Use Job Toast in Claude and ChatGPT

Job Toast connects to Claude (claude.ai, the desktop and mobile apps, and Claude Code) and to ChatGPT. Once connected, you can ask the assistant to log a job you applied to, update its status, save the answers you gave on an application, or draft a cover letter. It uses your own Job Toast account.

You need a Job Toast account. The free plan works; cover letters on the free plan are limited to 10 a month.

What the assistant can and cannot do

It can read your work profile, your saved jobs, and your saved application answers.
It can save jobs, change a job status or interview date, add dated notes, save application answers, and draft cover letters.
It cannot delete jobs, and it never submits an application on an employer site.
It asks you to approve access on a Job Toast consent screen first, and you can disconnect it at any time.

Connect Claude

claude.ai and the Claude apps

Open this link to add Job Toast to Claude, or go to Customize → Connectors → Add custom connector and enter https://jobtoast.io/mcp.
Select Add, then Connect.
Sign in to Job Toast if asked, check the access list, and select Approve.
In a chat, open + → Connectors and turn on Job Toast.

On Claude Team and Enterprise plans, an organization Owner adds the connector first. Each person then connects their own Job Toast account.

Claude Code

Run these two commands, then approve access in the browser window that opens:

claude mcp add --transport http -s user jobtoast https://jobtoast.io/mcp
claude mcp login jobtoast

The consent screen says the approval goes back to localhost. That is Claude Code on your computer receiving the sign-in, which is expected.

Connect ChatGPT

In ChatGPT, open the apps directory and search for Job Toast.
Select Connect, sign in to Job Toast, and select Approve.
In a chat, choose Job Toast from the tools menu or mention it in your request.

Things to try

"What jobs am I tracking in Job Toast?"
"I just applied to the Staff Engineer role at Acme, 150k to 180k, remote. Log it in Job Toast."
"Save the questions and answers from that application to Job Toast."
"Move Acme to first interview on October 2 at 2pm and add a note that the recruiter is Sam."
"Draft a cover letter for the Acme job using my Job Toast profile."

Tools

The assistant decides which tool to use. Tools marked Change replace a stored value, so the assistant may ask you to confirm before it runs them.

Tool	What it does	Access
get_work_profile	Reads your work profile: name, headline, links, experience, skills, and resumes.	Read
list_jobs	Lists your saved jobs, newest first. Can filter by company, position, or status.	Read
get_job	Reads one saved job.	Read
get_application_qa	Reads the application questions and answers saved for a job.	Read
save_job	Saves a new job, with an optional salary range, work type, and applied date.	Add
update_job_status	Changes a job status, records an interview date, and adds a dated note.	Change
mark_applied	Marks a job as applied after you submit it.	Change
save_application_qa	Saves the questions and answers from an application. Saving a question again replaces its answer.	Change
draft_cover_letter	Drafts a cover letter from your profile and a job. It does not send it.	AI

Disconnect

In Job Toast, go to Settings → Connected apps and remove the assistant. This stops its access right away. You can also remove Job Toast from the assistant's own connector or app settings.

Privacy

What the assistant reads from Job Toast goes to its provider (Anthropic for Claude, OpenAI for ChatGPT) and is handled under that provider's terms. See the Job Toast Privacy Policy for the full list of data the assistant can read.

Help

Email admin@jobtoast.io.