Preclinical
Python SDK and CLI for Preclinical — adversarial testing for healthcare AI agents.
Installation
pip install preclinical
SDK
from preclinical import Preclinical
with Preclinical() as client:
# Start a test run
started = client.start_run(agent_id="...", max_turns=5, tags=["cardiac"])
# Watch live events
for event in client.watch(started.id):
print(event.event, event.data)
# Or poll manually
run = client.get_run(started.id)
print(f"Status: {run.status}")
# Get detailed results
results = client.list_scenario_runs(started.id)
for r in results.items:
print(f"{r.status} — {r.scenario_name}")
Async
from preclinical import AsyncPreclinical
async with AsyncPreclinical() as client:
started = await client.start_run(agent_id="...", max_turns=5)
async for event in client.watch(started.id):
print(event.event, event.data)
More examples
with Preclinical() as client:
# Agents
agents = client.list_agents()
agent = client.create_agent(provider="openai", name="My Agent", config={...})
# Scenarios
scenarios = client.list_scenarios(tag="cardiac")
scenario = client.generate_scenario(text="Patient presents with chest pain...")
CLI
# Run tests
preclinical run <agent_id> --max-turns 5 --tags cardiac
# Watch live
preclinical runs watch <run_id>
# Results
preclinical results list <run_id>
# Agents
preclinical agents list
preclinical agents create --provider openai --name "My Agent"
# Scenarios
preclinical scenarios list
preclinical scenarios generate --text "Patient presents with..."
# Health
preclinical health
All commands support --json for machine-readable output.
Configuration
Resolved in order: CLI flags > env vars > config file > defaults.
export PRECLINICAL_API_URL=http://localhost:3000
export PRECLINICAL_API_KEY=your-key
# ~/.preclinical/config.toml
api_url = "https://your-server.example.com"
api_key = "your-api-key"
Docs
Metadata
Release files for preclinical 0.3.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| preclinical-0.3.1.tar.gz | 18.1 kB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| preclinical-0.3.1-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 36.7 kB
Release files / preclinical-0.3.1.tar.gz
| Download URL | preclinical-0.3.1.tar.gz |
|---|---|
| Size | 18.1 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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Transparency logRelease files / preclinical-0.3.1-py3-none-any.whl
| Download URL | preclinical-0.3.1-py3-none-any.whl |
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| Size | 18.7 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
0c2dd72287e8d5316675de3331d157ce38568e96bfc1afd0730f462ad2aff57a
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Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Transparency logSecurity for preclinical 0.3.1
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Signed by GitHub Actions, verified by PyPI on Apr 2, 2026.
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