Use Careers with your AI
Connect Claude, ChatGPT or Grok to Careers through Geenius OS: it searches, tailors and drafts, and only you approve what is sent.
Careers has no built-in AI in early access. Your own AI, Claude, ChatGPT or Grok, helps through Geenius OS: it reads your profile and postings, drafts a tailored CV and letter, and puts e-mail drafts in your outbox. It never sends: only you approve.
Connect in three steps#
- In Geenius OS, an owner or admin adds Careers to the workspace (Apps, Add to this workspace). Each workspace keeps its own apps.
- In your AI, add the Geenius OS connector at this address and sign in with your Geenius OS account:
https://secret-manatee-824.convex.site/mcpIn Claude: Settings, Connectors, Add custom connector. In ChatGPT or Grok: add a remote MCP server.
- Ask your AI to use Careers. It now has a tool called
geenius_careers.
The same address is shown in the app under Settings, Connections, with the name of the Geenius OS workspace your Careers space belongs to.
How a call looks#
The tool takes a tool (the area), an action (the verb) and args.
{ "tool": "jobs", "action": "search", "args": { "query": "TypeScript React", "freelance_only": true, "top": 5 } }Every call acts in the Careers space of your Geenius OS workspace, after a plan check.
Your first ask#
Use Geenius OS and my Careers account. Read my profile, then find the five best new freelance postings for TypeScript and React. For the best one, get the tailoring draft, reword it using only my facts, save it, and put an application e-mail in my outbox for approval.Your AI searches, tailors, saves and drafts. You open the outbox, read the exact message and approve it, or not.
The tools#
| Tool | What it is for | Actions |
|---|---|---|
jobs | Postings in the account. | search list save get saved digest since_digest |
cvs | Tailored CV versions. | list get_link |
mail | Application e-mails, approve before send. | draft_create draft_update request_approval list thread_get |
profile | The master profile. | get import |
tailor | Tailor a CV and letter for one posting. | templates draft save |
data | Remove test data. | remove |
guide | What the door can do. | actions |
Ask for the actions of an area with action: "help", and for one action's arguments with action: "help" and of.
Rules that protect you#
- No send. There is no send or approve action. Only a signed-in person can approve, in the app.
- Truth check. A saved CV is repaired line by line against your profile. A letter or e-mail with an unsupported sentence (a number, a skill, an employer, a credential, an achievement that is not in your profile or the posting) is refused, and the refusal names the sentence.
- Your profile. An agent reads the profile of the workspace owner and cannot replace it by import.
- Languages. A German posting gets a German CV and letter. A Dutch posting gets English documents with one controlled line saying you write in English. A letter is never machine-translated.