# aicodingpricing 数据证据包｜2026-06-13

结论：🟡 可支撑日常异常雷达和下游深度复盘；data_chain_gate_status=blocked_or_needs_fix。

一句话：Plausible self-host、GA4 Data API、GSC、Clarity 后台、Ahrefs Site Audit、D1 newsletter、生产技术证据均可查；核心工具事件非 0。唯一复盘硬闸缺口是 Bing Webmaster 今日浏览器登录态失效，无法刷新当前 sitemap/IndexNow 后台证据；沿用 2026-06-04 绿色历史证据但标 partial_current。

## 0. Scope

- project_slug: aicodingpricing
- primary_keyword: AI coding pricing
- production_url: https://aicodingpricing.com
- review_date: 2026-06-13
- review_mode: daily_exception_radar + data_evidence_pack
- topic_target: telegram:-1003750190535:6256
- owner_attention_mode: manual_focus
- workspace_report: /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/aicodingpricing-data-snapshot.md
- durable_mirror: /root/.hermes/kanban/boards/site-review/artifacts/site-review-20260613-daily/aicodingpricing-data-snapshot.md
- evidence_dir: /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing
- durable_evidence_dir: /root/.hermes/kanban/boards/site-review/artifacts/site-review-20260613-daily/evidence-aicodingpricing

## 1. Data coverage matrix

- Analytics：🟢 可查
  - Plausible self-host API 200：2026-06-12..2026-06-13 visitors=7, visits=7, pageviews=6, events=69, bounce_rate=0%, avg_visit_duration=0s。
  - GA4 Data API 200：property 538606134；近 7d event rows=14；token exchange ok。
  - 浏览器 runtime：window.plausible/window.gtag/window.clarity 均为 function；analytics-config 显示 GA4=G-QYC23TSM8Q、Clarity=wuwfgms5x2、Plausible=aicodingpricing.com。
  - Cloudflare Web Analytics：页面有 CF beacon；CF Pages build_config.web_analytics_tag/token 为 null，不作为当前做站复盘硬闸。
- GSC/Bing：🟡 部分
  - GSC API 200：sc-domain:aicodingpricing.com；2026-05-16..2026-06-13 aggregate clicks=0, impressions=314, CTR=0, avg position=12.764331210191083。
  - GSC sitemap API 200：submitted=25, indexed=0, errors=0, warnings=0, lastSubmitted=2026-06-05T05:11:33.242Z, lastDownloaded=2026-06-05T05:11:33.830Z。
  - Bing Webmaster：2026-06-13 浏览器被重定向到 public about/sign-in 页，当前后台证据 login_required；历史 2026-06-04 证据为 property 可选、sitemap submitted/crawl success、0 errors/0 warnings、25 URLs discovered、IndexNow Cloudflare/Self visible。
- Ahrefs SEO Audit：🟢 可查
  - 2026-06-13 Ahrefs Site Audit browser evidence：Project AICodingPricing，current crawl 9 Jun，Health Score 100 / Excellent，Errors 0，Warnings 2，Notices 74。
  - 只查 SEO Audit / Site Audit；未把 backlinks/ref domains/organic keywords/KD 作为缺口。
- Clarity：🟢 可查
  - 2026-06-13 dashboard Last 7 days：sessions=42，bot sessions excluded=11，unique users=38，pages/session=1.40，scroll depth=34.15%，active time=52 sec，rage=0，dead clicks=12 sessions / 28.57%，quick backs=1 / 2.38%，JS errors=0。
- Funnel/业务：🟢 可查（免费站，无支付）
  - Plausible 2d events：calculator_usage=28/7 visitors；tool_start=7/7；tool_result=7/7；recommendation_shown=7/7；provider_recommended=7/7；page_view=7/7。
  - GA4 7d events：calculator_usage 390/76 users；page_view 222/89；tool_result 105/76；tool_start 97/65；provider_recommended 94/65；recommendation_shown 94/65；newsletter_submit 5/1；pricing_click 2/2；pricing_cta_click 2/2。
  - D1 newsletter_subscribers：1 subscriber，1 active，last_submitted_at=2026-06-07 02:25:07；referrer 带 ruanyf_weekly UTM。
  - 付费/订单：V1 free hub，不适用。
- Acquisition/UTM：🟢 可查
  - Plausible 30d Top sources：Direct / None 417 visitors / 3795 events；ruanyf_weekly 44 / 541；moxi_review 9 / 370；DuckDuckGo 8 / 224；Bing 6 / 60；moxi 6 / 182；Yandex/chatgpt.com/doubao.com 各 1 visitor。
  - D1 newsletter referrer 包含 utm_source=ruanyf_weekly&utm_medium=newsletter&utm_campaign=day0_cold_start。
- Technical SEO：🟢 可查
  - production homepage HTTP 200；robots.txt HTTP 200；sitemap.xml HTTP 200，URL count=25。
  - Browser canonical=https://aicodingpricing.com/；meta description 可见；schemaCount=1（browser / curl summary）。
  - CF Pages project API：success=true；domains 包含 aicodingpricing.pages.dev / aicodingpricing.com / www.aicodingpricing.com；D1 binding DB 存在。
  - web_search site:aicodingpricing.com 可见 About、Home、Best LLM for Coding。

