# aicodingpricing 数据证据包 review_date: 2026-05-24 project_slug: aicodingpricing production_url: https://aicodingpricing.com primary_keyword: AI coding pricing topic_target: telegram:-1003750190535:6256 task_id: t_29e3caf9 artifact: /root/.hermes/kanban/boards/site-review/workspaces/t_29e3caf9/reports/site-review/site-review-20260524/aicodingpricing-data-snapshot.md raw_evidence: /root/.hermes/kanban/boards/site-review/workspaces/t_29e3caf9/reports/site-review/site-review-20260524/evidence/aicodingpricing-evidence-summary.json ## 结论 / 风险 / 动作 结论：数据覆盖为 4/7 可查 + 3/7 部分，可支撑后续产品/SEO/运营深度复盘，但不支撑最终增长判断。Plausible self-host、GA4、GSC、D1、Cloudflare Pages、生产技术状态可查；Clarity 生产脚本/采集请求可验，但本轮 Clarity 后台指标页未正常渲染；Ahrefs/Bing/冷启动日志仍缺。 风险：GSC sitemap 已提交 22 条但 indexed=0，Search Analytics 2026-05-22 至 2026-05-24 仍无 query/page rows；D1 newsletter_subscribers=0；GA4 与 Plausible 中的 moxi/moce 测试流量需要过滤。后续 Agent 不能把 analytics 事件直接解释为有效转化或自然搜索增长。 动作：产品/SEO/运营子任务可继续读取本报告做深度判断；需要补 Ahrefs/Backlink 权限、Bing Webmaster 复核、Clarity 后台明细、冷启动/外链日志、真实 newsletter 成功订阅闭环。 ## Data coverage matrix - Analytics：🟢 可查 - 前端脚本：Plausible / GA4 / Clarity / Cloudflare beacon 均可在生产浏览器资源中观测。 - 浏览器网络：Plausible `/api/event`、GA4 `g/collect`、Clarity `l.clarity.ms/collect` 均发出。 - API：Plausible self-host stats API 200；GA4 Data API 200。 - UI：Plausible UI未本轮复核；GA4 UI未本轮复核；以 API 结果为准。 - GSC / Bing：🟡 部分 - GSC Search Console API 可查，sitemap 已提交/下载，无 errors/warnings。 - Search Analytics 当前仍无 query/page rows；sitemap indexed=0。 - Bing Webmaster 本轮无 API credential / dashboard evidence。 - Ahrefs / 第三方 SEO：🔴 缺失 - 未发现 Ahrefs API / 登录态可用证据；必须标记 `missing_ahrefs_access`。 - DataForSEO Google Ads search volume 对 `AI coding pricing` 返回 200，但 search_volume / competition / CPC 均为 null；不能替代 Ahrefs Site Explorer、Backlinks、Ref domains、Competing domains、KD。 - Clarity：🟡 部分 - 生产 tracking id `wuwfgms5x2`，浏览器 runtime `window.clarity=function`，网络采集请求已发出。 - Microsoft Clarity 项目 URL 可打开并显示已登录顶部导航，但本轮 dashboard/recordings 主内容未渲染出指标；未能拉到当日 sessions/users/dead clicks/JS errors/performance 明细。 - 2026-05-22 旧证据显示该项目曾可查 Last 3 days 行为数据，但本报告不把旧数当作今日后台指标。 - Funnel / 业务：🟡 部分 - Plausible / GA4 有 tool_start、tool_result、calculator_usage、pricing_click、pricing_cta_click 等核心事件。 - D1 remote query 成功，newsletter_subscribers=0，submit_count=0。 - 当前站点无 paid checkout，Stripe/Creem/PayPal 订单不适用。 - curl POST newsletter 被 Cloudflare challenge 返回 403；不能作为业务 API 功能失败结论，只能说明非浏览器 curl 被 WAF 拦截。 - Acquisition / UTM：🟡 部分 - Plausible/GA4 可查 source/medium，能看到 ruanyf_weekly/newsletter、Direct、moxi/moce 测试来源。 - 缺冷启动/外链投放日志，不能完整归因 newsletter/community/listing 的执行效果。 - Technical SEO：🟢 可查 - 生产首页、robots.txt、sitemap.xml、analytics-config.js 均 HTTP 200。 - sitemap 22 URL；robots Allow `/`、Disallow `/_state/`、声明 sitemap。 - 首页 canonical/meta/JSON-LD/browser timing 已采集；GSC sitemap 状态已采集。 coverage_score: 4/7 full + 3/7 partial missing_data_sources: Ahrefs Site Explorer / Backlinks / Ref domains / KD / Competitors；Bing Webmaster；Clarity 后台当日指标明细；冷启动/外链执行日志；GSC query/page rows；D1 真实 newsletter subscriber；Cloudflare Web Analytics 后台聚合指标。 ## 事实：Analytics ### 前端脚本状态 生产配置来自 `https://aicodingpricing.com/analytics-config.js`： - GA4 measurement id: `G-QYC23TSM8Q` - Clarity id: `wuwfgms5x2` - Plausible domain: `aicodingpricing.com` - Plausible src: `https://plausible.shipsolo.io/js/script.js` 浏览器 runtime 证据： - `window.gtag`: function - `window.dataLayer`: true - `window.clarity`: function - `window.plausible`: function - JSON-LD scripts: 1 - browser navigation: domContentLoaded 658ms, load 3906ms 浏览器资源/网络证据： - Plausible script: `https://plausible.shipsolo.io/js/script.js` - Plausible event: `https://plausible.shipsolo.io/api/event` - GA4 script: `https://www.googletagmanager.com/gtag/js?id=G-QYC23TSM8Q` - GA4 collect: `https://region1.google-analytics.com/g/collect?...tid=G-QYC23TSM8Q...en=page_view` - Clarity script: `https://www.clarity.ms/tag/wuwfgms5x2` - Clarity collect: `https://l.clarity.ms/collect` - Cloudflare beacon: `https://static.cloudflareinsights.com/beacon.min.js/...` ### Plausible self-host API 查询 host: `https://plausible.shipsolo.io`，site_id: `aicodingpricing.com`。 2026-05-24 当日局部窗口： - visitors: 5 - visits: 5 - pageviews: 4 - events: 9 - top sources: Direct / None 4 visitors；moxi 1 visitor - top page: `/` 5 visitors / 4 pageviews - event names: page_view 5；pageview 4；engagement 0 2026-05-22 至 2026-05-24 累计窗口： - visitors: 60 - visits: 64 - pageviews: 90 - events: 413 - bounce_rate: 3 - visit_duration: 109s Top sources: - Direct / None：29 visitors / 31 visits / 50 pageviews / 159 events - ruanyf_weekly：27 visitors / 27 visits / 34 pageviews / 204 events - moxi：3 visitors / 4 visits / 5 pageviews / 47 events - moce：1 visitor / 1 visit / 1 pageview / 2 events - moxi_review：1 visitor / 1 visit / 0 pageviews / 1 event Top pages: - `/`：57 visitors / 61 visits / 66 pageviews / 331 events - `/claude-code-pricing`：6 visitors / 6 visits / 7 pageviews / 29 events - `/claude-code-vs-codex`：4 visitors / 4 visits / 6 pageviews / 26 events - `/pricing-changelog`：3 visitors / 3 visits / 3 pageviews / 15 events Event names: - page_view: 85 events / 58 visitors - pageview: 90 / 58 - calculator_usage: 104 / 14 - tool_result: 60 / 14 - tool_start: 44 / 14 - pricing_click: 8 / 8 - pricing_cta_click: 8 / 8 - calculator_start: 6 / 6 - cta_click: 4 / 3 - hero_cta_click: 4 / 3 ### GA4 API GA4 property: `properties/538606134`，measurement id: `G-QYC23TSM8Q`，timezone: `America/Los_Angeles`。 2026-05-24 单日查询返回 200 但无 rows；这与 GA4 property timezone / 当日尚早 / 延迟有关，不判定 GA4 失效。 2026-05-23 单日： - activeUsers: 11 - sessions: 11 - screenPageViews: 21 - eventCount: 49 2026-05-23 events: - page_view: 21 eventCount / 11 activeUsers / 11 sessions - first_visit: 10 / 10 / 10 - session_start: 10 / 10 / 10 - user_engagement: 3 / 3 / 3 - pricing_click: 2 / 2 / 2 - pricing_cta_click: 2 / 2 / 2 - scroll: 1 / 1 / 1 2026-05-23 sources: - `(direct) / (none)`：38 events / 9 activeUsers / 9 sessions - `(not set)`：7 / 5 / 5 - `ruanyf_weekly / newsletter`：4 / 1 / 1 2026-05-22 至 2026-05-24 累计： - activeUsers: 56 - sessions: 57 - screenPageViews: 157 - eventCount: 495 累计 Top events: - page_view: 157 / 56 activeUsers / 57 sessions - calculator_usage: 83 / 10 / 10 - session_start: 56 / 55 / 56 - first_visit: 52 / 52 / 52 - tool_result: 49 / 10 / 10 - tool_start: 34 / 10 / 10 - user_engagement: 29 / 28 / 28 - scroll: 10 / 10 / 10 - calculator_start: 6 / 6 / 6 - pricing_click: 5 / 5 / 5 累计 Top sources: - `ruanyf_weekly / newsletter`：239 events / 23 activeUsers / 23 sessions - `(direct) / (none)`：181 / 29 / 29 - `moxi / kanban`：61 / 1 / 2 - `(not set)`：7 / 5 / 5 - `moce / kanban`：4 / 1 / 1 - `moxi_review / kanban`：3 / 1 / 1 判断：Plausible 与 GA4 均能查到流量、来源和关键事件；但二者时区/事件口径不同，且混入 moxi/moce 验证流量，不能做 1:1 对账或直接下增长结论。 ## 事实：Search Console / Bing GSC properties queried: - `sc-domain:aicodingpricing.com` - `https://aicodingpricing.com/` Search Analytics: - 2026-05-24 query/page rows: 0 - 2026-05-22 至 2026-05-24 query/page rows: 0 - responseAggregationType: byPage / byProperty Sitemap: - path: `https://aicodingpricing.com/sitemap.xml` - lastSubmitted: `2026-05-21T18:45:22.210Z` - lastDownloaded: `2026-05-21T18:45:22.730Z` - isPending: false - warnings: 0 - errors: 0 - submitted: 22 - indexed: 0 Bing Webmaster: - status: missing - reason: 当前环境无 Bing Webmaster API credential，未找到本轮 dashboard evidence。 - 旧 baseline 仅记录“UI status Processing; errors=0; warnings=0”，需要当日复核后才能算可查。 判断：GSC 接入和 sitemap 提交成立；搜索数据尚不足以支撑 CTR/rank/top query 复盘。Bing 不能算当日接管通过。 ## 事实：Ahrefs / 第三方 SEO Ahrefs: - status: 🔴 `missing_ahrefs_access` - 未找到 Ahrefs Site Explorer / Site Audit / Organic keywords / Backlinks / Ref domains / Top pages / Competing domains / Keyword Difficulty 的 API 或 dashboard 证据。 DataForSEO: - endpoint: Google Ads search volume live - keyword: `AI coding pricing` - status: 200 - result: search_volume null；competition null；competition_index null；CPC null；monthly_searches null 判断：第三方 SEO 数据不能覆盖 Ahrefs 权威、外链、竞品、KD 判断；后续 SEO Agent 必须把 Ahrefs/Backlink 作为缺口处理。 ## 事实：Clarity 行为数据 生产验证： - tracking id: `wuwfgms5x2` - production runtime: `window.clarity=function` - production network: `https://l.clarity.ms/collect` 已发出 - dashboard URL: `https://clarity.microsoft.com/projects/view/wuwfgms5x2/dashboard` 后台复核： - Microsoft Clarity 已登录，顶部导航和项目 URL 可打开。 - 本轮 `dashboard` / `recordings` 主内容只渲染顶部导航，未渲染 sessions/users/dead clicks/rage clicks/JS errors/performance 明细。 - 因此本轮 Clarity 只能判定“前端采集可用 + 后台入口可打开”，不能判定“当日行为指标可查”。 旧证据提示：2026-05-22 报告中同项目 Last 3 days 曾可见 sessions 27、unique users 27、dead clicks 4 sessions、JS errors 0、smart events 可用。但本报告不复用旧数做今日事实。 ## 事实：Funnel / 业务 默认核心漏斗：UV -> tool_start -> tool_result -> pricing_cta_click / pricing_click -> newsletter_submit -> D1 subscriber。 已观测事件： - Plausible 2026-05-22 至 2026-05-24：tool_start 44、tool_result 60、calculator_usage 104、pricing_click 8、pricing_cta_click 8。 - GA4 2026-05-22 至 2026-05-24：tool_start 34、tool_result 49、calculator_usage 83、pricing_click 5；newsletter_submit 本累计 Top10 未出现。 - Clarity 前端 collect 可见，但后台指标未拉到。 D1 / API: - D1 binding: `DB` - database_name: `aicodingpricing-db` - database_id: `cc731baa-5fcb-48b8-8ed2-769e85afc758` - table: `newsletter_subscribers` - subscribers: 0 - submit_count: 0 - first_created: null - last_created: null Newsletter API: - 非浏览器 curl POST invalid email 返回 HTTP 403 Cloudflare challenge HTML。 - 该结果只证明 curl 被 WAF/Challenge 拦截，不证明真实浏览器表单失败。 支付 / 订单：当前站点是免费信息工具 + newsletter interest list，未发现 paid checkout；Stripe/Creem/PayPal 订单口径不适用。 判断：前端关键事件已经回传；真实业务转化仍是 0 subscriber。不能把 GA4/Plausible CTA 或 newsletter 事件等同于 D1 成功订阅。 ## 事实：Acquisition / UTM Plausible 2026-05-22 至 2026-05-24: - Direct / None：29 visitors / 31 visits - ruanyf_weekly：27 visitors / 27 visits - moxi：3 visitors / 4 visits - moce：1 visitor / 1 visit - moxi_review：1 visitor / 1 visit GA4 2026-05-22 至 2026-05-24: - ruanyf_weekly / newsletter：23 sessions / 23 activeUsers / 239 events - direct / none：29 sessions / 29 activeUsers / 181 events - moxi / kanban：2 sessions / 1 activeUser / 61 events - not set：5 sessions / 5 activeUsers / 7 events - moce / kanban：1 session / 1 activeUser / 4 events - moxi_review / kanban：1 session / 1 activeUser / 3 events 判断：source/medium 可用于初步归因，但缺冷启动/外链执行日志，且测试流量占比可见；运营复盘需要用投放日志校验每个 referral/UTM 的真实动作。 ## 事实：Technical evidence 生产访问： - `curl https://aicodingpricing.com/` -> HTTP 200，text/html，本轮未见 `cf-mitigated: challenge`。 - `curl https://aicodingpricing.com/robots.txt` -> HTTP 200，text/plain。 - `curl https://aicodingpricing.com/sitemap.xml` -> HTTP 200，application/xml。 - `curl https://aicodingpricing.com/analytics-config.js` -> HTTP 200，application/javascript。 - 浏览器可完整加载首页。 robots excerpt: ```text User-Agent: * Allow: / Disallow: /_state/ Host: https://aicodingpricing.com Sitemap: https://aicodingpricing.com/sitemap.xml ``` Sitemap: - URL count: 22 - sample: `/`, `/claude-code-pricing`, `/claude-code-usage-limits`, `/codex-pricing`, `/codex-usage`, `/cursor-pricing`, `/claude-code-vs-codex`, `/claude-code-vs-cursor`, `/pricing-changelog`, `/claude-code-cost` Homepage browser DOM: - title: `AI Coding Cost Calculator: Compare Claude Code, Codex, Cursor & Copilot` - canonical: `https://aicodingpricing.com/` - meta description: `Compare AI coding tool costs, usage limits, and upgrade paths across Claude Code, OpenAI Codex, Cursor, and GitHub Copilot before you pay.` - JSON-LD scripts: 1 - robots noindex: not present - browser navigation domContentLoaded: 658ms - browser load: 3906ms Cloudflare Pages: - project: `aicodingpricing` - domains: `aicodingpricing.pages.dev`, `aicodingpricing.com`, `www.aicodingpricing.com` - latest production deployment: success - deployment created_on: `2026-05-22T10:16:24.910918Z` - commit: `da1cd6cd4ca63d50265eb2b55adc340771c0e3e4` - commit_message: `fix: deepen homepage ai coding pricing seo` - D1 binding present in deployment: `DB` -> `cc731baa-5fcb-48b8-8ed2-769e85afc758` - env present: `NEXT_PUBLIC_CF_WEB_ANALYTICS_AUTO_INJECTED=true`、`NEXT_PUBLIC_CLARITY_ID=wuwfgms5x2`、`NEXT_PUBLIC_GA_MEASUREMENT_ID=G-QYC23TSM8Q` - build_config web_analytics_tag/token: null；页面仍可见 Cloudflare beacon script，需后台聚合指标复核。 ## 缺口 - Ahrefs / Backlink：缺 Site Explorer、Site Audit、Organic keywords、Backlinks、Ref domains、Top pages、Competing domains、KD。 - Bing Webmaster：缺当日 API / dashboard 复核。 - GSC：已接入，但 Search Analytics rows=0，sitemap indexed=0；不能支撑排名/CTR 判断。 - Clarity：前端采集可见，后台当日行为明细未拉到；不能支撑 rage/dead clicks、JS errors、performance 判断。 - Funnel：真实 D1 subscriber=0；newsletter_submit/CTA 事件和 D1 成功写入之间未形成闭环证据。 - Acquisition：缺冷启动/外链执行日志，无法区分 newsletter/community/listing 的真实动作效果。 - Cloudflare Web Analytics：beacon 可见，但后台 visitors/pageviews/referrers 聚合未拉到；且 Pages project `web_analytics_tag/token` 为 null。 ## metadata ```json { "review_date": "2026-05-24", "project_slug": "aicodingpricing", "topic_target": "telegram:-1003750190535:6256", "primary_keyword": "AI coding pricing", "data_sources_checked": [ "Plausible self-host API", "GA4 Data API", "GSC Search Analytics/Sitemaps API", "DataForSEO Google Ads search volume", "Microsoft Clarity browser project URL and production runtime", "Cloudflare Pages API", "D1 remote query via wrangler", "Production browser/curl technical checks" ], "data_coverage_score": "4/7 full + 3/7 partial", "missing_data_sources": [ "missing_ahrefs_access", "Bing Webmaster current dashboard/API evidence", "GSC query/page rows not yet available", "Clarity dashboard metrics not rendered in this run", "D1 real newsletter subscriber count is 0", "Cold-start/distribution/backlink execution logs", "Cloudflare Web Analytics backend aggregate" ], "analytics_summary": { "plausible_today": "2026-05-24 partial: 5 visitors, 5 visits, 4 pageviews, 9 events; top source Direct / None then moxi.", "plausible_20260522_24": "60 visitors, 64 visits, 90 pageviews, 413 events; ruanyf_weekly 27 visitors, Direct 29 visitors.", "ga4_20260523": "11 activeUsers, 11 sessions, 21 views, 49 events; direct 9 sessions, ruanyf_weekly/newsletter 1 session.", "ga4_20260522_24": "56 activeUsers, 57 sessions, 157 views, 495 events; ruanyf_weekly/newsletter 23 sessions, direct 29 sessions.", "cf_web_analytics": "Cloudflare beacon resource observed; Pages web_analytics_tag/token null; backend aggregate not checked." }, "gsc_summary": "GSC API available; sitemap submitted 22, indexed 0, warnings 0, errors 0; Search Analytics rows 0 for 2026-05-22..2026-05-24.", "ahrefs_summary": "missing_ahrefs_access; DataForSEO search volume returned null metrics for primary keyword and cannot replace Ahrefs backlink/KD/competitor coverage.", "clarity_summary": "Production Clarity id wuwfgms5x2 and collect requests verified; dashboard URL opens but metrics did not render in this run, so sessions/users/dead clicks/JS errors/performance are missing for today.", "funnel_summary": "tool_start/tool_result/calculator/pricing events visible in Plausible/GA4; D1 newsletter_subscribers=0; no paid checkout.", "acquisition_summary": "Plausible/GA4 show ruanyf_weekly/newsletter and direct traffic plus moxi/moce test UTMs; distribution logs missing.", "evidence_paths": [ "/root/.hermes/kanban/boards/site-review/workspaces/t_29e3caf9/reports/site-review/site-review-20260524/aicodingpricing-data-snapshot.md", "/root/.hermes/kanban/boards/site-review/workspaces/t_29e3caf9/reports/site-review/site-review-20260524/evidence/aicodingpricing-evidence-summary.json", "/root/.hermes/kanban/boards/site-review/workspaces/t_29e3caf9/reports/site-review/site-review-20260524/evidence/browser-runtime.json", "/root/.hermes/kanban/boards/site-review/workspaces/t_29e3caf9/reports/site-review/site-review-20260524/evidence/d1-schema.json", "/root/.hermes/kanban/boards/site-review/workspaces/t_29e3caf9/reports/site-review/site-review-20260524/evidence/d1-newsletter.json", "/root/.hermes/kanban/boards/site-review/workspaces/t_29e3caf9/reports/site-review/site-review-20260524/evidence/newsletter-invalid-response.json", "/root/projects/aicodingpricing/public/analytics-config.js", "/root/projects/aicodingpricing/wrangler.toml" ] } ```