# zens.ink — content map

> AI-readable snapshot of zens.ink (ZensInk SEO workflow docs + journal (EN/ZH/JA/ES)), generated by the mcp.jask.dev MCP hub from the site's content manifest, source updated 2026-10-20. 126 items (en/zh). This is metadata + links: for full text use the MCP tools below or fetch the item URLs.

- Site: https://zens.ink
- MCP: POST https://mcp.jask.dev/mcp — tools: search(query, site="zensink"), read(site="zensink", id)
- Manifest JSON: https://zens.ink/mcp/manifest.json

## article (108)

- [UA Spoofing Is Free Scraping: What Fake GPTBot Traffic Means for Your Site](/journal/ai-bot-ua-spoofing/) — A security researcher showed that claiming to be GPTBot or ClaudeBot unlocks rate limits, paywalls, and bot challenges on major sites. Here'
- [How to Audit Your AI Search Visibility: A Practical GEO Testing Guide](/journal/ai-search-visibility-audit/) — You optimized for GEO — but is it working? Here's how to test whether ChatGPT, Perplexity, and Google AI Overviews actually cite your conten
- [AI搜索可见度审计：GEO测试实用指南](/zh/journal/ai-search-visibility-audit-zh/) (zh) — 你做了GEO优化，但真的有效吗？本文教你测试ChatGPT、Perplexity和Google AI Overviews是否真的引用你的内容，以及没被引用时该怎么调整。
- [把 CLI 装进 agent：发布 9 个可安装技能踩出的三个坑](/zh/journal/agent-skills-cli-distribution-zh/) (zh) — 22 个工具的命令行包配一份 README，对 agent 来说仍然是隐形的——agent 不读文档，只读告诉它「什么时候触发、跑什么命令、怎么读输出」的 SKILL.md。这周把 ZensInk 重组成 9 个可安装的 agent 技能（npx skills add ZensI
- [Turn Your CLI Into Agent Skills: What I Learned Shipping 9 Installable Skills](/journal/agent-skills-cli-distribution/) — A CLI with 22 tools and a README is still invisible to agents — agents don't read docs, they read SKILL.md files that tell them when to fire
- [AI Share of Voice：谁占住了 Google 的 AI 模块（免费方法）](/zh/journal/ai-share-of-voice-zh/) (zh) — Google 搜索结果早已不是十个蓝色链接——AI Overview、精选摘要、PAA 问答框排在一切之前。这篇给出免费 CLI 方法：检测你的关键词会触发哪些 SERP 模块，并计算你对比竞品的声音份额（SoV）。附真实数据。
- [AI Share of Voice: Track Who Owns Google's AI Modules (Free Method)](/journal/ai-share-of-voice/) — Google SERPs are no longer ten blue links — they're AI Overviews, featured snippets, and PAA boxes. Here's a free CLI method to detect which
- [Ahrefs 和 Backlinko 都没有 llms.txt：给 SEO 行业做一次 AI 爬虫审计](/zh/journal/ai-crawler-audit-robots-llms-txt-zh/) (zh) — 人人都在卖 GEO 建议，但几乎没人审计那个决定 AI 引擎能不能读到内容的守门层。用新写的零依赖 CLI 跑了三家知名 SEO 站和自己的项目：ahrefs.com 和 backlinko.com 的 llms.txt 都是 404，子路径封禁会被粗糙工具误读成全站封禁，rob
- [Ahrefs and Backlinko Have No llms.txt: An AI Crawler Audit of the SEO Industry](/journal/ai-crawler-audit-robots-llms-txt/) — Everyone sells GEO advice; almost nobody audits the layer that decides whether AI engines can read the site at all. I pointed a new zero-dep
- [免费外链分析：不花钱审计你的链接画像](/zh/journal/backlink-analysis-without-paid-tools-zh/) (zh) — 外链仍是谷歌核心排名因素。本文教你用免费工具分析谁在链接你、评估链接质量、找出垃圾外链，并发现外链建设机会——完全不需要 Ahrefs。
- [Backlink Analysis Without Paid Tools: How to Audit Your Link Profile for Free](/journal/backlink-analysis-without-paid-tools/) — Backlinks remain a top Google ranking factor. Here's how to analyze who links to you, evaluate link quality, spot toxic links, and find link
- [不租 API，自己扫 Common Crawl 域图：一套自有的反链雷达](/zh/journal/common-crawl-referring-domains-radar-zh/) (zh) — Ahrefs 的 DR 是按月租的一个数字。Common Crawl 域级图是 1.33 亿域、21.5 亿条边的公开数据，扫一次就永久归你。19 分钟扫完 10 个站的反链画像——零 API key、零订阅。
