SEO Perception
概览
作者提供的说明(英文原文)
Search Console, crawl, and SEO to-dos in Cursor and Claude. OAuth or token; close to-dos optionally.
PopNx MCP 的三大支柱
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
- 用户评价i暂无评价评价功能将在后续阶段与账户功能一起开放
- 我们的基础检查i3 项中通过 3 项依据公开信息检查;尚未扫描代码
- 使用情况i非常新★ –
它能帮你做什么
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
- 连接方式: 在云端运行
- 传输方式: Streamable HTTP
- 分类: 营销与社交媒体
安装
选择你使用的 AI 应用,然后复制设置。
安装之前
- 基础检查:3 项中通过 3 项
- 在作者的服务器上运行:你向它提出的内容会经过他们的服务器。
- 注册中心没有列出需要填写的密钥。
你需要
- 在云端运行无需安装任何东西,通过互联网连接
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
适用于网页版、桌面版和手机版 Claude:
- 打开 Settings → Connectors
- 点击 Add custom connector
- 粘贴下面的地址,然后点击 Add
- 如果要求登录,请登录作者的服务
https://seoperception.com/mcp在终端中运行这条命令
claude mcp add --transport http seoperception https://seoperception.com/mcp或者自己复制设置
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"seoperception": {
"url": "https://seoperception.com/mcp"
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
或者自己复制设置
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"seoperception": {
"type": "http",
"url": "https://seoperception.com/mcp"
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
ChatGPT 只能连接互联网上的服务器:
- 打开网页版 ChatGPT → Settings → Connectors (Apps)
- 点击 Create 或 Add(部分套餐需要先在 Advanced 中开启 Developer mode)
- 粘贴下面的地址,起个名字,然后保存
- 如果要求登录,请登录作者的服务
https://seoperception.com/mcp菜单名称可能因套餐和版本不同而略有差异。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它能做什么
服务器要求先登录,才会列出它的工具。
基础检查i
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月9日
- ✓ 通过
作者与仓库一致
注册名称已通过域名 seoperception.com 验证(注册中心会核实域名所有权)
- … 尚未检查
仍在维护
我们还没有从 GitHub 读取这个仓库
- … 尚未检查
有许可证
我们还没有从 GitHub 读取这个仓库
- ✓ 通过
端点有响应
在 154 毫秒内响应(HTTP 401)
- ✓ 通过
使用 OAuth 登录
声明支持 OAuth 登录,你的 AI 应用可以带你去登录
- … 尚未检查
工具描述中没有隐藏指令
尚未检查;我们会在检查端点时读取工具列表
与“营销与社交媒体”中的其他服务器比较i
- 星标数多于此分类中其他 3620 个服务器的 0%
- 发布到注册中心的时间比此分类中其他 3620 个服务器的 71% 更新
- 基础检查结果等于或优于此分类中其他 3620 个服务器的 100%
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
常见问题
SEO Perception 安全吗?
它在 3 项适用的基础检查中通过了 3 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
它需要哪些密钥或代码?
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在我的电脑上运行还是在云端?
它在作者的云端运行。通过互联网连接,无需安装,但你发送的内容会经过作者的服务器。
它还在维护吗?
GitHub 仓库最后更新于–,最新版本(2.1.0)于13天前进入注册中心。
哪些应用可以使用它?
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。
有什么可以替代它?
同一分类中有:MCP YouTube Transcript, Google Analytics MCP, BibiGPT YouTube Video Summarizer
替代选择
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:↓ 每周下载量i★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Google Analytics MCP
GA4 MCP server for AI agents: schema discovery, server-side aggregation, analysis-ready defaults.
BibiGPT YouTube Video Summarizer
AI video summarizer: summarize and transcribe YouTube, Bilibili, TikTok and podcast videos.
作者的 README
打开 README
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
SEO Perception MCP
Search Console, the crawl, and your SEO to-dos — inside Cursor, Claude, VS Code, and other MCP clients.
Docs · Website · MCP Registry
This repository lists the hosted SEO Perception MCP server in MCP directories. It contains documentation and client configuration only. There is nothing to install or run locally: the server runs at https://seoperception.com/mcp.
