SEO Perception
Overview
Description from the maker (original English)
Search Console, crawl, and SEO to-dos in Cursor and Claude. OAuth or token; close to-dos optionally.
PopNx MCP’s three pillars
These three are never merged into one score: opinions, measurements and popularity are different things.
- User voiceiNo reviews yetReviews open together with accounts in a later step
- Our basic checksi3 of 3 passedChecked from public information; code not scanned yet
- UsageiVery new★ –
What you can do with it
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
- Connection: Runs in the cloud
- Transport: Streamable HTTP
- Category: Marketing & social media
Install
Pick the AI app you use, then copy the settings.
Before you install
- Basic checks: 3 of 3 passed
- Runs on the maker’s server: what you ask it goes through their server.
- The registry lists no key to fill in.
You need
- Runs in the cloudNothing to install; it connects over the internet
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
- Open Settings → Connectors
- Press Add custom connector
- Paste the address below and press Add
- If it asks you to sign in, sign in with the maker
https://seoperception.com/mcpRun this in your terminal
claude mcp add --transport http seoperception https://seoperception.com/mcpOr copy the settings yourself
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"seoperception": {
"url": "https://seoperception.com/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Or copy the settings yourself
Paste into .vscode/mcp.json in your project
{
"servers": {
"seoperception": {
"type": "http",
"url": "https://seoperception.com/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
- Open ChatGPT on the web → Settings → Connectors (Apps)
- Press Create or Add (some plans need Developer mode under Advanced first)
- Paste the address below, give it a name and save
- If it asks you to sign in, sign in with the maker
https://seoperception.com/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
What it can do
The server asks you to sign in before it lists its tools.
Basic checksi
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 8, 2026
- ✓ Pass
Maker matches the repo
The registry name was verified against the domain seoperception.com (the registry checks domain ownership)
- … Not checked yet
Still maintained
We have not read this repo from GitHub yet
- … Not checked yet
Has a licence
We have not read this repo from GitHub yet
- ✓ Pass
Endpoint responds
Responded in 154 ms (HTTP 401)
- ✓ Pass
Sign-in with OAuth
Declares OAuth sign-in, so your AI app can take you to log in
- … Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint
Compared with others in Marketing & social mediai
- More stars than 0% of the other 3603 servers in this category
- Published to the registry more recently than 71% of the other 3603 servers in this category
- Basic checks equal to or better than 100% of the other 3603 servers in this category
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
Common questions
Is SEO Perception safe?
It passed 3 of 3 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
What keys or codes does it need?
The registry does not list a required key, though some servers ask you to sign in on first use.
Does it run on my computer or in the cloud?
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
Is it still maintained?
The GitHub repo last changed –, and the latest version (2.1.0) reached the registry 13 days ago.
Which apps can use it?
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
What can I use instead?
In the same category: MCP YouTube Transcript, Google Analytics MCP, BibiGPT YouTube Video Summarizer
Alternatives
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
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.
README from the maker
Open the README
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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.