Skip to main content

Testing framework for LLM tool-call accuracy — audio & text

Project description

russo

Testing framework for LLM tool-call accuracy — audio & text

PyPI version Supported Python versions CI License


Documentation: https://mohit2152sharma.github.io/russo

Source Code: https://github.com/mohit2152sharma/russo


russo is a testing framework for verifying that LLM agents make the correct tool calls when given audio (or text) input. Think of it as pytest for voice AI tool-calling accuracy.

Key Features

  • Provider-agnostic — works with Gemini, OpenAI, or any custom agent via protocols
  • Audio-first — synthesize text prompts to audio, send to your agent, evaluate tool calls
  • pytest integration — use markers, fixtures, and familiar test patterns
  • Built-in caching — skip TTS on repeated runs, saving time and money
  • Extensible — swap synthesizers, agents, evaluators, and parsers via structural typing

Quick Start

pip install russo

With optional providers:

pip install "russo[openai]"    # OpenAI support
pip install "russo[ws]"        # WebSocket agents
pip install "russo[all]"       # Everything

Minimal Example

import russo
from russo.synthesizers import GoogleSynthesizer
from russo.adapters import GeminiLiveAgent
from russo.evaluators import ExactEvaluator

result = await russo.run(
    prompt="Book a flight from Berlin to Rome for tomorrow",
    synthesizer=GoogleSynthesizer(api_key="..."),
    agent=GeminiLiveAgent(api_key="...", tools=[...]),
    evaluator=ExactEvaluator(),
    expect=[
        russo.tool_call("book_flight", from_city="Berlin", to_city="Rome"),
    ],
)

russo.assert_tool_calls(result)

pytest Integration

import pytest
import russo

@pytest.mark.russo(
    prompt="Book a flight from NYC to LA",
    expect=[russo.tool_call("book_flight", from_city="NYC", to_city="LA")],
)
async def test_book_flight(russo_result):
    russo.assert_tool_calls(russo_result)

License

This project is licensed under the terms of the MIT license.

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

russo-0.2.0.tar.gz (104.0 kB view details)

Uploaded Source

Built Distribution

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

russo-0.2.0-py3-none-any.whl (36.3 kB view details)

Uploaded Python 3

File details

Details for the file russo-0.2.0.tar.gz.

File metadata

  • Download URL: russo-0.2.0.tar.gz
  • Upload date:
  • Size: 104.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for russo-0.2.0.tar.gz
Algorithm Hash digest
SHA256 1a765d4bd08ff59504455cd59634ed7829b1cc553192c49788b89bdff584639c
MD5 8845d96360ef83b639c291c19c109ca9
BLAKE2b-256 3a1afe9e68211acf142515d1c73286650b9a7ef4ca718bc63420ac045a537e56

See more details on using hashes here.

Provenance

The following attestation bundles were made for russo-0.2.0.tar.gz:

Publisher: publish.yml on mohit2152sharma/russo

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

File details

Details for the file russo-0.2.0-py3-none-any.whl.

File metadata

  • Download URL: russo-0.2.0-py3-none-any.whl
  • Upload date:
  • Size: 36.3 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for russo-0.2.0-py3-none-any.whl
Algorithm Hash digest
SHA256 a067a1a2d1eecf63265feaf93ab05f428bee5e71683392c7412df197ef03d899
MD5 613fb2b2e7c1b6d6bd9acb315e896e04
BLAKE2b-256 9079a8f81e49edefaa8798f10f2c7f4d8438fdc449649d92e2539607650045c7

See more details on using hashes here.

Provenance

The following attestation bundles were made for russo-0.2.0-py3-none-any.whl:

Publisher: publish.yml on mohit2152sharma/russo

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