Connect ChatGPT to Project Management: How It Works
Connect ChatGPT to your project management data through Onplana's MCP connector: what it can do, what to check first, and how it differs from a copy.
The Onplana connector is listed in the ChatGPT app directory, which is what makes it possible to connect ChatGPT to project management data in a couple of clicks instead of hand-configuring a server URL.
The direct answer: connecting ChatGPT to Onplana means ChatGPT can read your live projects and tasks, scoped to exactly what your account is allowed to see, and create or update work on your say-so, without anything being copied out of Onplana into ChatGPT's own storage. It runs over Onplana's MCP server, works on every plan including Free, and can be revoked in one click the same way removing a teammate's access works.
Connecting ChatGPT to Onplana is a live, scoped connection over MCP, not a data export: ChatGPT queries your current projects and tasks at the moment you ask, sees only what your account can see, and can create or update work as soft, reviewable writes. It's available on every plan, admins gate it behind a permission an org controls, and disconnecting it ends access immediately.
This is a discovery and distribution milestone, not a new engine. Onplana has spoken MCP for a while, and MCP-aware assistants have always been able to connect. What changed is that for ChatGPT, you no longer have to hand-configure a server URL: the connector sits in the directory ChatGPT ships, so connecting Onplana is the same kind of action as adding any other app.
What Connecting ChatGPT to Project Management Actually Means
"Connecting" is doing real work in that sentence, and it's worth being precise about what it is not. It is not an export, an upload, or a one-time sync into ChatGPT's own memory. Every question ChatGPT answers about your projects triggers a live call to Onplana's MCP server at the moment you ask, scoped to what the authorizing user's account is allowed to see. Nothing about your projects lives inside ChatGPT between calls.
The diagram below shows the difference this makes in practice.
What ChatGPT Can and Cannot Do Once Connected
| ChatGPT can | ChatGPT cannot |
|---|---|
| Read projects, tasks, and status scoped to your access | See a project outside your role's permissions |
| Ask what's assigned to you or what's overdue | Bypass what your Onplana plan gates |
| Draft a status summary of a specific project | Hard-delete a project, task, or wiki page (writes are soft only) |
| Create and update tasks in plain language | Act without landing through the same permission model your account has |
| Pull the same data every time, live | Retain a copy of your data between conversations |
From ChatGPT, grounded in your live Onplana data and scoped to what you are allowed to see, you can also ask for a status summary of a specific project, and every answer traces back to a real record rather than a cached guess. AI-generated summaries and suggestions are meant to be reviewed before you rely on them; the assistant drafts and answers from real data, you make the calls.
What Your Admin Should Check First
Connecting ChatGPT for one person is a personal setup step. Rolling it out to a team is a governance decision, and three things are worth checking before you do.
- Who can turn it on. Agent connections are gated behind an admin-controlled permission (the
org.agent.connectpermission key), not something every member can enable for themselves. Confirm who on your team holds that permission before assuming the rollout is self-service. - Whether the connection quota fits your team. The plan sets concurrent agent connections: 2 on Free and Starter, 3 on Pro, 5 on Business, 10 on Enterprise, unlimited on Enterprise Plus. A team larger than the quota needs a plan check before everyone tries to connect at once.
- That revocation is a single action. Disconnecting ChatGPT should work the same way removing a human teammate's access does, immediately, from one place, with nothing cached or lingering. Security review questions for AI agent access covers the fuller checklist a buyer should run against any agent connection, not just this one.
Available on Every Plan
Connecting an AI assistant to Onplana is not gated behind a premium tier. MCP connections are available on every plan, including Free. Your plan sets the number of concurrent agent connections (2 on Free and Starter, 3 on Pro, 5 on Business, 10 on Enterprise, unlimited on Enterprise Plus), and the volume of write actions an agent can perform per month is capped on Free and Starter and unlimited on Pro and up.
One Capability, Many Surfaces
The directory listing is part of a pattern: Onplana meeting you where you already work. The Microsoft Teams launch put an Onplana agent inside Microsoft 365 Copilot. The ChatGPT app directory puts it inside ChatGPT. The agent skills let a connected agent plan and run a whole project. All of it rides the same MCP server and the same permission model, so wherever you connect from, the agent sees exactly what you see and nothing more. If you use Claude day to day instead, how to connect Onplana to Claude walks through the same connection on that surface.
Get Started
Find the Onplana connector in the ChatGPT app directory, or read how the underlying MCP server works. New to Onplana? Start free, then connect ChatGPT. The rest of the Onplana blog covers the other surfaces this same connection reaches, Claude, Cursor, and Microsoft Teams, if ChatGPT isn't the only place your team works from.
Onplana is not affiliated with OpenAI or Anthropic. ChatGPT is a product of OpenAI; Claude is a product of Anthropic.
Frequently asked questions
How do I connect ChatGPT to my project management data?
The Onplana connector is listed in the ChatGPT app directory. Add it from the directory in ChatGPT, authorize the connection to your Onplana account, and you can then ask about your projects and update them from the chat. It runs over Onplana's MCP server, so no server URL or manual setup is required.
Can I connect Claude and other assistants too?
Yes, over MCP. Onplana's MCP server works with any MCP-aware client, including Claude and Cursor, by pointing the client at the server. The ChatGPT app directory listing is what is new: it removes the manual setup step for ChatGPT. A directory listing for other assistants may follow, but for now the directory listing is ChatGPT.
Is connecting an AI assistant to Onplana a paid feature?
No. MCP connections are available on every plan, including Free. The plan sets how many concurrent agent connections you get (2 on Free and Starter, 3 on Pro, 5 on Business, 10 on Enterprise, unlimited on Enterprise Plus), and the write actions an agent performs per month are capped on Free and Starter and unlimited on Pro and up.
What can ChatGPT actually do with my Onplana data, and what can't it do?
It can read and act on your projects, scoped to your access: ask what is assigned to you, what is overdue, or for a status summary, and create or update tasks. It cannot see anything outside your role's permissions, cannot hard-delete a project or task (writes are soft only), and cannot bypass what your Onplana plan gates. AI-generated summaries and suggestions should be reviewed before you rely on them.
What's the difference between connecting ChatGPT and exporting my data into it?
A connector reads your live Onplana data at the moment you ask, scoped to your account's permissions, and nothing is copied into ChatGPT's own storage. Exporting a file into a custom GPT or an uploaded knowledge base does the opposite: it's a static snapshot that goes stale the moment your projects change, and it sits outside your Onplana access controls once it's uploaded. The connector answers from what's true right now; a copy answers from whatever was true when you exported it.
What should an admin check before enabling this for a team?
Three things: that agent connections are gated behind an admin-controlled permission (Onplana requires the org.agent.connect permission key, not something every user can turn on themselves), that the plan's concurrent connection quota fits how many people will actually connect, and that revocation is a single action, since pulling a connection should work the same way removing a human teammate's access does.
Is this different from the Microsoft Teams Copilot agent?
It is the same underlying capability on a different surface. The Teams launch put an Onplana agent inside Microsoft 365 Copilot; the ChatGPT app directory puts Onplana inside ChatGPT. Both connect over the same Onplana MCP server.
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