- [免费搜索量数据：用Python调Bing站长API](/zh/journal/bing-webmaster-api-search-volume-zh/) (zh) — Google关键词规划师把真实搜索量藏在广告账户后面。本文教你用Bing站长API免费获取真实搜索需求数据，附真实命令行、真实输出，并坦白说明它的局限。
- [Free Search Volume Data: Using Bing Webmaster API with Python](/journal/bing-webmaster-api-search-volume/) — Google Keyword Planner hides real search volume behind a Google Ads account. Here's how to get actual search demand data for free using the 
- [Referring Domains Without an API: Scanning the Common Crawl Graph Yourself](/journal/common-crawl-referring-domains-radar/) — Ahrefs DR is one number you rent. The Common Crawl domain graph is 133M domains and 2.15 billion edges you can own. Here's the exact pipelin
- [竞品SEO分析：免费找内容缺口](/zh/journal/competitor-analysis-seo-guide-zh/) (zh) — 竞争对手的站点地图是公开的。学会用它找出关键词缺口、内容机会，以及他们排名靠前而你没有的选题。
- [Competitor Analysis SEO: How to Find Content Gaps for Free](/journal/competitor-analysis-seo-guide/) — Your competitors' sitemaps are public. Learn how to use them to find keyword gaps, content opportunities, and topics they're ranking for tha
- [内容简报：告别空白页的免费生成器 + 模板](/zh/journal/content-brief-generator-zh/) (zh) — 内容简报（content brief）决定了你是对着闪烁光标发呆，还是拿着地图写作。这篇给出一个能用的简报模板，外加一个免费生成器——从 Google 真实排名数据构建简报，附真实输出。
- [内容差距分析：免费挖出竞品关键词的完整方法](/zh/journal/content-gap-analysis-without-paid-tools-zh/) (zh) — 内容差距分析能找出竞品有排名而你没有的关键词。这篇讲怎么完全用免费工具做到——不需要 Ahrefs、Semrush 或 SpyFu。
- [Content Gap Analysis Without Paid Tools: Find Competitor Keywords for Free](/journal/content-gap-analysis-without-paid-tools/) — Content gap analysis reveals keywords your competitors rank for but you don't. Here's how to do it entirely with free tools — no Ahrefs, Sem
- [Content Briefs That Kill the Blank Page: Free Generator + Template](/journal/content-brief-generator/) — A content brief is the difference between staring at a blinking cursor and writing with a map. Here's a brief template that works, plus a fr
- [不花钱查死链：找出并修复 404 错误](/zh/journal/broken-link-audit-without-paid-tools-zh/) (zh) — 死链会悄悄浪费抓取配额、损耗外链权重，还让用户抓狂。本文教你用 Google Search Console、Screaming Frog、服务器日志和自写 Python 爬虫找出全站 404，不花一分钱，告别 Ahrefs 和 Semrush。
- [Broken Link Audit Without Paid Tools: How to Find and Fix 404 Errors That Hurt Your SEO](/journal/broken-link-audit-without-paid-tools/) — Broken links silently drain your crawl budget, waste link equity, and frustrate users. Here's how to find every 404 on your site using Googl
- [Astro SEO 审计：用 Python 检查你的 Astro 站点](/zh/journal/astro-seo-audit-with-python-zh/) (zh) — Astro 虽然开箱即快，但 SEO 上的小失误照样会让排名一落千丈。这篇文章手把手教你用免费的 Python 命令行工具给 Astro 站点做一次全面的 SEO 审计，不需要 Ahrefs，也不用装浏览器插件，几步就能发现常见问题。
- [Astro SEO Audit: How to Check Your Astro Site with Python](/journal/astro-seo-audit-with-python/) — Astro is fast out of the box, but SEO mistakes still kill rankings. Here's how to audit an Astro site for SEO issues using a free Python CLI
- [不花一分钱优化抓取预算，让谷歌多抓多收录](/zh/journal/crawl-budget-optimization-without-paid-tools-zh/) (zh) — 抓取预算是隐形瓶颈，正在悄悄拖垮你的收录。本文手把手教你用 Google Search Console、服务器日志、robots.txt 和自写 Python 分析器来测量、诊断、优化它——完全不用付费买 Ahrefs、Botify 或 OnCrawl，就能让谷歌多抓多收录。
- [Crawl Budget Optimization Without Paid Tools: How to Make Google Crawl and Index More of Your Pages](/journal/crawl-budget-optimization-without-paid-tools/) — Crawl budget is the invisible bottleneck killing your indexing. Here's how to measure, diagnose, and optimize it using Google Search Console
