SEO Perception

com.seoperception由 seoperception.com 發布官方發布者v2.1.0更新於 Oct 26, 2026

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

已驗證Streamable HTTP可網頁執行效率與工作流資料與分析

概覽

AI 產生的概覽

託管的 SEO Perception MCP 伺服器,讓助理讀取已儲存的 Google Search Console 資料、爬取結果與依優先順序排列的 SEO 待辦事項。

可以做什麼
  • 列出帳號下的網站,並顯示已儲存的 Search Console 與爬取資料的新鮮度,彙整搜尋成效、主要頁面、查詢與排名走勢
  • 依內容比對、排名區間、曝光次數、到達頁面、點擊率與意圖搜尋並篩選已儲存的查詢證據
  • 檢視依優先順序排列的 SEO 機會,以及結合爬取中繼資料、趨勢、熱門查詢與待辦的頁面診斷
  • 找出內容與摘要缺口、內容衰退、關鍵字自我競爭,並取得內部連結建議
  • 在授予選用寫入權限時,將既有待辦標記為完成或忽略
適用情境
適合已使用 SEO Perception、並希望在 Cursor、Claude、VS Code 等 MCP 用戶端中讓助理依據已儲存的 Search Console 與爬取證據分析並起草頁面修改的情況。它不是即時的 Google Search Console 連接器,也不會隨需爬取網站。
執行需求
遠端 Streamable HTTP 端點,位於 seoperception.com,無需在本機安裝。使用 OAuth 2.1 登入(支援動態用戶端註冊與 PKCE),或以 Bearer 權杖傳送個人存取權杖;不支援 OAuth 的用戶端需將其存為環境變數 SEOPERCEPTION_MCP_TOKEN。7 天試用期後需有效的 Starter、Pro、Business 或 Enterprise 方案。
安裝前請注意
OAuth 連線會同時要求讀取權限與可關閉待辦的選用權限;建立權杖時也可開啟關閉功能。關閉操作會把待辦標記為完成或忽略,忽略是永久的且需填寫原因,依問題類型或 URL 批次修改需確認後才生效。切勿在設定中填入登入密碼或工作階段 Cookie,可在 Account > MCP 中撤銷權杖。回傳結果可能傳送給你的用戶端所用模型供應商,應視為敏感的網站分析資料。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 SEO Perception,將其新增到工作區。
  2. 連接 所需的 憑證。它們會被私密儲存,絕不會在公開頁面上展示。
  3. 為需要使用其工具的對話啟用該服務。

Web executable,透過 Streamable HTTP。 遠端服務在工作區中設定後即可從網頁執行環境執行。

交給代理程式安裝

把這段提示詞貼上到 Claude Code、Codex、Cursor 等代理程式,或 SourceWeft 對話中。代理程式會讀取該伺服器的安裝指南,先向你展示發布者、端點和登入方式,經你同意後再把它新增到你的客戶端。金鑰不會寫進任何命令。

閱讀 https://sourceweft.com/mcp/com.seoperception%2Fmcp/install.md,並按其中說明把這個 MCP 伺服器接入我的客戶端。修改任何設定之前,先告訴我它的發布者、端點和登入方式,等我確認。不要把 API 金鑰寫進命令或我會提交的檔案;問我金鑰應從哪裡取得。

檢視代理程式所依據的安裝指南

其他 MCP 客戶端

把它新增到你客戶端的 mcpServers 設定中。 客戶端會在首次連接時完成 OAuth 登入。

{
  "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.

來源:README.md,提交 c744140

工具

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該伺服器需要登入,因此 SourceWeft 無法在沒有帳號的情況下讀取其工具,也未收錄。已連接帳號所能看到的內容可能因帳號及其權限而異。

版本歷史

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

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