品动作、激活、收入或当前产品真正关心的结果；
相关 Memory 中的基线和历史行动。

收集 Bing AI Performance

Bing Webmaster Tools 的 AI Performance 主要通过网页界面提供。使用已登录浏览器读取：

指标	含义
Total Citations	页面内容在 AI 答案中作为来源出现的总次数
Cited Pages	被 AI 当作来源的页面数量与时间变化
Page-level citations	具体 URL 的被引用次数
Grounding Queries	AI 为寻找引用材料实际运行的检索短语

Grounding queries 与传统人类关键词不同。用户的一句话会被模型拆成多个查询，这就是 query fan-out。程序化查询常出现比较、评估、监控、标准、优缺点等结构，它们可以揭示传统关键词工具看不到的内容需求。

AI Performance 的产品状态和字段可能变化，grounding queries 没有稳定 API 时以 Bing Webmaster Tools 当前网页界面为准。只报告界面实际提供的数据，不把推测的合作方覆盖范围写成官方承诺。

Track record

Benchmark

18 / 22

test cases passed, vs 8 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/10/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

tsingyuai / growth-lab

executors/review-seo-performance/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/10/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

复盘 SEO 与 AI 可见性

收集传统搜索证据

收集 Bing AI Performance

Track record

Benchmark

Adoption

SkillSafety

Source

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