ChatGPT + Semurai

ChatGPT for SEO
with live data from Semurai.

Connect Semurai to ChatGPT as a custom MCP server, and ChatGPT starts from your own numbers: search volumes, rankings and Search Console. Reports, content plans and article drafts are saved in your Semurai workspace, where the whole team can pick them up. One address, OAuth sign-in, no API keys.

ChatGPT on the web · Business · Enterprise · Edu · Pro

Add a custom MCP server

Server address
https://api.semur.ai/mcp
  • Plugins → + → Add custom MCP server
  • Authentication OAuth, then Allow in Semurai
  • In a chat, type @ and pick Semurai

Setup

How do I connect ChatGPT
to Semurai?

Six steps in ChatGPT on the web. The current Plugins flow adds a ChatGPT MCP server without developer mode.

  1. In ChatGPT on the web, open Plugins.

  2. Click +, then Add custom MCP server.

  3. Enter the name Semurai and the URL https://api.semur.ai/mcp, and set authentication to OAuth.

  4. Tick I understand and want to continue, then click Create as a plugin.

  5. Sign in to Semurai, pick a default workspace and click Allow.

  6. In a chat, type @ and pick Semurai.

Good to know

  • Custom MCP servers are a feature of ChatGPT on the web. Which plans get full access is in the table further down this page.
  • Older ChatGPT workspaces may still show the legacy route, Settings → Apps → Create with developer mode. The Plugins flow above does not need developer mode.
  • Semurai applies your role in the workspace you pick, so owners, admins and editors can use the tools.

Why connect

ChatGPT on its own
vs ChatGPT with Semurai.

ChatGPT is a fast thinking partner for marketing. Semurai adds the numbers it is missing and a shared place for the results.

  1. ChatGPT on its own

    Gives SEO advice from general knowledge, with no numbers behind it.

    ChatGPT with Semurai

    Shows the search volume and difficulty behind every keyword it recommends.

  2. ChatGPT on its own

    Has no idea where your pages rank or what Search Console shows.

    ChatGPT with Semurai

    Reads your rank tracker and Search Console, so a report starts from this week’s figures.

  3. ChatGPT on its own

    Keeps the result in one person’s chat history.

    ChatGPT with Semurai

    Saves reports, plans and drafts in the shared Semurai workspace your team already uses.

  4. ChatGPT on its own

    Stops at text you still paste into WordPress or a social media tool.

    ChatGPT with Semurai

    Sends articles to your blog as drafts and queues the posts you pick on connected accounts.

Use cases

What can ChatGPT do
with Semurai?

ChatGPT marketing work, from the first research question to a post in the queue, with the data and the drafts in one workspace.

  • Reports built on live numbers

    Ask for a ranking review or a Search Console summary. ChatGPT pulls the figures from Semurai and can save the report as a document your team opens in the workspace.

  • Where rivals outrank you

    Name a competitor and ChatGPT reads its traffic and top keywords, then lists the phrases it wins and your site does not, easiest first.

  • Plans and drafts that stay put

    A content plan for the dates you pick and full SEO article drafts land in Semurai, not in a chat thread nobody reopens.

  • Social drafts and a posting queue

    Post drafts for Facebook, Instagram, LinkedIn and X in your brand voice. ChatGPT schedules the posts you pick on your connected Facebook, Instagram or LinkedIn accounts.

  • Articles sent to your blog

    A finished article goes to WordPress or the PrestaShop blog as a draft, to the Shoper blog, or onto the schedule. WordPress SEO fixes arrive as a change set you pick from.

  • SEO proposals for your store

    Product and category SEO for Shoper, WooCommerce and PrestaShop stores, plus image ALT texts for Shoper and PrestaShop. Only the proposals you approve reach the store.

Example

A month of content,
planned in one chat.

ChatGPT checks the dates and the keywords in Semurai, then puts the plan on the calendar.

  1. You:

    Plan our December content around the holiday shopping days. Blog posts first, then social.

  2. Semurai tool: get_marketing_occasionsDecember 2026
  3. Semurai tool: research_keywords4 gift phrases
  4. Assistant:

    Four dates with a keyword worth a post:

    DateOccasionKeywordVolume
    Dec 1Gift season startscoffee gift set8,100
    Dec 14Green Mondaycoffee subscription gift2,900
    Dec 18Last shipping dayslast minute coffee gifts1,000
    Dec 31New Year’s Eveespresso martini recipe18,100

    Shall I turn this into a content plan, with a blog outline and two social drafts for each date?

  5. You:

    Yes, and leave it for the team to review.

  6. Semurai tool: create_content_planDecember 1-31, 4 blog outlines, 8 social drafts
  7. Assistant:

    Done. The December plan is on your Semurai calendar: four blog outlines and eight social post drafts, all waiting for review.

Demo project: Morrowfield Coffee Co. (demo data). An example of ChatGPT planning a month with three Semurai tools.

Prompts to try

Try these
in ChatGPT.

  • “Summarise this month’s Search Console top queries and pages, and save the report in Semurai for the team.”
  • “Compare our tracked keywords with last month and write a plain-language update for the marketing team.”
  • “Write Facebook and LinkedIn post drafts for our winter blend launch and queue them for Thursday mornings.”
  • “Send the approved grinder guide to WordPress as a draft.”
  • “Prepare SEO proposals for the products in our Grinders category.”