SEO Perception stores weekly Google Search Console facts, a crawl of your site, and Possibilities (a prioritized fix list per URL). The MCP server lets your AI assistant read that same workspace and draft the next edit on a page, based on stored evidence instead of guesses.
At a glance
| Endpoint | https://seoperception.com/mcp |
| Transport | Streamable HTTP (plain JSON responses) |
| Auth | OAuth 2.1 with dynamic client registration and PKCE, or a personal access token as Authorization: Bearer |
| Scopes | mcp:read (always). mcp:possibilities (optional: mark existing to-dos done or ignored) |
| Tools | 10. Nine read stored data. One can close Possibilities when that scope is granted. |
| MCP Registry name | com.seoperception/mcp |
| Server card | /.well-known/mcp/server-card.json |
Plan
Start with a 7-day Starter trial (MCP included). After the trial, OAuth, personal tokens, and the MCP endpoint need an active Starter, Pro, Business, or Enterprise plan. See pricing.
Tools
Nine tools read data SEO Perception has already collected. They never call Google live. seoperception_update_possibilities is the only write: it marks existing Possibilities done or ignored, and only when the connection includes mcp:possibilities. A connection with only mcp:read cannot change anything. OAuth Connect asks for both scopes. A personal token can close Possibilities only if you turn that on when you create it. Tokens you already created stay read-only.
| Tool | Title | What it does |
|---|---|---|
seoperception_list_sites | List sites | List owned websites with stored GSC and crawl freshness. |
seoperception_get_site_overview | Site overview | Summarize stored search performance, leading pages, queries, and rank momentum. |
seoperception_search_queries | Search queries | Search and filter stored query evidence by content match, position band, impressions, landing page, CTR, and intent. |
seoperception_list_opportunities | SEO opportunities | List stored Possibilities. Filter by status, issue type, or URL, or ask for a summary grouped by type. |
seoperception_update_possibilities | Close Possibilities | Mark existing Possibilities done or ignored by id, issue type, or URL. Requires mcp:possibilities. Ignore needs a reason. |
seoperception_get_page_diagnostics | Page diagnostics | Combine one page's crawl metadata, stored GSC trends, top queries, and possibilities. |
seoperception_find_content_gaps | Content and snippet gaps | Find stored low-CTR, missing-query, title/snippet, question, and refresh opportunities. |
seoperception_find_content_decay | Content decay | Detect sustained stored click and position declines from open refresh-candidate rows. |
seoperception_find_cannibalization | Keyword cannibalization | Find stored query conflicts and the deterministic preferred page. |
seoperception_suggest_internal_links | Internal-link suggestions | Return stored destination and anchor opportunities without crawling or probing URLs. |
Most tools take a siteId. Ask the assistant to list your sites first and it will pick it up.
Setup
Clients that support OAuth open a browser sign-in the first time they connect. No token needed.
If your client does not support OAuth, sign in to SEO Perception, open Account > MCP, create a personal access token (shown once), and store it as the environment variable SEOPERCEPTION_MCP_TOKEN. Then use the "token" variant of the config.
Cursor
Install the SEO Perception plugin from the Cursor Marketplace (once listed), or add this to ~/.cursor/mcp.json (all projects) or .cursor/mcp.json (one project):
{
"mcpServers": { "seo-perception": { "url": "https://seoperception.com/mcp" } } }
Cursor shows a sign-in prompt for the server. Token variant:
{
"mcpServers": { "seo-perception": { "url": "https://seoperception.com/mcp", "headers": { "Authorization": "Bearer ${env:SEOPERCEPTION_MCP_TOKEN}" } } } }
Claude.ai and Claude Desktop (connectors)
- Open Settings > Connectors.
- Choose Add custom connector.
- Name:
SEO Perception. URL:https://seoperception.com/mcp. - Click Add, then Connect and approve the SEO Perception sign-in.
Custom connector availability depends on your Claude plan.
Claude Code
claude mcp add --transport http seo-perception https://seoperception.com/mcp
Then run /mcp inside Claude Code and choose Authenticate.
VS Code (GitHub Copilot agent mode)
Add to .vscode/mcp.json in your project, or run MCP: Add Server from the Command Palette and pick HTTP:
{
"servers": { "seo-perception": { "type": "http", "url": "https://seoperception.com/mcp" } } }
VS Code starts the OAuth sign-in when the server first connects.