- [DeepSeek Harness(DSH)实战：接入MCP配置指南](/zh/journal/deepseek-harness-mcp-setup-zh/) (zh) — DeepSeek 刚发布了 DSH，一个开源智能体框架，自带插件系统和 MCP 客户端。本文一步步带你实操：安装 DSH、把 MCP 服务器配进 profile，再在聊天界面里调用自定义 SEO 工具。
- [DeepSeek Harness (DSH): A Hands-On Setup Guide with MCP Integration](/journal/deepseek-harness-mcp-setup/) — DeepSeek just shipped DSH, an open-source agent harness with a plugin system and built-in MCP client. Here's a real setup walkthrough — inst
- [Check Any Domain's Ahrefs DR for Free in Python (No Subscription, Pure Stdlib)](/journal/domain-rating-free-python/) — Domain Rating is the number every link-building conversation starts with, and the tool to check it costs hundreds of dollars a month — unles
- [60 行 Python 手写 MCP Server 接进 DSH：零依赖实战](/zh/journal/dsh-custom-mcp-server-python-zh/) (zh) — 想在 DSH（DeepSeek Harness）里用自己的工具，不用装任何 SDK——MCP 的 stdio 传输就是逐行 JSON-RPC。本文用 60 行纯标准库 Python 手写一个能通过完整握手的 MCP server，用管道冒烟测试拿到真实输出，再用一段 cordis
- [核心网页指标详解：免费工具提升页面速度](/zh/journal/core-web-vitals-page-speed-seo-zh/) (zh) — 页面速度是谷歌确认的排名因素。本文教你只用免费工具测量和优化核心网页指标（LCP、INP、CLS），不用Ahrefs，不用付费审计。
- [Core Web Vitals Explained: How to Improve Page Speed Without Paid Tools](/journal/core-web-vitals-page-speed-seo/) — Page speed is a confirmed Google ranking factor. Here's how to measure and improve Core Web Vitals (LCP, INP, CLS) using only free tools — n
- [Write a Zero-Dependency MCP Server in 60 Lines of Python and Plug It Into DeepSeek Harness](/journal/dsh-custom-mcp-server-python/) — You don't need the official SDK to give DSH your own tools. MCP's stdio transport is just line-delimited JSON-RPC — this guide builds a full
- [如何不花钱修复谷歌索引问题，让页面被收录](/zh/journal/fix-indexing-issues-without-paid-tools-zh/) (zh) — 如果谷歌不索引你的页面，SEO 就毫无意义。这里有一套实战验证的排查框架，帮你解决“已抓取 - 暂未索引”，让新页面更快被抓取，还能从索引下跌中恢复——全部用免费工具。
- [Free Domain Rating Checks in Python: Ahrefs' DR API Without a $99/mo Subscription](/journal/free-domain-rating-api-python/) — Domain Rating is the one SEO metric everyone wants and almost nobody wants to pay $99+/month for. It turns out Ahrefs runs a free public DR 
- [How to Fix Google Indexing Issues Without Paid Tools: Get Your Pages Indexed](/journal/fix-indexing-issues-without-paid-tools/) — Nothing in SEO matters if Google doesn't index your pages. Here's a field-tested troubleshooting framework for fixing 'Crawled - Currently N
- [免费SEO审计：如何发现并修复技术问题（不用Screaming Frog）](/zh/journal/free-seo-audit-guide-zh/) (zh) — 想免费做一次技术SEO审计？这份完整指南告诉你该检查什么、为什么重要，以及如何把流程自动化，每次部署都自动跑一遍。不用付费工具，也能轻松找出并修复网站技术问题。
- [GEO 101: How to Get Cited by AI Search (llms.txt, BLUF, and Content Signals)](/journal/geo-ai-search-llms-txt/) — AI search engines like ChatGPT, Perplexity, and Gemini don't read your site like Googlebot. Here's how to make your content machine-citable 
- [Free SEO Audit: How to Find and Fix Technical Issues (Without Screaming Frog)](/journal/free-seo-audit-guide/) — A complete guide to running a technical SEO audit for free. Learn what to check, why it matters, and how to automate the process for every d
- [GEO 入门：怎么让 AI 搜索引用你的内容](/zh/journal/geo-ai-search-llms-txt-zh/) (zh) — AI 搜索引擎（ChatGPT、Perplexity、Gemini）不像 Googlebot 那样读你的网站。llms.txt、BLUF 结构、robots.txt 内容信号——讲透 GEO 的三个实操方向。
- [GEO (Generative Engine Optimization): How to Rank in AI Search Results](/journal/geo-generative-engine-optimization/) — AI search engines like ChatGPT, Perplexity, and Google AI Overviews are changing how users find information. Learn GEO strategies to make yo
