Inspect an image dataset
"List the labels in my image dataset and show me which assets still need review."
Integrations / MCP
Connect a compatible AI agent to Annota AI through the Model Context Protocol (MCP). One connection covers Annota Studio and Annota Brain, so you can work with your datasets, annotations, documents, and knowledge bases from the same conversation.
Manage your data from your AI agent.
Setup
You need an Annota AI account and an AI client that supports remote MCP servers with Streamable HTTP and OAuth, such as Codex, Claude, or OpenCode.
Sign in to Annota AI, select your organization, and open Integrations in the Annota Studio sidebar. Copy the MCP server URL shown there.
Add a remote MCP server with that URL: name it annota-ai in Codex and OpenCode, or add a custom connector named Annota AI in Claude. The Integrations page has a setup prompt and step-by-step instructions for each client.
Complete the browser sign-in and authorization flow with your Annota AI account. The agent works with your existing organization permissions.
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.
Tools
Your agent works on the same data you see in the app.
| Workflow | Example MCP tools |
|---|---|
| Explore your organizations | list_organizations · list_datasets · list_assets |
| Manage image annotations | list_labels · create_annotation · update_annotation |
| Review document OCR | read_document_page · update_document_page · update_asset_review_status |
| Run automatic annotation | preview_auto_annotate_run · start_auto_annotate_run · get_auto_annotate_run |
| Ask your knowledge bases | list_knowledge_bases · search_knowledge_bases · read_knowledge_base_pages · send_chat_message |
| Create and retrieve exports | create_export · get_export |
Examples
"List the labels in my image dataset and show me which assets still need review."
"Show me the OCR text for the first document in my document dataset. Suggest corrections for me to review before saving changes."
"Search my knowledge base for the payment terms in our supplier contracts and cite the pages."
"List the available exports for this dataset and retrieve the latest completed one."
Access and credits
The connection can access the organizations you belong to, within your existing permissions.
Billable operations use the same credits as in the app, and chat answers use your weekly allowance first. Reading knowledge base documents is free.
Revoke access anytime from Authorized applications in your account settings.
Use the client instructions inside Integrations. If the connection fails, check the server URL, OAuth support, and authorization, then try again.