An asynchronous REST API service that connects imbus TestBench to external LLM providers to support AI-driven Agents during test design and execution.
- Multiple Agents: test case set reviews, description generation, and defect explanations, each configurable independently
- Pluggable LLM providers: ships with OpenAI, Azure OpenAI, and Anthropic support; implement a custom
LLMClientto bring your own - Automatic provider routing: model names starting with
gpt-*and o-series (o1,o3,o4-mini, …) are routed to OpenAI,claude-*to Anthropic — regardless of the global provider setting - Configurable prompts: YAML-based templates with Jinja2 variables and per-project overrides
- Per-project configuration: language, LLM provider, prompt variant, and enabled agents can be overridden per TestBench project
- Localization: built-in English and German translations for AI-generated output
- JWT authentication: every request is validated against the TestBench REST API using a JWT token; no separate credential management
- Async processing: Agents run as background tasks so the API responds immediately
- Swagger UI: interactive API docs at
/docs - SSL/TLS & reverse proxy support: optional HTTPS with mTLS and trusted-proxy headers
With pip (Python 3.10–3.14 required):
pip install testbench-ai-serviceStandalone executable (no Python required): download the pre-built binary from the GitHub releases page.
1. Set your LLM API key
Create a .env file in the installation directory with the key for your chosen provider:
# .env
# OpenAI
OPENAI_API_KEY=your_openai_api_key
# Azure OpenAI
# AZURE_OPENAI_API_KEY=your_azure_openai_api_key
# Anthropic
# ANTHROPIC_API_KEY=your_anthropic_api_key2. Initialize configuration
testbench-ai-service initOpen config.toml and point tb_server_url at your TestBench REST API:
[testbench-ai-service]
tb_server_url = "https://localhost:9443/api/"
[testbench-ai-service.llm_config]
# openai (default), azure_openai, anthropic, or custom
provider = "openai"3. Start the service
testbench-ai-service startThe service runs at http://127.0.0.1:8010 by default. Open /docs for the interactive Swagger UI.
Full documentation is available in the docs/ folder of the repository:
- Introduction
- Installation
- Quickstart
- Configuration
- Agents
- Prompts
- TestBench Integration
- CLI Reference
Contributions are welcome. See CONTRIBUTING.md for setup instructions and guidelines.
See CHANGELOG.md for release history.
Apache 2.0. See LICENSE for details.