- [GEO得分：如何衡量AI搜索引擎是否会引用你的内容](/zh/journal/geo-score-methodology-zh/) (zh) — SEO能告诉你Google是否给你排名。但ChatGPT、Perplexity或谷歌AI概览会引用你的内容吗？这里有一套16因子的GEO评分方法，帮你全面评估内容在AI搜索引擎中的可见度——它可能比传统排名更重要。
- [GEO（生成引擎优化）：如何在AI搜索结果中排名](/zh/journal/geo-generative-engine-optimization-zh/) (zh) — AI搜索引擎（如ChatGPT、Perplexity和Google AI Overview）正在改变用户获取信息的方式。学习GEO策略，让你的内容更容易被AI模型引用，从而在AI搜索结果中获得更高曝光。
- [GEO Score: How to Measure If AI Search Engines Will Cite Your Content](/journal/geo-score-methodology/) — SEO tells you if Google ranks you. But will ChatGPT, Perplexity, or Google AI Overviews cite your content? Here's the 16-factor GEO Score me
- [独立开发者必读：Google Search Console 完全指南](/zh/journal/google-search-console-seo-guide-zh/) (zh) — Google Search Console 是最强大的免费 SEO 工具。学会用它挖掘关键词、解决收录问题、跟踪排名，提升自然流量。
- [Google Search Console for SEO: The Complete Guide for Indie Developers](/journal/google-search-console-seo-guide/) — Google Search Console is the most powerful free SEO tool available. Learn how to use it to find keywords, fix indexing issues, track ranking
- [内部链接SEO：最被低估的排名因素](/zh/journal/internal-linking-seo-zh/) (zh) — 内部链接是最便宜的SEO优化，但大多数网站都忽略了它。了解内部链接如何帮助谷歌抓取你的网站、分配页面权重、提升排名——附实用操作指南。
- [GSC Quick Wins in Python: Mine Position 5-30 Before You Chase New Keywords](/journal/gsc-quick-wins-python/) — The cheapest keyword research is the data you already own: Google Search Console queries where your site has proven relevance but sits at po
- [Internal Linking SEO: The Most Underrated Ranking Factor](/journal/internal-linking-seo/) — Internal linking is the cheapest SEO win most sites ignore. Learn how internal links help Google crawl your site, distribute page authority,
- [关键词聚类：免费做主题权威，批量上排名](/zh/journal/keyword-clustering-topical-authority-free-zh/) (zh) — 关键词聚类，决定了网站只能排一个词，还是能排上百个词。本文教你用免费工具加表格，搞定关键词分组、搭建主题权威地图、规划内容结构，轻松提升SEO效果。
- [Keyword Clustering for SEO: How to Group Keywords and Build Topical Authority for Free](/journal/keyword-clustering-topical-authority-free/) — Keyword clustering is the difference between a site that ranks for one keyword and a site that ranks for hundreds. Here's how to cluster key
- [Keyword Difficulty Checker: Free Alternative to Ahrefs and SEMrush](/journal/keyword-difficulty-checker/) — Stop paying $200/month for a keyword difficulty score. Learn how SERP structure analysis gives you a more accurate difficulty assessment — f
- [关键词难度检测：免费替代Ahrefs和SEMrush](/zh/journal/keyword-difficulty-checker-zh/) (zh) — 别再每月花200美元订阅工具，只为查一个关键词难度分。通过分析SERP结构，你能看清真实竞争，不需要昂贵订阅，就能免费获得比Ahrefs和SEMrush更准确的难度评估。
- [不用 Ahrefs 怎么做关键词研究](/zh/journal/keyword-research-without-ahrefs-zh/) (zh) — 用免费工具跑通五步关键词研究流程的实操教程——Google 自动补全、Bing 搜索量、SERP 难度分析、竞品对比。
- [SEO MCP Server in Python: Exposing CLI Tools to AI Agents with Zero Dependencies](/journal/mcp-server-seo-tools-python/) — AI agents can read your docs, but they can't run your bash pipeline — unless the tools speak MCP. This post walks through a zero-dependency 
- [How to Do Keyword Research Without Ahrefs](/journal/keyword-research-without-ahrefs/) — A practical walkthrough of the 5-step keyword research workflow using only free tools — Google Autocomplete, Bing Webmaster, SERP analysis, 
