SEO Skill
dev.seoskill由 seoskill.dev 发布官方发布者v0.5.0更新于 Oct 24, 2026
Free Google Search Console MCP: your real GSC, Google Analytics and keyword data for AI agents.
概览
一个 SEO 数据 MCP 服务器，把真实的 Google Search Console、Analytics、Bing 和抓取数据交给助手，用于诊断流量与收录问题。
- 可以做什么
- 拉取 Search Console 的总量、热门页面和查询，以及带 Google 更新日期的环比变化报告。检查单个 URL 或一组 URL 的实时页面状态、Google 收录状态及其排名查询。读取原始 Search Console 或 Bing 行数据，以及 Google Analytics 或 Clicky 的落地页。使用自己的 DataForSEO 或 Ahrefs 密钥进行关键词、搜索结果、竞争对手和外链研究。抓取整站以发现技术问题和 AI 代理可访问性，并建议内链（仅 CLI）。
- 适用场景
- 适合让助手回答点击量为何下降、哪些页面接近首页、某页面是否被收录、网站对 AI 爬虫呈现如何等问题，并基于你自己的账户数据而非通用建议或关键词工具估算。
- 运行要求
- 可将托管远程端点添加为远程 MCP 服务器，或本地运行 npm CLI 包以进行抓取和获取 Bing 数据。通过 OAuth 使用能查看 Search Console 的 Google 账户登录。关键词和竞争对手研究可选配 DataForSEO 或 Ahrefs 密钥。需要访问托管服务和被检查网站的网络的连接。
安装
在 SourceWeft 中
- 打开 控制台中的 SEO Skill，将其添加到工作区。
- 连接 所需的 凭据。它们会被私密存储，绝不会在公开页面上展示。
- 为需要使用其工具的对话启用该服务。
Web executable，通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。
交给智能体安装
把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体，或 SourceWeft 对话中。智能体会读取该服务器的安装指南，先向你展示发布者、端点和登录方式，经你同意后再把它添加到你的客户端。密钥不会写进任何命令。
阅读 https://sourceweft.com/mcp/dev.seoskill%2Fseo/install.md，并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前，先告诉我它的发布者、端点和登录方式，等我确认。不要把 API 密钥写进命令或我会提交的文件；问我密钥应从哪里获取。其他 MCP 客户端
把它添加到你客户端的 mcpServers 配置中。 客户端会在首次连接时完成 OAuth 登录。
{
"mcpServers": {
"seo-skill": {
"type": "http",
"url": "https://seoskill.dev/mcp"
}
}
}README
SEO For Agent-Native Teams
The SEO data I give my agents every day, so they work from my real numbers instead of guessing.
Most AI SEO tools do one of two things. They hand your agent a checklist of generic advice, or they feed it estimates from a keyword tool that has never seen your site. Either way you end up with the same pages everyone else is publishing. Pages written from a keyword list aren't SEO. They're slop.
This works the other way round. It's a Google Search Console MCP server and CLI, and it doesn't tell your agent what to do. It gives it the facts: your clicks, impressions and positions from Search Console, your visits from Google Analytics or Clicky, your Bing data, the dates of Google updates, and a crawl of your site. Your agent works out what matters, and you decide what changes.
It's free and open source. Hack around with it. Make it your own.
Installation (30-second setup)
1. Connect it to your agent
Claude Code
Codex
Any other agent
Add https://seoskill.dev/mcp as a remote MCP server. Cursor, Claude
Desktop, VS Code and most other agents support it.
The CLI (for crawls and Bing, which run on your machine)
seo start signs you in, connects your agents and installs the skill.
2. Sign in with Google
Your agent opens a Google sign-in. Pick the account that can see your Search Console. That's your account. There's no password and no signup form.
3. Ask it something real
That's it. You're ready to go.
What you can ask it
- "Why did clicks drop last month? Was it the core update?"
- "Which pages are close to page one, and what do they rank for?"
- "Is this page indexed? If not, why not?"
- "Which searches does this page show up for that it never mentions?"
- "Can ChatGPT, Claude and Perplexity read my site?"
- "Who am I up against in search, and is there demand for a 'vs' or alternatives page?"
Your agent picks the commands, reads the results and shows you what it found.
Why it exists
I built this because agents kept failing at SEO in the same few ways.
#1: The agent makes things up
The problem. Ask an agent why your traffic dropped and you get a tidy list of possible causes. Algorithm update, technical issues, content quality. None of it comes from your site, so none of it helps.
The fix is to give it your numbers:
seo reportshows your totals against the last period, the pages and queries that moved, and the places worth a look: quick wins, low click-through rates, pages stuck on page two, decay and cannibalization.seo comparelines up the weeks before and after a date, with the Google updates in between.
#2: Keyword tools are guessing too
The problem. Ahrefs and Semrush estimate your traffic from a sample. They miss most of the long tail, and they rarely agree with each other.
The fix is to start from your own data. Search Console is the source of
truth for Google. When you do need keyword volumes or competitor data,
seo research uses your own
DataForSEO or Ahrefs key, and it keeps those estimates apart from your real
numbers.
#3: The agent says it's fixed when it isn't
The problem. Agents trust their own edits. Then you find the page is still noindexed, still redirecting, or still not in Google.
The fix is to check the live site:
seo pageloads one URL and asks Google whether it's indexed.seo indexchecks every page that lost its clicks.seo crawlchecks the whole site, including what AI agents can read.
#4: Too many reports
The problem. SEO tools love reports. The first version of this had about 70 of them, and almost nobody used most of them.
The fix was to cut it down to a handful of commands. Each one takes a site or a URL, and dates if you want them. There are no settings to tune. Every result ends with the command to run next, so your agent always knows where to go.
Reference
Every command is also an MCP tool, such as seo_report. Add --json to any
command when you're scripting it.
What it keeps
As little as possible. The hosted server keeps your linked Google accounts and any keys you save, encrypted. It doesn't keep your Search Console data, your reports or request logs. The CLI keeps your sign-in in your system keychain. The privacy policy has the details.
Links
- Documentation
- Cloud agents and CI
- Add your own analytics source
- Changelog and contributing
- Questions and bugs
Apache-2.0. The name and artwork are covered by the brand policy.
来源：README.md，提交 bc6c4b9
工具
0版本历史
2- v0.5.0最新Oct 16, 2026
- v0.4.2Oct 16, 2026
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