Coverage score：6.5/7 usable。

## 2. Analytics facts

### Plausible self-host

事实：self-host API 可查，不只是前端脚本。

- endpoint host: https://plausible.shipsolo.io
- site_id: aicodingpricing.com
- window: 2026-06-12..2026-06-13
- visitors=7，visits=7，pageviews=6，events=69，bounce_rate=0%，avg_visit_duration=0s。

Top sources（30d）：
- Direct / None：417 visitors / 3795 events
- ruanyf_weekly：44 visitors / 541 events
- moxi_review：9 visitors / 370 events
- DuckDuckGo：8 visitors / 224 events
- Bing：6 visitors / 60 events
- moxi：6 visitors / 182 events
- Yandex：1 visitors / 10 events
- chatgpt.com：1 visitors / 60 events
- doubao.com：1 visitors / 21 events
- moce：1 visitors / 2 events

Top pages（30d）：
- /：260 visitors / 301 pageviews
- /coding-agent-cost-calculator：75 visitors / 39 pageviews
- /claude-code-pricing：33 visitors / 39 pageviews
- /claude-code-vs-codex：28 visitors / 34 pageviews
- /llm-leaderboard：26 visitors / 27 pageviews
- /pricing-changelog：26 visitors / 19 pageviews
- /codex-pricing：18 visitors / 10 pageviews
- /best-llm-for-coding：17 visitors / 16 pageviews
- /claude-code-usage-limits：17 visitors / 17 pageviews
- /cursor-pricing：15 visitors / 6 pageviews

Top events（2d）：
- calculator_usage=28/7 visitors
- page_view=7/7 visitors
- provider_recommended=7/7 visitors
- recommendation_shown=7/7 visitors
- tool_result=7/7 visitors
- tool_start=7/7 visitors
- pageview=6/6 visitors
- engagement=0/4 visitors

### GA4

事实：GA4 runtime、Admin discovery、Data API 均可查；Realtime 当前返回空对象，表示当前 activeUsers 无 rows，不影响 Data API 通过。

- measurement_id: G-QYC23TSM8Q
- property: 538606134 / AICodingPricing
- 7d event facts：
  - calculator_usage: 390 events / 76 users
  - page_view: 222 events / 89 users
  - tool_result: 105 events / 76 users
  - tool_start: 97 events / 65 users
  - session_start: 96 events / 88 users
  - provider_recommended: 94 events / 65 users
  - recommendation_shown: 94 events / 65 users
  - first_visit: 84 events / 84 users
  - user_engagement: 39 events / 27 users
  - scroll: 24 events / 22 users
  - newsletter_submit: 5 events / 1 users
  - calculator_start: 3 events / 2 users


