Agent AI for HEP tasks
Project description
Project
Introduction
hepagent is an AI agent framework tailored for High Energy Physics (HEP) and cosmology workflows. Key features include:
- Multi-provider LLM support: seamlessly switch between providers such as
cborg,openai,amsc, andgeminivia a unified CLI (hepagent run) or programmatic API, with per-provider configuration managed inproviders.toml. - Skill-based domain knowledge: a modular skill registry (
.agents/skills/) packages domain-specific instructions (e.g. running Nyx cosmology simulations) that agents load on demand, keeping prompts concise and context-relevant. - Bash and REPL agents: interactive shell agents with configurable YOLO (auto-approve), CONFIRM, and HUMAN execution modes, output character limits, and turn budgets—safe for running on HPC clusters.
- Textual TUI agent: a rich Terminal User Interface (
TextualAgent) with real-time display of agent thinking, step navigation, and live cost tracking. - HPC / Slurm integration: built-in tooling for submitting and monitoring Slurm jobs, Globus data transfers, and IRI compute resources.
- Extensible tool system: common and domain-specific tools are registered under
src/hepagent/tools/, making it straightforward to add new capabilities without touching agent logic.
Installation
Quick start (no code checkout required)
With uv installed, you can run hepagent directly from PyPI without cloning the repository:
# Run once without installing permanently
uvx hepagent -h
# Or install as a persistent tool
uv tool install hepagent
hepagent -h
Developer setup (from source)
git clone https://github.com/xju2/hepagent.git
cd hepagent
uv python install 3.12
make sync
uv run hepagent list-platforms
uv run hepagent list-models --platform cborg
Configurations
After the installation, you can find default configurations at $HOME/.hepagent.
The environment variables are stored in $HOME/.hepagent/config/env_vars.toml.
To use a LLM provider, set the corresponding API keys as environment variables.
You may also want to set OPENAI_AGENTS_DISABLE_TRACING=1 to disable the tracing logs,
especially if you do not have an OPENAI_API_KEY.
If you don't want to store API keys in the TOML file, you can set them to environment variables directly.
export CBORG_API_KEY="your-api-key"
export OPENAI_API_KEY="your-api-key"
export AMSC_API_KEY="your-api-key"
export GEMINI_API_KEY="your-api-key"
Instructions
Choose a platform and model
You can run the agent as in the following examples.
The default model is cborg:gemini-flash if not specified.
List available models for a platform:
uv run hepagent list-models --platform cborg
uv run hepagent list-models --platform amsc
uv run hepagent list-models --platform openai
uv run hepagent list-models --platform gemini
Run an agent with a specific model and task:
uv run hepagent run --agent "shell" --model "gemini:models/gemini-flash-lite-latest" "how many python files in this code repository"
uv run hepagent run --agent "scientist" --model "cborg:gemini-flash" "I would like to simulate a cosmology sky with Nyx code." --max-turn 30
uv run hepagent run --agent "coder" --model "openai:gpt-5-mini" "Create a worktree for adding a new feature: chunkle."
uv run hepagent run --agent "scientist" --model "gemini:models/gemini-2.0-flash" "..." # uses Gemini provider
YOLO mode (auto-approve all bash commands):
uv run hepagent run --agent "scientist" --yolo "your task here"
Interactive Bash Agent with REPL
python src/hepagent/scripts/bash_repl.py
With custom turn budget:
HEPAGENT_MAX_TURNS=80 python src/hepagent/scripts/bash_repl.py
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