- [页面SEO优化：零成本完整清单](/zh/journal/on-page-seo-checklist-without-paid-tools-zh/) (zh) — 页面SEO是你掌控度最高、独立开发者却最容易白费功夫的地方。这份实测有效的清单，教你用免费工具和浏览器优化标题标签、元描述、各级标题、URL、图片和内容。
- [开源SEO工具精选：独立开发者必看（2026）](/zh/journal/open-source-seo-tools-zh/) (zh) — 精选适合独立开发者的免费开源SEO工具，覆盖关键词研究、技术审计、SERP分析和内容优化。没有订阅限制，没有试用套路，全是免费可用的实在工具。
- [Open Source SEO Tools: A Curated List for Indie Builders (2026)](/journal/open-source-seo-tools/) — The best free and open source SEO tools for keyword research, keyword analysis, technical audits, SERP analysis, and content optimization. N
- [程序化SEO：一次构建，到处排名](/zh/journal/programmatic-seo-guide-zh/) (zh) — 程序化SEO让你用一套模板加数据源，批量生成几百个页面。本文讲解具体方法、真实案例，并帮你避开常见坑，适合独立开发者快速上手。
- [How to Present an SEO Audit to a Client Without Jargon](/journal/present-seo-audit-to-client/) — The audit that wins the next invoice is not the thickest one — it is the one the client can read. This post is a working method for turning 
- [On-Page SEO Optimization: The Complete Checklist Without Paid Tools](/journal/on-page-seo-checklist-without-paid-tools/) — On-page SEO is where you have the most control and most indie developers waste the most effort. Here's a field-tested checklist for optimizi
- [Python 排名追踪：用 SQLite 记 Google 排名，不用 $99/月](/zh/journal/python-rank-tracker-sqlite-zh/) (zh) — 排名追踪订阅从 $99/月起上不封顶，但产品的机械内核很小：拉一次 SERP、找到你的域名、存下位置、跟上一次做差。这篇走一遍 rank_tracker——zens-ink 包里 SQLite 存储的排名追踪 CLI，六条命令纯标准库，每个词每次检查只花一次 Serper 调用。
- [Programmatic SEO for Indie Builders: Build Once, Rank Everywhere](/journal/programmatic-seo-guide/) — Programmatic SEO lets you create hundreds of targeted pages from a single template and data source. Learn the methodology, see real examples
- [Python Rank Tracker: Track Google Positions in SQLite Without a $99/mo Tool](/journal/python-rank-tracker-sqlite/) — Rank tracking subscriptions start around $99/month and go up from there, but the mechanical core of the product is small: fetch a SERP, find
- [Python SEO关键词研究：从自动补全到优先级矩阵](/zh/journal/python-seo-keyword-research-pipeline-zh/) (zh) — 别再每月花200美元买关键词工具了。教你用Python从谷歌自动补全到SERP难度评分，打造完整的关键词研究流程——只用标准库。
- [Keyword Research with Python: Build a Free Pipeline That Replaces Ahrefs](/journal/python-seo-keyword-research-pipeline/) — A complete keyword research pipeline in Python — Google Autocomplete mining, Bing volume data, SERP difficulty scoring, clustering — built a
- [Query Fan-Out 内容规划：先把 AI 搜索的子问题画出来，再决定写什么](/zh/journal/query-fanout-content-planning-python-zh/) (zh) — 你在 AI 搜索里问一个问题，引擎背后其实拆出了十几个子问题分别去搜，再把答案拼起来。这意味着内容竞争的单位变了：不是抢一个主词，而是接住每一个分支。这篇讲一个零依赖的 Python CLI，怎么把任意种子词的子查询树完整生成出来，用真实的自动补全校验哪些分支有真实搜索需求，再从
- [Query Fan-Out Content Planning in Python: Map AI Search's Sub-Queries Before You Write](/journal/query-fanout-content-planning-python/) — AI search engines don't answer the query you typed — Google AI Mode and AI Overviews expand one search into 8-12 sub-queries across differen
- [Query Fan-Out Coverage Audit: Which Branches of AI Search Does Your Site Actually Answer?](/journal/query-fanout-coverage-audit/) — Fan-out planning tells you what to write before you write it. This post is the other half: auditing a site that already exists. Google AI Mo
- [不用付费工具，怎么免费跟踪 SEO 排名？](/zh/journal/rank-tracking-without-paid-tools-zh/) (zh) — 排名追踪是SEO里最被高估的部分。用Google Search Console、免费API和自建Python追踪器，就能准确监控关键词排名，完全不用每月花99美元买Ahrefs或Semrush。
