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API Reference | Label Studio

For agents: Label Studio API reference and tutorials for creating projects, importing tasks, managing labeling jobs, and adding ML model predictions.

label studiodata labelingapi referenceml predictionsannotation tasks

Their llms.txt

The beginning of the file, from our validated copy saved 2026-10-23T11:02:17.392Z. Cached copy · Source on labelstud.io

# API Reference | Label Studio

## Instructions for AI Agents

- For clean Markdown of any page, append `.md` to the page URL
- For section-specific indexes, append `/llms.txt` to any section URL
- For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://api.labelstud.io/_mcp/server

## Docs

- [Getting started](https://api.labelstud.io/api-reference/introduction/getting-started.md)
- [Create a Project](https://api.labelstud.io/tutorials/tutorials/create-a-project.md)
- [Import Tasks](https://api.labelstud.io/tutorials/tutorials/import-tasks.md)
- [Assign Users to Tasks](https://api.labelstud.io/tutorials/tutorials/assign-users-to-tasks.md)
- [Managing Labeling Jobs](https://api.labelstud.io/tutorials/tutorials/manage-labeling-jobs.md)
- [Add Model Predictions](https://api.labelstud.io/tutorials/tutorials/add-model-predictions.md)
- [Export and Convert Snapshots](https://api.labelstud.io/tutorials/tutorials/export-and-convert-snapshots.md)
- [Logging ML Server Predictions](https://api.labelstud.io/tutorials/tutorials/logging-ml-server-predictions.md)
- [Evaluate LLM responses](https://api.labelstud.io/tutorials/tutorials/evaluate-llm-responses.md): Learn how to import LLM user interactions into Label Studio and evaluate the model's performance.
- [Improve Object Detection with YOLOv8](https://api.labelstud.io/tutorials/tutorials/improve-object-detection-with-yolo.md)
- [Interactive OCR with Tesseract](https://api.labelstud.io/tutorials/tutorials/interactive-ocr-with-tesseract.md)

## API Docs

- API Reference > Activity Logs [✨ Get activity logs](https://api.labelstud.io/api-reference/api-reference/activity-logs/list.md)
- API Reference > Analytics > Kpis [✨ List all available KPIs](https://api.labelstud.io/api-reference/api-reference/analytics/kpis/list.md)
- API Reference > Analytics > Kpis [✨ Get KPI data with optional segmentation](https://api.labelstud.io/api-reference/api-reference/analytics/kpis/get.md)
- API Reference > Annotation History [✨ List all annotation history items for annotation](https://api.labelstud.io/api-reference/api-reference/annotation-history/list.md)
- API Reference > Annotation History [✨ Delete annotation history items](https://api.labelstud.io/api-reference/api-reference/annotation-history/delete.md)
- API Reference > Annotation History [✨ Retrieve a single annotation history item (full result for hydration)](https://api.labelstud.io/api-reference/api-reference/annotation-history/retrieve.md)
- API Reference > Annotation History [✨ List annotation history items for project](https://api.labelstud.io/api-reference/api-reference/annotation-history/list-for-project.md)
- API Reference > Annotation Reviews [✨ List reviews](https://api.labelstud.io/api-reference/api-reference/annotation-reviews/list.md)
- API Reference > Annotation Reviews [✨ Create review](https://api.labelstud.io/api-reference/api-reference/annotation-reviews/create.md)
- API Reference > Annotation Reviews [✨ Get revie
…

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Other listed sites in APIs and SDKs. See the whole category →

Machine-readable: GET /v1/resolve?q=labelstud.io · GET /v1/domain/labelstud.io · this page as Accept: application/json or text/markdown · MCP lookup_domain

Automatically discovered from public files. Inclusion does not imply endorsement or publisher participation.

Claim my listing on Agent Web Map for labelstud.io:
1. POST https://agentwebmap.com/v1/sites/labelstud.io/claims and keep claim_id and claim_secret private.
2. Publish the proof: add the line "AgentWebMap ownership: <token>" (token from step 1) to https://labelstud.io/llms.txt, or use the DNS, meta-tag or well-known method the response describes.
3. POST https://agentwebmap.com/v1/sites/labelstud.io/verify with {"claim_id": "...", "claim_secret": "..."}.
4. Save the api_key from the answer; it manages the listing (PATCH https://agentwebmap.com/v1/sites/labelstud.io).
MCP equivalent: tools begin_ownership_claim, then verify_domain, at https://agentwebmap.com/mcp. Docs: https://agentwebmap.com/docs#verify

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