Integrations / MCP

Your data, within your agent's reach.

Connect a compatible AI agent to Annota AI through the Model Context Protocol. Work with your datasets, annotations, and documents from the same conversation.

Set up the connection

Annotate with your AI agent, via MCP.

Connect in a few steps.

You need an Annota AI account and an AI client that supports remote MCP servers with Streamable HTTP and OAuth.

Open your workspace

1
Open Integrations
Sign in to Annota AI, select your organization, and open Integrations in the workspace sidebar. Copy the MCP server URL shown there.
2
Add Annota AI to your agent
In your client's MCP settings, add a remote server named annota-ai using that URL. The Integrations page includes setup prompts and instructions for supported clients.
3
Sign in and authorize
Complete the browser sign-in and authorization flow with your Annota AI account. The agent works with your existing organization permissions.
4
Check the connection
Ask your agent to list your organizations and datasets. Start with this read-only request before editing any data.
Show me the datasets available in my Annota AI organizations.

What your agent can do.

These operations use the same workspace data as the app.

Workflow	Example MCP tools
Explore your workspace	`list_organizations · list_datasets · list_assets`
Manage image annotations	`list_labels · create_annotation · update_annotation`
Review document OCR	`list_document_pages · update_document_page · update_asset_review_status`
Run automatic annotation	`start_auto_annotate_run · get_auto_annotate_run`
Create and retrieve exports	`create_export · get_export`

Start with a real task.

Inspect an image dataset

List the labels in my image dataset and show me which assets still need review.

Review extracted text

Show me the OCR text for the first document in my document dataset. Suggest corrections for me to review before saving changes.

Prepare an export

List the available exports for this dataset and retrieve the latest completed one.

The same permissions. The same credits.

Access follows your account

The connection can access the organizations you belong to, within your existing permissions.

Usage follows your plan

Billable operations use the same credits as in the app. Check cost estimates before starting automatic annotation.

You can disconnect

Revoke the connection from your account when you no longer want the agent to access Annota AI.

Need help connecting?

Use the client instructions inside Integrations. If the connection fails, check the server URL, OAuth support, and authorization, then try again.