- [SEO Rank Tracking Without Paid Tools: How to Monitor Your Search Rankings for Free](/journal/rank-tracking-without-paid-tools/) — Rank tracking is the most oversold part of SEO. Here's how to monitor your keyword rankings accurately using Google Search Console, free API
- [Reddit 挖词：Google 补全里藏着一整个需求库，免费、免 key](/zh/journal/reddit-keyword-research-python-zh/) (zh) — 搜「笔记软件 推荐」时你会下意识加「知乎」，老外搜的时候加 reddit。这个动作本身就是关键词信号，而且 Google 补全都替你记下来了。用 zens-ink 的 reddit_blueocean 工具实测两个种子词：「note taking app」挖出 7 条低竞争查询（
- [Reddit Keyword Research in Python: Mining Autocomplete for Threads Nobody Has Answered](/journal/reddit-keyword-research-python/) — People type 'reddit' into Google before they type anything else — and autocomplete remembers every one of those searches. This post shows ho
- [Schema 结构化数据实战：不用付费工具也能做好标记](/zh/journal/schema-markup-structured-data-seo-zh/) (zh) — Schema 结构化数据让搜索引擎理解你的页面内容。这篇讲常见 schema 类型、怎么加、怎么验证——全程免费工具搞定。
- [Can AI Agents Read Your Repo? A 10-Check Audit With Real Scores From 3 Repositories](/journal/repo-agent-readiness-audit/) — Your repository has two audiences now: humans and AI agents. When a developer asks ChatGPT, Claude, or Copilot 'what does this repo do' or '
- [Schema Markup for SEO: How to Add Structured Data Without Plugins](/journal/schema-markup-structured-data-seo/) — Structured data helps search engines understand your content and earn rich snippets. Here's how to implement schema markup from scratch usin
- [搜索意图分析：零成本读懂用户真实需求](/zh/journal/search-intent-analysis-seo-zh/) (zh) — 用错误的内容类型排名到正确关键词，比不排名更糟。本教程教你如何分析搜索意图、按意图类型给关键词分类，并让内容匹配用户真实需求——全程只用免费工具和一张电子表格。
- [Search Intent Analysis for SEO: How to Decode What Searchers Actually Want Without Paid Tools](/journal/search-intent-analysis-seo/) — Ranking for the right keyword with the wrong content type is worse than not ranking at all. Learn how to analyze search intent, classify key
- [SEO CLI 工具：终端里跑关键词研究](/zh/journal/seo-cli-terminal-tools-zh/) (zh) — 浏览器里的 SEO 工具总是让你盯着用不上的仪表盘，浪费时间。试试命令行吧：关键词研究、SERP 分析和站点审计全都能在终端搞定，比网页工具更快、可脚本化，而且完全免费。
- [SEO CLI Tools: Run Keyword Research from Your Terminal](/journal/seo-cli-terminal-tools/) — Browser-based SEO tools waste your time with dashboards you don't need. Here's how to do keyword research, SERP analysis, and site audits en
- [开发者 SEO 指南：不废话（2026）](/zh/journal/seo-for-developers-zh/) (zh) — 为开发者写的实用 SEO 指南，不整虚的。讲清楚搜索引擎怎么抓取、渲染和给你的网站排名，还附一份精确的技术清单，照着做就能修复拖垮排名的常见坑。
- [SEO for Developers: A No-Nonsense Guide (2026)](/journal/seo-for-developers/) — A practical SEO guide written for developers. Learn how search engines crawl, render, and rank your site — and the exact technical checklist
- [Agency 的 SEO 报告工具：租、装、还是拥有？](/zh/journal/seo-reporting-tools-agencies-zh/) (zh) — 搜「SEO reporting tools for agencies」出来的是同一篇清单文抄十遍。这篇按买家真正体验到的方式拆市场——按成本模型：租的仪表盘、装的桌面套件、拥有的引擎。本周核实的价格、真实 SERP 结构、三年成本表，以及每种架构赢在哪。
- [SEO工作流：如何搭建可复制的内容流程](/zh/journal/seo-workflow-pipeline-zh/) (zh) — SEO不是一次性文章，而是一套可持续运转的系统。掌握这个5步工作流，你就能把关键词研究稳定地变成定时发布的优化内容，形成自己的内容流水线。
- [SEO Reporting Tools for Agencies: Rent, Install, or Own?](/journal/seo-reporting-tools-agencies/) — Every 'best SEO reporting tools for agencies' post is a listicle of the same SaaS vendors. This comparison sorts the market the way buyers a
- [免费SERP分析：像SEO老手一样看懂搜索结果](/zh/journal/serp-analysis-guide-zh/) (zh) — SERP 分析是区分能排上名和排不上名的 SEO 的关键技能。学会解读谷歌前 10 条结果，看懂广告、精选摘要和自然结果，找到你真正能赢的关键词，少做无用功，把流量做起来。
