Skip to main content

An open-source, domain-agnostic, capability-based architecture for building intelligent agents

Project description

Osprey Framework

CI Documentation codecov PyPI version Python 3.11+ License

🎉 Latest Release: v0.11.5 - Timezone Support & Open WebUI Fix

🚧 Early Access Release This is an early access version of the Osprey Framework. While the core functionality is stable and ready for experimentation, documentation and APIs may still evolve. We welcome feedback and contributions!

A production-ready framework for deploying agentic AI in large-scale, safety-critical control system environments—particle accelerators, fusion experiments, beamlines, and complex scientific facilities.

📄 Research This work was presented as a contributed oral presentation at ICALEPCS'25 and will be featured at the Machine Learning and the Physical Sciences Workshop at NeurIPS 2025.

🚀 Quick Start

# Install the framework (using uv, recommended)
uv pip install osprey-framework

# Or using pip:
# pip install osprey-framework

# Recommended: Interactive setup (guides you through everything!)
osprey

# The interactive menu will:
# - Help you choose a template with descriptions
# - Guide you through AI provider and model selection
# - Automatically detect and configure API keys from your environment
# - Create a ready-to-use project with smart defaults

# Alternative: Direct command if you know what you want
osprey init my-weather-agent --template hello_world_weather
cd my-weather-agent
# If API keys aren't in your environment, copy and edit .env:
# cp .env.example .env

# Start the command line chat interface
osprey chat

📚 Documentation

📖 Read the Full Documentation →

🧪 Testing

# Run unit tests (fast, no API keys required)
pytest tests/ --ignore=tests/e2e -v

# Run e2e tests (slow, requires API keys)
# ⚠️ IMPORTANT: Use 'pytest tests/e2e/' NOT 'pytest -m e2e'
pytest tests/e2e/ -v

See TESTING_GUIDE.md and tests/e2e/README.md for details.

Key Features

  • Dual-Mode Orchestration - Plan-first (complete upfront plans) and reactive (ReAct, step-by-step) execution with explicit dependencies and operator oversight
  • Control-System Safety - Pattern detection, PV boundary checking, and mandatory approval for hardware writes
  • Protocol-Agnostic Integration - Seamless connection to EPICS, LabVIEW, Tango, and mock environments
  • Scalable Capability Management - Dynamic classification prevents prompt explosion as toolsets grow
  • Production-Proven - Deployed at major facilities including LBNL's Advanced Light Source accelerator

📖 Citation

If you use the Osprey Framework in your research or projects, please cite our paper:

@article{10.1063/5.0306302,
      author = {Hellert, Thorsten and Montenegro, João and Sulc, Antonin},
      title = {Osprey: Production-ready agentic AI for safety-critical control systems},
      journal = {APL Machine Learning},
      volume = {4},
      number = {1},
      pages = {016103},
      year = {2026},
      month = {02},
      doi = {10.1063/5.0306302},
      url = {https://doi.org/10.1063/5.0306302},
}

For detailed installation instructions, tutorials, and API reference, please visit our complete documentation.


Copyright Notice

Osprey Framework Copyright (c) 2025, The Regents of the University of California, through Lawrence Berkeley National Laboratory (subject to receipt of any required approvals from the U.S. Dept. of Energy). All rights reserved.

If you have questions about your rights to use or distribute this software, please contact Berkeley Lab's Intellectual Property Office at IPO@lbl.gov.

NOTICE. This Software was developed under funding from the U.S. Department of Energy and the U.S. Government consequently retains certain rights. As such, the U.S. Government has been granted for itself and others acting on its behalf a paid-up, nonexclusive, irrevocable, worldwide license in the Software to reproduce, distribute copies to the public, prepare derivative works, and perform publicly and display publicly, and to permit others to do so.


Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

osprey_framework-0.11.5.tar.gz (10.5 MB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

osprey_framework-0.11.5-py3-none-any.whl (2.5 MB view details)

Uploaded Python 3

File details

Details for the file osprey_framework-0.11.5.tar.gz.

File metadata

  • Download URL: osprey_framework-0.11.5.tar.gz
  • Upload date:
  • Size: 10.5 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for osprey_framework-0.11.5.tar.gz
Algorithm Hash digest
SHA256 00c870c4f9bb4788b0040dd9ff1c1e54b187d4ec8f44ab1cebf9f955d33335d3
MD5 a1e5e1eb6b4792e3b96745ff85ede847
BLAKE2b-256 d176a9210ef3922f584f2855643527b3b1a243fe3a14fc33424b0283c7ff1b8e

See more details on using hashes here.

Provenance

The following attestation bundles were made for osprey_framework-0.11.5.tar.gz:

Publisher: release.yml on als-apg/osprey

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file osprey_framework-0.11.5-py3-none-any.whl.

File metadata

File hashes

Hashes for osprey_framework-0.11.5-py3-none-any.whl
Algorithm Hash digest
SHA256 2523975d468d32e90a9d9e04f0872e93b62f51a14f607a164f4530ca4e45480c
MD5 899923650259e00a1197b3881b2305fe
BLAKE2b-256 e757efdd5e6d96a690915c0dc3a4c3da2f0485f7cfe809f15ff54ece3bdeb62f

See more details on using hashes here.

Provenance

The following attestation bundles were made for osprey_framework-0.11.5-py3-none-any.whl:

Publisher: release.yml on als-apg/osprey

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page