## 3. Search Console / Bing facts

### GSC

- Search Analytics window：2026-05-16 到 2026-06-13。
- aggregate：clicks=0，impressions=314，CTR=0，avg position=12.764331210191083。
- sitemap：submitted=25，indexed=0，errors=0，warnings=0；生产 sitemap HTTP 200，URL count=25。
- top pages：
  - http://aicodingpricing.com/ impressions=7 avg_position=2.428571428571429 clicks=0
  - https://aicodingpricing.com/ impressions=280 avg_position=13.378571428571428 clicks=0
  - https://aicodingpricing.com/about impressions=9 avg_position=2.333333333333333 clicks=0
  - https://aicodingpricing.com/best-llm-for-coding impressions=38 avg_position=7.684210526315789 clicks=0
- top queries：
  - "every plan includes a set amount of model usage" "cursor" impressions=1 avg_position=10 clicks=0
  - ai coding assistant pricing impressions=1 avg_position=69 clicks=0
  - ai coding assistant pricing changes impressions=3 avg_position=43 clicks=0
  - ai coding tools cost impressions=1 avg_position=58 clicks=0
  - ai coding tools pricing impressions=1 avg_position=59 clicks=0
  - best llm for coding impressions=1 avg_position=10 clicks=0
  - best llm subscription for coding impressions=1 avg_position=7 clicks=0
  - claude code cost impressions=1 avg_position=71 clicks=0
  - claude code costs impressions=1 avg_position=59 clicks=0
  - claude code vs codex pricing impressions=1 avg_position=78 clicks=0
  - coder pricing impressions=1 avg_position=64 clicks=0
  - codex cost calculator impressions=1 avg_position=10 clicks=0

判断：GSC 链路可查，impressions 从昨日 294 增至 314；但 clicks=0 且 sitemap indexed=0 是 SEO 战情关注项，不是数据链路缺失。

### Bing Webmaster

事实：当前浏览器登录态失效，无法刷新 Bing dashboard。历史 2026-06-04 browser closeout 显示：selected website=aicodingpricing.com，sitemap submitted，last crawl=2026-06-03，crawl status=Success，0 errors/0 warnings，25 URLs discovered；IndexNow Cloudflare/Self sources 可见。

判断：Bing 作为复盘核心源，今日 current evidence login_required，标 🟡 partial_current。需要刷新浏览器登录态后补证；这不是站点未配置的证据。

## 4. Ahrefs SEO Audit facts

事实：2026-06-13 Ahrefs Site Audit 后台当前证据可查。

- current crawl shown: 9 Jun
- Health Score: 100 / Excellent
- Issues: total 76；Errors 0；Warnings 2；Notices 74
- Top issues：3XX redirect 2；Structured data rich results validation error 40；Page has only one dofollow incoming internal link 28；Pages to submit to IndexNow 2；Indexable page not in sitemap 1。

判断：Ahrefs Site Audit 硬闸绿色；warnings/notices 是 SEO 技术候选，不是数据源 blocker。

## 5. Clarity behavior facts

事实：2026-06-13 Clarity dashboard current evidence 可查。

- Project: AICodingPricing / wuwfgms5x2
- Last 7d sessions=42；bot sessions excluded=11；unique users=38。
- pages/session=1.40；scroll depth=34.15%；active time=52 sec / 2.0 min total。
- rage clicks=0；dead clicks=12 sessions / 28.57%；quick backs=1 / 2.38%。
- Smart events：tool_start/tool_result/page_view/provider_recommended/recommendation_shown/calculator_usage 均 42 sessions；pricing_cta_click/pricing_click/hero_cta_click 各 1。
- JS errors：0 total。

判断：Clarity 后台 current evidence 通过；dead clicks 是产品/UX 下游复盘重点观察，但本任务不越权做产品策略。

## 6. Funnel / business facts

默认漏斗：UV/sessions → pricing/cost page landing → tool_start → tool_result → pricing_cta_click → newsletter_submit → active D1 subscriber。

- Plausible 2d visitors：7。
- Plausible 2d tool_start：7 events / 7 visitors。
- Plausible 2d tool_result：7 events / 7 visitors。
- GA4 7d newsletter_submit：5 events / 1 user。
- D1 newsletter_subscribers：1 active subscriber；last_submitted_at=2026-06-07 02:25:07；referrer=ruanyf_weekly UTM。
- Payment：V1 不适用。

判断：核心工具事件不为 0；业务闭环有 1 条 active subscriber。今日数据包不越权判断 Scale/Iterate。

## 7. Acquisition / UTM facts

- Plausible 30d sources：Direct / None 417 visitors；ruanyf_weekly 44；DuckDuckGo 8；Bing 6；Yandex/chatgpt.com/doubao.com 各 1。
- Internal traffic：moxi_review 9、moxi 6、moce 1，应从增长判断剔除。
- D1 subscriber referrer 可闭环到 ruanyf_weekly UTM。

