SEO Perception

com.seoperception由 seoperception.com 发布官方发布者v2.1.0更新于 Oct 26, 2026

Search Console, crawl, and SEO to-dos in Cursor and Claude. OAuth or token; close to-dos optionally.

已验证Streamable HTTP可网页运行效率与工作流数据与分析

概览

AI 生成的概览

托管的 SEO Perception MCP 服务器,让助手读取已存储的 Google Search Console 数据、抓取结果和按优先级排列的 SEO 待办事项。

可以做什么
  • 列出账号下的网站,并显示已存储的 Search Console 与抓取数据的新鲜度,汇总搜索表现、主要页面、查询和排名走势
  • 按内容匹配、排名区间、展示次数、落地页、点击率和意图搜索并筛选已存储的查询证据
  • 查看按优先级排列的 SEO 机会,以及结合抓取元数据、趋势、热门查询和待办的页面诊断
  • 发现内容与摘要缺口、内容衰退、关键词自相竞争,并获取内链建议
  • 在授予可选写入权限时,将已有待办标记为完成或忽略
适用场景
适合已经使用 SEO Perception、并希望在 Cursor、Claude、VS Code 等 MCP 客户端中让助手基于已存储的 Search Console 与抓取证据分析并起草页面修改的场景。它不是实时的 Google Search Console 连接器,也不会按需抓取网站。
运行要求
远程 Streamable HTTP 端点,位于 seoperception.com,无需本地安装。使用 OAuth 2.1 登录(支持动态客户端注册与 PKCE),或使用以 Bearer 令牌发送的个人访问令牌;不支持 OAuth 的客户端需将其存为环境变量 SEOPERCEPTION_MCP_TOKEN。7 天试用期后需有效的 Starter、Pro、Business 或 Enterprise 套餐。
安装前请注意
OAuth 连接会同时申请读取权限和可关闭待办的可选权限;创建令牌时也可开启关闭功能。关闭操作会把待办标记为完成或忽略,忽略是永久的且需要填写原因,按问题类型或 URL 批量修改需确认后才生效。切勿在配置中填写登录密码或会话 Cookie,可在 Account > MCP 中撤销令牌。返回结果可能被发送给你的客户端所用模型提供商,应视为敏感的网站分析数据。

安装

在 SourceWeft 中

  1. 打开 控制台中的 SEO Perception,将其添加到工作区。
  2. 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。
  3. 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/com.seoperception%2Fmcp/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。

查看智能体所依据的安装指南

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-perception": {
      "type": "http",
      "url": "https://seoperception.com/mcp"
    }
  }
}

README

[SEO Perception logo]

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

Endpointhttps://seoperception.com/mcp
TransportStreamable HTTP (plain JSON responses)
AuthOAuth 2.1 with dynamic client registration and PKCE, or a personal access token as Authorization: Bearer <token>
Scopesmcp:read (always). mcp:possibilities (optional: mark existing to-dos done or ignored)
Tools10. Nine read stored data. One can close Possibilities when that scope is granted.
MCP Registry namecom.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.

ToolTitleWhat it does
seoperception_list_sitesList sitesList owned websites with stored GSC and crawl freshness.
seoperception_get_site_overviewSite overviewSummarize stored search performance, leading pages, queries, and rank momentum.
seoperception_search_queriesSearch queriesSearch and filter stored query evidence by content match, position band, impressions, landing page, CTR, and intent.
seoperception_list_opportunitiesSEO opportunitiesList stored Possibilities. Filter by status, issue type, or URL, or ask for a summary grouped by type.
seoperception_update_possibilitiesClose PossibilitiesMark existing Possibilities done or ignored by id, issue type, or URL. Requires mcp:possibilities. Ignore needs a reason.
seoperception_get_page_diagnosticsPage diagnosticsCombine one page's crawl metadata, stored GSC trends, top queries, and possibilities.
seoperception_find_content_gapsContent and snippet gapsFind stored low-CTR, missing-query, title/snippet, question, and refresh opportunities.
seoperception_find_content_decayContent decayDetect sustained stored click and position declines from open refresh-candidate rows.
seoperception_find_cannibalizationKeyword cannibalizationFind stored query conflicts and the deterministic preferred page.
seoperception_suggest_internal_linksInternal-link suggestionsReturn 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):

json
{  "mcpServers": {    "seo-perception": {      "url": "https://seoperception.com/mcp"    }  }}

Cursor shows a sign-in prompt for the server. Token variant:

json
{  "mcpServers": {    "seo-perception": {      "url": "https://seoperception.com/mcp",      "headers": {        "Authorization": "Bearer ${env:SEOPERCEPTION_MCP_TOKEN}"      }    }  }}

Claude.ai and Claude Desktop (connectors)

  1. Open Settings > Connectors.
  2. Choose Add custom connector.
  3. Name: SEO Perception. URL: https://seoperception.com/mcp.
  4. Click Add, then Connect and approve the SEO Perception sign-in.

Custom connector availability depends on your Claude plan.

Claude Code

bash
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:

json
{  "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):

json
{  "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:

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

  1. Open Connectors, click +, choose MCP server.
  2. Server name: SEO Perception. URL: https://seoperception.com/mcp.
  3. Keep OAuth, click Add & authorize, and approve the sign-in.

Any other MCP client

URL:            https://seoperception.com/mcpTransport:      Streamable HTTPAuthorization:  OAuth 2.1 (discovered via WWW-Authenticate), or Bearer <your MCP token>

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:read is required. mcp:possibilities is 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 only mcp:read stays 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

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.

来源:README.md,提交 c744140

工具

0
该服务器需要登录,因此 SourceWeft 无法在没有账号的情况下读取其工具,也未收录。已连接账号所能看到的内容可能因账号及其权限而异。

版本历史

2
  1. v2.1.0最新Oct 26, 2026
  2. v1.0.0Oct 18, 2026

评分

已满足适用检查项的 85%

该评分衡量此收录条目的完整程度,依据注册中心条目、端点与公开来源计算得出。它不是对服务器本身的评价,也不表示服务器安全或当前可用:可连通性是带日期的检查结果,评分也不包含安装量或用户评价。

  • 近 30 天内可连通必需25 分
  • 已声明认证方式必需10 分
  • 已列出工具15 分

    请让服务器在无凭据时响应 tools/list,或发布可在沙箱中无凭据启动的软件包。

  • 描述必需15 分
  • 图标10 分
  • 文档15 分
  • 许可证10 分