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Potato

Annotate anything — text, agents, and beyond

Potato is the first annotation platform purpose-built for evaluating AI agents. Import traces from any framework, visualize agent actions interactively, and evaluate with research-grade annotation schemas — all via YAML configuration.

Featured at·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!

Everything you need for annotation

Powerful features designed for researchers and teams.

Agent Evaluation

Review web agent traces with filmstrip navigation, watch live agents in real time, consult an LLM chat sidebar during annotation, and export to HuggingFace Hub — all via YAML.

21 Annotation Types

Radio, multiselect, likert, slider, text, span, best-worst scaling, pairwise, number, select, multirate, pure display, video, image, audio, bounding box, polygon, tiered, per-turn dialogue, event, and taxonomy annotation.

AI-Powered

LLM integration with OpenAI, Claude, Gemini for intelligent 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

5 query strategies — uncertainty sampling, diversity-based selection, BADGE, BALD, and hybrid ensemble — plus LLM cold-start for intelligent instance selection before any labels exist.

Zero Code Setup

Configure everything in YAML. No programming required to create sophisticated annotation interfaces.

Built for every domain

Text, images, audio, or video — Potato has you covered.

Natural Language Processing
Computer Vision
Audio & Speech
Conversational AI
Multimodal
Biomedical & Social Science
Agent Evaluation

350+

Browse 350+ annotation designs

Ready-to-use configurations from the community.

Ready to start annotating?

Join researchers and teams worldwide using Potato.