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RoleRank + Gemini: turn a ranked job match into a tailored draft

RoleRank compares new job openings with your résumé and explains each match. Gemini is Google's assistant, and Google's own help pages describe adding a custom app by its MCP address. Here is what that can look like, and what to check first.

AgentStructure.AI5 min read

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  • Any MCP-capable assistant
Add RoleRank to Gemini as a custom app, if your account allows it, then ask for your best new match and a draft cover note.
Example alert. Names and numbers are illustrative.

Key takeaways

The short version.

  • RoleRank compares new openings from official employer sources with your résumé and shows the reasons for each match, with a link to the original posting.
  • Google's help page says Gemini on the web can add a custom app from an MCP server URL, for personal Google Accounts, ages 18 and over, in the US, in English.
  • Gemini does the drafting and the app supplies the ranked, explained match. Gemini asks you to confirm write actions, and you send and apply yourself.
  • Nothing here is a partnership, listing or built-in integration with Google. You add the address yourself, and whether your account can is up to Google.
  • RoleRank finds and ranks roles. It does not apply for you, and a match is not an offer of employment.

Who it is for

Who is this pairing for?

  • It is for people who already keep their job search in Google's tools: a résumé in Google Docs, recruiter threads in Gmail, and a habit of…

  • RoleRank is that piece.

  • Gemini is Google's AI assistant.

It is for people who already keep their job search in Google's tools: a résumé in Google Docs, recruiter threads in Gmail, and a habit of asking Gemini for help with wording. If that is you, the missing piece is usually knowing which new openings are worth the effort.

RoleRank is that piece. You attach your résumé, and it compares new job openings with your real experience, showing only strong matches with the reasons and a link to the original posting. The titles you want and the exclusions you set are part of the comparison.

Gemini is Google's AI assistant. Together they split the work: RoleRank decides what is worth your attention and says why, and Gemini helps you turn that into words.

Use cases

4 ways people use RoleRank + Gemini.

  1. Ranked and explained

    1. Ask for the best new match, with the reasons

    Start with the question you would put to a friend who reads job boards all day: any new jobs that fit my résumé? RoleRank's free tier ranks jobs against your résumé whenever you ask, and each result says why it fits and what it may be missing.

    Inside Gemini, you can call the app into a prompt with @, as Google's help page describes for custom apps. The answer comes back in the chat, next to whatever else you are working on.

  2. Draft in minutes

    2. Turn the top match into a tailored cover note

    A ranked match comes with its reasons: the parts of your experience that line up and the parts the posting asks for that your résumé does not show. That is exactly what a cover note needs. Ask Gemini to write a short, honest note that leads with the strongest overlap and does not claim anything your résumé does not support.

    Because Gemini works with Gmail and Google Docs, you can ask it to start the note as a draft there. Check what Gemini can reach in your account on Google's own pages, since this part is Google's feature, not the app's. Read every line before it goes anywhere.

  3. Gap check

    3. Decide what is missing before you apply

    The what-it-may-be-missing note is useful even when you skip the role. Ask Gemini to turn the gaps from your last three matches into a list: a skill to mention, a project to add, or a title you should search for.

    You can then edit your résumé in Docs yourself, and rerun the ranking to see whether the order changes.

  4. You apply

    4. Keep the apply decision with you

    Every result links to the real posting, and RoleRank does not invent listings. It does not apply for you either. Google's help page says Gemini currently asks for manual confirmation before any write action, which fits: the app finds and explains, Gemini drafts, and you press send and apply.

On your phone

What the alerts look like.

Match found

Figure 1

An example of the kind of note you might see in a chat. The role and reasons are illustrative.
Ask anytime

Figure 2

A chat after the app is connected. Illustrative.

Example alerts. Every name, number and event shown is illustrative.

How to

How would I connect RoleRank to Gemini?

  1. Step 1

    Open the RoleRank connect page on agentstructure.ai and create a free account to get the app's MCP address and API key.

  2. Step 2

    On a computer, go to gemini.google.com, open Settings, then Connected Apps, and choose Add a custom app.

  3. Step 3

    Enter the MCP address. If Gemini asks for credentials because the server does not support Dynamic Client Registration, use the details from the connect page.

  4. Step 4

    In a prompt, type @, pick the app, and ask for your best new match.

Google limits custom apps to personal accounts, ages 18+, in the US, in English, added from the web app; its help page does not say whether API keys are accepted. If it does not work for you, use RoleRank on its own and paste a match into Gemini.

Open RoleRank + GeminiConnect your AI

FAQ

Frequently asked questions.

Is RoleRank a built-in Gemini integration?

No. There is no official partnership, listing or built-in integration. You add the app's MCP address as a custom app, the same way you would add any compatible server.

Can every Gemini user add it?

Not necessarily. Google's help page lists requirements: a personal Google Account, 18 or older, in the US, English only, and added from the web app. Check the page for your account, because Google changes these rules.

What if I cannot add custom apps?

Use RoleRank on its own. It finds and ranks new roles, and you can paste a match and its reasons into Gemini, in Gmail or Docs, and ask for a draft. It is more manual, but it works without any connection.

Does RoleRank or Gemini apply for me?

No. RoleRank does not apply to jobs, and Google says Gemini requires manual confirmation for write actions. You review and send everything.

Is the free version enough?

The free tier ranks jobs against your résumé whenever you ask. Premium adds bulk ranking and new matching jobs sent to you. The apps are free during the beta.

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