This is the official implementation for SpatialAgent: An autonomous AI agent for spatial biology.
SpatialAgent is an autonomous AI agent for spatial transcriptomics, single-cell RNA-seq, and molecular biology. It integrates large language models with dynamic tool execution and adaptive reasoning, spanning the entire research workflow from experimental design to multimodal data analysis and hypothesis generation.
Key features:
- Plan-Act-Conclude architecture with direct code execution
- 72 specialized tools for database queries, literature mining, spatial analytics, and genomic analysis
- 17 skill templates for guided workflows (annotation, CCI, panel design, spatial mapping, etc.)
- Multi-model support: Claude, GPT, and Gemini model families
# Setup environment ./setup_env.sh # Creates 'spatial_agent' environment, python 3.11 conda activate spatial_agent # Set API keys export ANTHROPIC_API_KEY=your_key # For Claude models export OPENAI_API_KEY=your_key # For GPT models export GOOGLE_API_KEY=your_key # For Gemini models (optional)
See main.ipynb for a quick overview.
from spatialagent.agent import SpatialAgent, make_llm llm = make_llm("claude-sonnet-4-5-20250929") agent = SpatialAgent(llm=llm, save_path="./experiments/demo/") result = agent.run( "Find mouse brain cortex datasets from CZI and analyze neuronal cell types", config={"thread_id": "analysis_1"} )
SpatialAgent/
├── spatialagent/
│ ├── agent/ # Agent implementation
│ ├── skill/ # Skill templates (17 guided workflows)
│ ├── tool/ # Tool implementations (72 tools)
│ └── hooks.py # Event hooks
├── data/ # Reference databases (CellMarker, PanglaoDB, CZI catalog)
├── resource/ # Dependencies and external packages
├── notebooks/ # Example notebooks
├── docs/ # Documentation
├── main.ipynb # Quick start notebook
└── setup_env.sh # Environment setup
@article{spatialagent, author = {Hanchen Wang and Yichun He and Coelho Paula and Matthew Bucci and Abbas Nazir and other}, title = {SpatialAgent: An autonomous AI agent for spatial biology}, doi = {10.1101/2025.04.01.646459}, publisher = {Cold Spring Harbor Laboratory}, URL = {https://www.biorxiv.org/content/early/2025/04/01/2024.04.01.646459}, journal = {bioRxiv}, year = {2025}, }
MIT License. See LICENSE.txt.