Windsurf (Devin Desktop)
Add to mcp_config.json (~/.config/devin/mcp_config.json on current builds, ~/.codeium/windsurf/mcp_config.json on older Windsurf builds):
{
"mcpServers": { "seo-perception": { "url": "https://seoperception.com/mcp" } } }
Sign in when the server shows Needs auth, or use the token variant with a headers block as in the Cursor example.
Cline
In the Cline panel open MCP Servers > Remote Servers, enter the name seo-perception, URL https://seoperception.com/mcp, transport Streamable HTTP, then Add Server. Or edit cline_mcp_settings.json:
{
"mcpServers": { "seo-perception": { "type": "streamableHttp", "url": "https://seoperception.com/mcp", "disabled": false, "autoApprove": [] } } }
Set "type": "streamableHttp" explicitly; without it Cline falls back to the legacy SSE transport. See llms-install.md for step-by-step instructions an agent can follow.
Lovable
- Open Connectors, click +, choose MCP server.
- Server name:
SEO Perception. URL:https://seoperception.com/mcp. - Keep OAuth, click Add & authorize, and approve the sign-in.
Any other MCP client
URL: https://seoperception.com/mcp
Transport: Streamable HTTP Authorization: OAuth 2.1 (discovered via WWW-Authenticate), or Bearer
Example prompts
- "List my SEO Perception sites and tell me which data is freshest."
- "Summarize the strongest gains and losses for my site using stored data."
- "Show the highest-priority open SEO opportunities and explain the evidence."
- "Use SEO Perception to find the biggest losing keywords on /pricing and suggest concrete content changes to recover them."
- "Find non-branded queries in positions 5 to 20 with at least 50 impressions that are missing from their landing page."
- "Find keyword cannibalization and recommend which page should be preferred."
- "Find the biggest content and snippet gaps, then suggest rewrites that match the losing keywords."
- "Suggest internal links and natural anchor text for pages with ranking potential."
- "Which pages show meaningful content decay?"
- "Mark possibility 42 done after the draft is in the file."
Security and data boundary
- Your sites only. Every tool is limited to websites on the signed-in account.
- One optional write. Closing a Possibility does not edit the website, call Google, or start a recrawl. Done can come back on the next crawl. Ignore is permanent and needs a reason. A change by issue type or URL previews until confirm is true, and never closes more than 25 rows at once.
- No live Google calls. Tools read the weekly Search Console data, crawl, and prioritized fix list SEO Perception has already stored. Collection happens in the product's own sync, not inside a tool call.
- Scopes.
mcp:readis required.mcp:possibilitiesis optional and is what allows closing to-dos. OAuth Connect asks for both. Allow both on the consent screen if the editor should be able to close a to-do. A client that requests onlymcp:readstays read-only. A personal token stays read-only unless you enable closing when you create it. - Tokens, not passwords. Never put your login password or session cookie in an MCP config. Create and revoke personal access tokens under Account > MCP.
- Your client's model provider. Your MCP client may send returned results to its model provider. Treat them as sensitive site analytics.
Troubleshooting
- 401: sign in again, or create a new token under Account > MCP and update
SEOPERCEPTION_MCP_TOKEN. - 403 `paid_plan_required`: MCP needs a plan that includes it (see Plan above).
- 429: wait for the retry time in the response.
- Empty lists: usually no stored data yet for that site.
Links
- Docs and setup: https://seoperception.com/mcp-integration
- Website: https://seoperception.com
- Pricing: https://seoperception.com/pricing
- Privacy: https://seoperception.com/privacy
- Support: https://seoperception.com/contact
- Server card: https://seoperception.com/.well-known/mcp/server-card.json
- Official MCP Registry:
com.seoperception/mcp
About this repository
This repo holds only listing metadata (README, server.json, glama.json, llms-install.md, Cursor plugin manifest, logo). The SEO Perception application and MCP server source code are not open source and are not part of this repository.
Made by Larsik Corp (Lars Koudal). Documentation and configuration files are released under the MIT License. "SEO Perception" and the logo are trademarks of Larsik Corp. Google and Search Console are trademarks of Google LLC; SEO Perception is not affiliated with or endorsed by Google.