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Potato annotation tool

Annotate anything with Potato: text, media, and agents

Potato is an open-source platform for annotating text, audio, images, and qualitative data, from classification and span labeling to codebook-driven coding. It also has the broadest agent annotation support of any tool we found: bring traces from any framework, label a multi-agent run on its interaction graph, and set the whole thing up in YAML.

Featured at·ACL 2026·HCOMP 2024 (Best Demo)·EMNLP 2022

Get started in 4 steps

From installation to annotation in minutes.

1.
pip install potato-annotation
# Install Potato
2.
# Create your config.yaml
# Configure your task
3.
potato start config.yaml
# Launch the server
4.
# Open localhost:8000
# Start annotating

What's in Potato

Built for researchers and annotation teams.

Agent Evaluation

Annotate multi-agent teams on a clickable interaction graph, evaluate computer-use, voice, and video agents, calibrate LLM judges against human labels, edit trajectories into SFT and DPO training data, and rank models in an arena, all from YAML.

61 Annotation Types

Radio, multiselect, likert, slider, text, span, best-worst scaling, pairwise, number, multirate, video, image, audio, bounding box, polygon, event, and taxonomy annotation, plus qualitative coding (QDA Mode) with a living codebook, in-vivo codes, memos, and cases.

AI-Powered

LLM integration with OpenAI, Claude, and Gemini for hints, keyword highlighting, label suggestions, MACE competence estimation, option highlighting, and diversity ordering.

Multimedia Support

Annotate audio with waveforms, images with bounding boxes and polygons, and video with playback controls.

Active Learning

Five query strategies (uncertainty sampling, diversity-based selection, BADGE, BALD, and hybrid ensemble), plus an LLM cold start that picks the first instances before any labels exist.

Zero Code Setup

Configure everything in YAML. Building an annotation interface takes no programming.

450+

Browse annotation designs

Ready-to-use configurations from the community.

Ready to start annotating?

Potato is free and open source. Install it with pip and run your first task locally.