Plans

Who can connect
ChatGPT to Semurai?

Custom MCP servers work in ChatGPT on the web, and your ChatGPT plan sets what ChatGPT can do with them.

ChatGPT plans and access

Which ChatGPT plans can connect the Semurai MCP server
PlanWhat ChatGPT can do with SemuraiWho adds it
BusinessFull access: research, reports, drafts, publishing and schedulingAdmins and owners add Semurai and publish it for the ChatGPT workspace
Enterprise and EduFull accessAdmins, or the members they allow through role-based access
ProResearch and reports (read access)You, for your own account

Custom MCP servers work in ChatGPT on the web. Working in another assistant? The same Semurai tools and the same account work in Claude, Claude Code and Codex.

Confirmations and new tools

  • ChatGPT asks you to confirm before write actions, such as saving a draft, publishing or scheduling, based on the app’s permissions and the context.
  • Publishing, store changes and queued posts are labelled in Semurai’s tool list as actions on live channels, which ChatGPT takes into account.
  • ChatGPT keeps a snapshot of the tool list. When Semurai adds tools, an admin refreshes the tool list in the ChatGPT workspace’s app settings.

ChatGPT or Codex?

ChatGPT
or Codex?

Both come from OpenAI and both connect to the same Semurai server. ChatGPT is for research, plans and drafts in a chat. Codex is OpenAI’s coding agent, for work in a code repository.

Two OpenAI tools, one Semurai account

ChatGPT and Codex with the Semurai MCP server
ChatGPTCodex
Where you workA chat in ChatGPT on the webThe Codex CLI, IDE extension or app, inside a code repository
Best forResearch, reports, content plans and article draftsContent stored as code, SEO fixes in files, scripted reports
How you add SemuraiPlugins → + → Add custom MCP servercodex mcp add, or the MCP settings of the IDE extension or app
Where results goYour Semurai workspace: Library, Calendar and SocialYour Semurai workspace and the files in your repository

Setting up Codex? The Codex page has the commands and the config file.

FAQ

ChatGPT and Semurai: questions

Is ChatGPT good for SEO?

ChatGPT helps with the SEO work that needs reasoning and writing: briefs, outlines, title ideas and report summaries. What it lacks on its own is data, such as search volumes, your rankings and Search Console clicks. With Semurai connected as a custom MCP server, ChatGPT works from those numbers and saves its output in your workspace.

Can ChatGPT publish to WordPress?

Yes, if your ChatGPT plan allows write actions: Business or Enterprise/Edu. Pro connects with read access, so it researches and reports but does not publish. With WordPress connected in Semurai, ChatGPT sends the article as a draft or schedules it, and before that write action ChatGPT can ask you to confirm, depending on the app’s permissions and the request.

Which ChatGPT plans can connect Semurai?

ChatGPT Business and Enterprise/Edu get full access on the web: research, reports, drafts, publishing and scheduling. Pro connects with read access, which covers research and reports. On Business, admins and owners add Semurai for the ChatGPT workspace; on Enterprise/Edu, admins can let selected members connect.

Do I need developer mode in ChatGPT?

No. The current Plugins flow adds a custom MCP server directly: open Plugins, click +, then Add custom MCP server. Developer mode is not part of it.

Does ChatGPT ask before it publishes or schedules?

ChatGPT asks for confirmation before write actions, based on the app’s permissions and the context of the request. In Semurai’s tool list, publishing an article, changing a store or queueing a post is labelled as an action on a live channel, so ChatGPT treats it as a write action.

Why don’t new Semurai tools show up in ChatGPT?

ChatGPT keeps a snapshot of the tool list from when the plugin was created. When Semurai adds tools, an admin of the ChatGPT workspace refreshes the tool list in its app settings, and the new tools appear.

Is my data safe when ChatGPT uses Semurai?

ChatGPT signs in to Semurai with OAuth, so it never sees your password and there is no API key to leak. It works with your role in each workspace, its access token lasts one hour and renews on its own, and disconnecting ChatGPT in Settings → AI assistants (MCP) ends its access immediately.

Can ChatGPT schedule social media posts?

Yes, with full access. ChatGPT drafts posts for Facebook, Instagram, LinkedIn and X in Semurai, then queues the posts you pick for automatic publication on connected Facebook, Instagram or LinkedIn accounts. Instagram posts need an image, which ChatGPT can create in Semurai through the full server.

Can ChatGPT create images in Semurai?

Yes, through Semurai’s full server, which you add as a second custom MCP server: in Plugins, click +, choose Add custom MCP server, enter https://api.semur.ai/mcp/full with OAuth and allow it in Semurai. ChatGPT can then make on-brand images for your media library, Canvas designs such as banners and ads, Creative Studio designs from carousels to landing pages, and alt texts for library images. It answers the designer’s questions in the chat, revises designs and saves finished ones to the media library for your social posts. Making graphics is a write action, so it needs ChatGPT Business or Enterprise/Edu, and each graphic counts toward your workspace’s usage limits.

Bring your SEO data
into ChatGPT.

Create your Semurai account, add Semurai as a custom MCP server in ChatGPT and start with one question.

  • Free forever plan
  • No credit card
  • Set up in about 3 minutes