## 8. Technical evidence

- production homepage：HTTP 200。
- robots.txt：HTTP 200；Allow /；Disallow /_state/；Sitemap 正确。
- sitemap.xml：HTTP 200；URL count=25。
- analytics-config.js：HTTP 200；浏览器 runtime 已验证 GA4/Clarity/Plausible。
- Cloudflare Pages：project API success；domain / D1 binding 可查。
- D1 remote：newsletter_subscribers 表存在且聚合查询成功。
- web_search：site:aicodingpricing.com 可见 About、Home、Best LLM for Coding。

## 9. 日常异常雷达 / Review Contract Tests

- data_trust_contract：🟡 pass_with_bing_login_gap。Plausible/GA4/GSC/Clarity/Ahrefs/D1/Technical 可查；Bing current dashboard login_required。
- user_task_contract：🟢 pass。tool_start/tool_result/calculator_usage 2d 均非 0。
- seo_battle_contract：🟡 anomaly_watch。GSC impressions=314 且 sitemap submitted=25/errors=0，但 clicks=0、indexed=0；属于 SEO/索引战情关注项。
- backlink_contract：🟡 partial。本数据包只看来源与 Bing/IndexNow historical/current login state；submitted/live/indexed/referral 不在本轮完整判定。
- action_closure_contract：🟢 本报告只列待确认数据补齐候选，不自动派执行型 follow-up。

Daily exception status：🟡 关注。无 P0；P1 是 Bing current evidence login_required + GSC indexed=0 持续观察；需要 Owner 的仅是 Bing/Microsoft 登录态恢复或允许 browser closeout。

## 10. 数据链路硬闸

- GA4：🟢 通过。脚本、Admin discovery、Data API 均可查；有效 property=538606134。
- Clarity：🟢 通过。脚本、collect、dashboard current evidence 均可查。
- Bing Webmaster：🟡 partial_current / login_required。历史后台证据绿色；今日浏览器重定向到 sign-in/public about，无法刷新当前 sitemap/IndexNow。
- Ahrefs SEO Audit：🟢 通过。current crawl 9 Jun，health=100，errors=0，warnings=2，notices=74。

required_data_source_followups（manual_focus，待孟健确认后派工；本日报不自动创建执行卡）：

1. 墨析/墨运 browser closeout：恢复 Bing Webmaster 登录态并刷新 aicodingpricing.com 的 Select website、sitemap submitted/downloaded/errors/warnings、IndexNow sources；验收：截图/文本证据写回 durable mirror；需要登录：是，当前 session 显示 Sign In。
2. 墨引/墨析：复核 GSC indexed=0。动作：抽查首页、/best-llm-for-coding、/coding-agent-cost-calculator 的 URL inspection / rendered canonical / sitemap inclusion；验收：判断 indexed=0 是新站延迟、质量/重复、canonical，还是需 request indexing；需要登录：若 GSC 浏览器登录态失效才需要孟健。
3. 墨引/墨界候选：处理 Ahrefs Site Audit 的 structured data rich results validation warning 与 indexable page not in sitemap；验收：下一次 Ahrefs crawl warnings/notices 下降；状态：待孟健确认。

## 11. Evidence manifest

- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/ahrefs-aicodingpricing-20260613-browser-evidence.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/analytics-config.js.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/bing-aicodingpricing-20260613-refresh.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/browser-runtime-cdp.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/clarity-aicodingpricing-20260613-refresh.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/cloudflare-pages-project-aicodingpricing.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/cloudflare-zone-aicodingpricing.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/d1-newsletter-latest.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/d1-newsletter-schema.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/d1-newsletter.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/d1-tables.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/ga4-538606134-7d.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/ga4-538606134-realtime.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/ga4-account-summaries.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/google-token-status.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/gsc-searchanalytics-aggregate-28d.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/gsc-searchanalytics-page-28d.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/gsc-searchanalytics-query-28d.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/gsc-sitemaps.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/gsc-sites.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/home.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/plausible-aggregate-2d.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/plausible-breakdown-event-2d.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/plausible-breakdown-page-30d.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/plausible-breakdown-source-30d.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/robots.txt.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/sitemap.xml.txt
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/technical-summary.json
- /root/.hermes/kanban/boards/site-review/workspaces/t_e92355f3/reports/site-review/site-review-20260613-daily/evidence-aicodingpricing/web-search-site-index.json