ChatGPT + Ashby: What the Integration Can (and Can't) Do in 2026
Yes — via Ashby’s official MCP server, which entered open beta on June 29, 2026. There’s no Ashby app in ChatGPT’s directory yet — Ashby says its connector submissions to the ChatGPT and Claude directories are currently in review — but Ashby documents the ChatGPT setup itself: enable developer mode and add a custom app pointing at https://mcp.ashbyhq.com/mcp/v1 with OAuth. It’s a real integration, not a workaround: per-user OAuth that respects your existing Ashby permissions, read and write access, available on all plans (except analytics-only orgs). Ashby first announced MCP support on May 7, 2026 as part of “Ashby One”, alongside its own Assistant and Custom Agents — and frames MCP as complementary to those, not a replacement.
Here’s what the ChatGPT Ashby integration actually does, how to turn it on, and where a chat session stops being the right tool for recruiting ops.
What ChatGPT can actually do with Ashby
The MCP server covers most of what a recruiter touches daily, scoped to what your Ashby account can already see:
- Search across the ATS. “Find backend engineer candidates in the onsite stage who’ve been there more than a week” — candidates, applications, jobs, interviews, offers, feedback, and pipelines are all searchable.
- Move candidates and add notes. It’s read and write: create candidates, add notes to a profile, move someone to the next stage — from the chat.
- Summarize pipelines. “How does the pipeline for the Product Designer role look?” gets a conversational answer instead of a saved report.
- Pull interview and offer context. Check upcoming interviews, offer status, and submitted feedback before a debrief.
- Respect permissions by design. OAuth is per-user, so ChatGPT can only see and do what that recruiter can in Ashby itself — no shared service account with god-mode access.
How to set it up
Ashby documents this path directly in its MCP beta docs:
- In ChatGPT, go to Settings > Apps > Advanced and enable developer mode.
- Add a custom app with the URL
https://mcp.ashbyhq.com/mcp/v1. - Choose OAuth as the authentication method and sign in with your Ashby account when prompted.
- Ask something read-only first — “list my open roles” — then try a write action like adding a note to a test candidate.
The MCP server is available on all Ashby plans (analytics-only orgs excluded), and once Ashby’s directory submission clears review, this should get simpler still — a one-click app instead of a developer-mode custom app. Ashby’s product update page is where that will land.
The limits that actually matter
- No triggers. ChatGPT queries Ashby when you ask. It will never notice that a candidate moved to offer, that feedback is 3 days overdue, or that a new application matches your bar — Ashby events don’t start ChatGPT sessions.
- Session-bound. Every search, note, and stage move happens inside a chat you’re driving. Close the tab and nothing continues.
- Beta, with a directory app still in review. The setup today runs through developer mode; expect rough edges and changes while it’s in open beta.
- Cross-stack follow-through stops at the chat. ChatGPT can move a candidate to offer, but it won’t then email the hiring manager, update your headcount sheet, and schedule the debrief — that hand-off across tools is on you.
If you want Ashby work that runs on its own: Carly
Recruiting ops is trigger-shaped. The valuable moments — candidate hits offer stage, feedback goes overdue, Monday morning pipeline review — happen whether or not anyone has a chat open.
Carly is an AI executive assistant that acts on triggers, and Carly natively integrates with Ashby:
- When a candidate moves to offer, Carly can draft and send the hiring-manager heads-up, update your offer tracker, and create the closing checklist — automatically.
- Every Monday at 8am, a pipeline digest lands in your inbox: new applications by role, stage-by-stage movement, anything stuck more than a week.
- When interview feedback is overdue, Carly nudges the interviewer by email so debriefs stop slipping.
- No-code setup. Tell Carly the workflow in plain English; it interviews you and builds it.
- Actually sends — drafts and sends email across Gmail and Outlook, updates records, manages tasks.
- Connects to anything — 200+ native integrations, plus any other tool via your own API key.
AI agents start at $35/month, and steps in a workflow that don’t use AI run free and unlimited.
ChatGPT vs Carly
| ChatGPT (Ashby MCP) | Carly | |
|---|---|---|
| Search candidates, jobs, pipelines | Yes | Yes |
| Add notes, move stages | Yes, in a session | Yes |
| Reacts when a candidate changes stage | No | Yes, on any trigger |
| Monday pipeline digest, unprompted | No | Yes, on a schedule |
| Chases overdue interview feedback | No | Yes |
| Runs without a session open | No | Yes (cloud, 24/7) |
| Emails hiring managers directly | No | Yes (Gmail + Outlook) |
| Setup | Developer mode + custom app (beta) | Describe it in plain English |
| Pricing | Paid ChatGPT plan | AI agents from $35/mo |
ChatGPT with Ashby’s MCP is a recruiter’s search-and-edit companion inside a chat. Carly is an assistant that keeps the pipeline moving while you’re in interviews.
Frequently Asked Questions
Does ChatGPT work with Ashby?
Yes. Ashby’s official MCP server (open beta since June 29, 2026, hosted at mcp.ashbyhq.com/mcp/v1) connects to ChatGPT via developer mode and a custom app with OAuth. A one-click directory app is in review with both the ChatGPT and Claude directories, per Ashby.
Can ChatGPT update candidates in Ashby, or is it read-only?
It can write. Ashby’s MCP server supports creating candidates, adding notes, and moving candidates between stages, alongside searching candidates, applications, jobs, interviews, offers, feedback, and pipelines. Per-user OAuth means it can only do what your Ashby account can.
Which Ashby plans get the MCP server?
All plans, per Ashby’s beta docs — the exception is analytics-only organizations. That’s unusually generous; many ATS vendors gate AI access to enterprise tiers.
Can ChatGPT act when a candidate reaches the offer stage?
No. ChatGPT only works inside sessions you start; it doesn’t watch Ashby for stage changes. For “when a candidate moves to offer, email the hiring manager and update the tracker,” you need a trigger-based assistant like Carly, which natively integrates with Ashby.
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"Before Carly, I relied on a Calendly link, but the whole process felt impersonal and not very professional. Carly changed that by handling all the back-and-forth, so I'm no longer stuck in endless email threads trying to line up schedules.
Now Carly reaches out to candidates, shares my real-time availability, lets them pick a slot, then sends a Zoom link and drops it straight into my calendar. She sends reminders to both of us before each call, which has significantly reduced no-shows and last-minute confusion.
On top of scheduling, Carly acts like a full executive assistant, sending me my schedule the night before so I can prepare for each call. It reminds me of the old x.ai assistant, but Carly is noticeably smarter, faster, and better suited to my healthcare recruitment business."
