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windmill/integration_tests/ai_agent_tests/README.md
centdix d95e4db8f3 feat(ai): add AWS bedrock session token support (#7908)
* Add AWS Bedrock session token support in API and worker

* Add Bedrock auth mode integration tests for AI agents

* Split Bedrock integration test env vars for IAM and session creds

* cleaning

* Add masked Bedrock bearer-token debug info logs

* Revert "Add masked Bedrock bearer-token debug info logs"

This reverts commit 6b2fc5e7c2d5b1c6db81f416a4439941a084108c.

* cleaning
2026-02-11 19:29:58 +00:00

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Markdown

# AI Agents Integration Tests
Integration tests for Windmill AI agents using the `preview_flow` endpoint.
## Quick Start
1. Create and activate a virtual environment:
```bash
cd integration_tests/ai_agent_tests
python -m venv .venv
source .venv/bin/activate # On Windows: .venv\Scripts\activate
```
2. Install dependencies:
```bash
pip install -r requirements.txt
```
3. Create `.env` file with your API keys:
```
OPENAI_API_KEY=sk-...
ANTHROPIC_API_KEY=sk-ant-...
GOOGLE_AI_API_KEY=...
OPENROUTER_API_KEY=sk-or-...
BEDROCK_API_KEY=...
BEDROCK_IAM_ACCESS_KEY_ID=...
BEDROCK_IAM_SECRET_ACCESS_KEY=...
BEDROCK_SESSION_ACCESS_KEY_ID=...
BEDROCK_SESSION_SECRET_ACCESS_KEY=...
BEDROCK_SESSION_TOKEN=... # optional, only for session-token Bedrock test
AWS_ACCESS_KEY_ID=... # optional, for env-fallback Bedrock test
AWS_SECRET_ACCESS_KEY=... # optional, for env-fallback Bedrock test
AWS_SESSION_TOKEN=... # optional, required for env-fallback if AWS_ACCESS_KEY_ID is ASIA...
BEDROCK_REGION=us-east-1 # optional
```
4. Run a single test to verify:
```bash
pytest test_basic_completion.py::TestOpenAI::test_openai_completion -v -s
```
## Prerequisites
1. A running Windmill instance (default: `http://localhost:8000`)
2. Python 3.10+
3. API keys for the providers you want to test
## How It Works
### Provider Setup
The `setup_providers` fixture automatically creates Windmill variables and resources from your environment variables:
| Provider | Variable Path | Resource Path | Resource Type |
|----------|--------------|---------------|---------------|
| OpenAI | `u/admin/openai_api_key` | `u/admin/openai` | openai |
| Anthropic | `u/admin/anthropic_api_key` | `u/admin/anthropic` | anthropic |
| Google AI | `u/admin/google_ai_api_key` | `u/admin/googleai` | googleai |
| OpenRouter | `u/admin/openrouter_api_key` | `u/admin/openrouter` | openrouter |
| Bedrock (api key) | `u/admin/bedrock_api_key` | `u/admin/bedrock` | aws_bedrock |
| Bedrock (IAM) | `u/admin/bedrock_iam_access_key_id`, `u/admin/bedrock_iam_secret_access_key` | `u/admin/bedrock_iam` | aws_bedrock |
| Bedrock (IAM + session) | `u/admin/bedrock_session_access_key_id`, `u/admin/bedrock_session_secret_access_key`, `u/admin/bedrock_session_token` | `u/admin/bedrock_iam_session` | aws_bedrock |
| Bedrock (environment fallback) | none (uses worker/api AWS env) | `u/admin/bedrock_env` | aws_bedrock |
### Tools
Tools use **rawscript** with inline content instead of creating actual scripts. This means:
- No script creation/deployment needed
- Scripts are embedded directly in the flow definition
- Faster test execution
## Running Tests
All commands assume you're in the `integration_tests/ai_agent_tests` directory with the venv activated.
### Run all AI agent tests
```bash
pytest . -v -s
```
### Run only basic completion tests
```bash
pytest test_basic_completion.py -v -s
```
### Run only tool calling tests
```bash
pytest test_tool_calling.py -v -s
```
### Run tests for a specific provider
```bash
# Only Anthropic tests
pytest . -v -s -k "anthropic"
# Only OpenAI tests
pytest . -v -s -k "openai"
```
### Run a single test
```bash
# OpenAI basic completion
pytest test_basic_completion.py::TestOpenAI::test_openai_completion -v -s
# Anthropic basic completion
pytest test_basic_completion.py::TestAnthropic::test_anthropic_completion -v -s
# Parametrized test for one provider
pytest test_basic_completion.py::TestBasicCompletion::test_simple_prompt[openai] -v -s
```
## Test Structure
- `conftest.py` - Test fixtures and utilities
- `AIAgentTestClient` - HTTP client for preview_flow
- `create_ai_agent_flow()` - Creates AI agent flow definitions
- `create_rawscript_tool()` - Creates inline script tools
- `setup_providers` - Sets up variables and resources
- `providers.py` - Provider configurations (OpenAI, Anthropic, Google AI, Bedrock, OpenRouter)
- `test_basic_completion.py` - Basic AI completion tests
- `test_tool_calling.py` - Tool calling tests with inline scripts
## Troubleshooting
### Tests fail with authentication error
Make sure Windmill is running and you can login with the default credentials:
- Email: `admin@windmill.dev`
- Password: `changeme`
### Tests skip due to missing API keys
Ensure the environment variables are set correctly:
```bash
echo $OPENAI_API_KEY
```
### Resource creation fails
If resources already exist with different values, you may need to delete them manually via the Windmill UI or API before running tests again.