- [SEO Workflow: How to Build a Repeatable Content Pipeline](/journal/seo-workflow-pipeline/) — SEO isn't one-off articles — it's a system. Learn the 5-step workflow that turns keyword research into published, optimized content on a con
- [Free SERP Analysis: How to Read Search Results Like an SEO Pro](/journal/serp-analysis-guide/) — SERP analysis is the skill that separates SEOs who rank from those who don't. Learn what to look for in Google's top 10 results and how to f
- [SERP 结构分析 vs 域名权重：为什么你不需要 Ahrefs DR](/zh/journal/serp-analysis-vs-domain-rating-zh/) (zh) — Ahrefs 域名权重（DR）每月 $200。我们用 SERP 结构分析——首页比例、平台密度、域名年龄——免费做出更实用的难度评分。
- [SERP Structure Analysis vs Domain Rating: Why You Don't Need Ahrefs DR](/journal/serp-analysis-vs-domain-rating/) — Ahrefs Domain Rating costs $200/month. Here's how analyzing SERP structure — homepage ratio, platform density, domain age — gives you a more
- [把 2,500 次免费 SERP 额度撑出 10,000 次的效果：Python 缓存层](/zh/journal/serp-api-caching-free-tier-zh/) (zh) — 免费 SERP API 额度很慷慨——直到管线里每个工具都开始重复问同一个问题。本文搭一个纯标准库的缓存层：sqlite 存储、钉死市场的 key、按用途的 TTL、single-flight 合并——附真实基准数据：0.005 毫秒缓存命中对 2.0-3.1 秒 API 调用。
- [Stretch 2,500 Free SERP Credits Into 10,000 Lookups: A Python Cache Layer](/journal/serp-api-caching-free-tier/) — Free SERP API tiers are generous until every tool in your pipeline re-asks the same question. This article builds a stdlib-only cache layer 
- [SERP难度评分：不用Ahrefs，用Python给关键词难度打分](/zh/journal/serp-difficulty-scoring-python-zh/) (zh) — Ahrefs 关键词难度是基于 DR 的黑盒，恰好在最要命的地方失效——品牌词。本文拆解一个四层 SERP 难度评分模型：结构评分、品牌指纹、截流难度、外链预算。真实命令、真实输出、真实局限。
- [SERP Difficulty Scoring: How to Score Keyword Difficulty in Python Without Ahrefs](/journal/serp-difficulty-scoring-python/) — Ahrefs keyword difficulty is a DR-based black box that fails hardest exactly where it matters — brand keywords. Here's a four-layer SERP dif
- [Search Intent Classification in Python: Read the SERP, Not the Keyword](/journal/serp-intent-classification-python/) — Keyword-text intent classification fails exactly when it matters — on ambiguous modifiers like 'best' and 'tools' that can swing information
- [同一个关键词、四个市场、不同的 Google 排名：一次真实的本地化测试](/zh/journal/serp-localization-rank-variance-zh/) (zh) — 一个没有钉死市场的排名数字就是谣言。我们用同一个 SERP API 对同一个关键词跑了四次，只改 gl/hl（美国、英国、德国、印度）——top-10 洗牌了。真实代码、完整结果表、什么稳住了、什么动了、以及让排名数据可信的规则。外加 API 也修不了的数据中心 IP 注意事项。
- [Same Keyword, Four Markets, Different Google Rankings: A Real Localization Test](/journal/serp-localization-rank-variance/) — A scraped rank number without a market pin is a rumor. We ran one keyword through the same SERP API four times, changing only gl/hl (US, UK,
- [用 Python 抓 Google SERP：真实失败日志与真正可行的方案](/zh/journal/serp-scraping-python-without-blocks-zh/) (zh) — 每个 SERP 爬虫的故事都一样：第一天能跑，两周后数据悄悄归零，因为请求依然返回 200。本文复盘一次真实的 Google 抓取失败——302 区域重定向、一个装着零条结果的 200 页面——再讲为什么 Bing 好抓但换个方式骗你，以及从裸请求到免费额度 SERP API 的
- [Serper vs Brave Search API: A Real Benchmark for SEO Scripts (2026)](/journal/serper-vs-brave-search-api/) — Most SERP API comparisons are vendor listicles. This one is a side-by-side run: 8 keywords through Serper.dev and Brave Search API, measurin
- [不花一分钱搞定技术SEO审计](/zh/journal/technical-seo-audit-without-paid-tools-zh/) (zh) — 你不需要Ahrefs或Semrush，也能全面审计网站的技术SEO。本文教你用免费工具检查页面速度、站点地图、canonical标签、死链、移动端友好度和结构化数据。
- [SERP Scraping With Python: Real Failure Logs and What Actually Works](/journal/serp-scraping-python-without-blocks/) — Everyone's first SERP scraper works for a day, then silently breaks. This article replays a real failed Google scrape — a 302 redirect, a 20
- [How to Do a Technical SEO Audit Without Paid Tools](/journal/technical-seo-audit-without-paid-tools/) — You don't need Ahrefs or Semrush to audit your site's technical SEO. This guide covers page speed, sitemaps, canonical tags, broken links, m
- [白牌 SEO 软件：别再租了，搭一套真正属于你的工具栈](/zh/journal/white-label-seo-software-zh/) (zh) — 白牌 SEO 软件市面上几乎全是租的——按席位按客户数月付，传个 logo 就叫白牌。还有另一条路：买断一个可以改牌、可以二开、可以当资产传下去的引擎。真实命令、真实输出、真实算账。
- [从零到收录：AI 占卜平台的 SEO 策略实战](/zh/journal/zero-to-indexed-echoir-seo-zh/) (zh) — 如何用纯免费工具，把一个全新域名从零做到 225 页内容策略——不用 Ahrefs，不用 SEMrush。
- [White Label SEO Software: Stop Renting, Start Owning Your Stack](/journal/white-label-seo-software/) — White label SEO software usually means renting a SaaS seat and uploading your logo. There is another way: an engine you own, rebrand, and ex
- [Zero to Indexed: Building an SEO Strategy for an AI Divination Platform](/journal/zero-to-indexed-echoir-seo/) — How we took a brand-new domain from zero keywords to a 225-page content strategy using only free tools — no Ahrefs, no SEMrush.

## doc (18)

- [Site Audit](/docs/site-audit/) — 30+ technical SEO, GEO, and agent-readiness checks on your built site — free, no API key.
- [Agent 就绪度](/zh/docs/agent-readiness/) (zh) — 自主 agent 能不能用你的站？8 项检查、0-100 分、P0/P1/P2 修复方案——可用 is-agentic.com 验证。
- [Agent Readiness](/docs/agent-readiness/) — Can autonomous agents use your site? 8 checks, 0-100 score, P0/P1/P2 fix plan — verify against is-agentic.com.
- [Competitor Analysis](/docs/competitor-analysis/) — Discover content gaps by analyzing competitor sitemaps — free, no API key.
- [Keyword Research](/docs/keyword-research/) — Discover long-tail keywords from Google Autocomplete — free, no API key.
- [Quickstart](/docs/quickstart/) — Install ZensInk and find your first keywords in 60 seconds.
- [Search Volume](/docs/search-volume/) — Get real search demand via Bing Webmaster API — free, with weekly trend data.
- [Ranking Data](/docs/ranking-data/) — See your own site's real Google search performance — impressions, clicks, position.
- [MCP Server](/docs/mcp-server/) — Run the whole toolkit as an MCP server — every tool becomes a native model tool for DSH, Claude, Codex.
- [Pro Engine](/docs/pro-engine/) — Install the Pro engine and run a full SEO audit in one command — keywords, intent classification, on-page scoring, difficulty, editorial cal
- [竞品分析](/zh/docs/competitor-analysis/) (zh) — 通过分析竞品 sitemap 发现内容缺口——免费，无需 API 密钥。
- [关键词发现](/zh/docs/keyword-research/) (zh) — 从 Google Autocomplete 挖掘长尾关键词——免费，无需 API 密钥。
- [MCP Server](/zh/docs/mcp-server/) (zh) — 把整个工具包跑成 MCP server——所有工具变成 DSH、Claude、Codex 的原生模型工具。
- [Pro 引擎](/zh/docs/pro-engine/) (zh) — 安装 Pro 引擎，一条命令完成全流程 SEO 审计——关键词、意图分类、页面评分、难度、编辑日历、竞品情报、AI 可见度。
- [Quickstart](/zh/docs/quickstart/) (zh) — 60 秒内安装 ZensInk 并找到你的第一批关键词。
- [排名数据](/zh/docs/ranking-data/) (zh) — 查看你的站点在 Google 搜索中的真实表现——展示、点击、排名。
- [搜索量](/zh/docs/search-volume/) (zh) — 通过 Bing Webmaster API 获取真实搜索需求——免费，含周趋势数据。
- [站点审计](/zh/docs/site-audit/) (zh) — 对构建产物做 30+ 项技术 SEO、GEO、agent-readiness 检查——免费、无需 API 密钥。