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4 changes: 2 additions & 2 deletions README.md
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Expand Up @@ -12,7 +12,7 @@
[![Python 3.10+](https://img.shields.io/badge/python-3.10%2B-blue.svg)](https://www.python.org/downloads/)
[![PyPI version](https://badge.fury.io/py/maseval.svg)](https://badge.fury.io/py/maseval)
[![Documentation](https://img.shields.io/badge/docs-latest-brightgreen.svg)](#)
[![Tests](https://github.com/cemde/MASEval/actions/workflows/test.yml/badge.svg)](https://github.com/cemde/MASEval/actions/workflows/test.yml)
[![Tests](https://github.com/parameterlab/MASEval/actions/workflows/test.yml/badge.svg)](https://github.com/parameterlab/MASEval/actions/workflows/test.yml)
[![License](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)

MASEval is an evaluation library that provides a unified interface for benchmarking (multi-)agent systems. It offers standardized abstractions for running any agent implementation—whether built with AutoGen, LangChain, custom frameworks, or direct API calls—against established benchmarks like GAIA and AgentBench, or your own custom evaluation tasks.
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## Contribute

We welcome any contributions. Please read the [CONTRIBUTING.md](CONTRIBUTING.md) file to learn more!
We welcome any contributions. Please read the [CONTRIBUTING.md](https://github.com/parameterlab/MASEval/tree/fix-porting-issue?tab=contributing-ov-file) file to learn more!

## Benchmarks

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2 changes: 1 addition & 1 deletion maseval/core/benchmark.py
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Expand Up @@ -834,7 +834,7 @@ def run_agents(self, agents, task, environment):
"""
pass

def run(self, tasks: Union[Task, TaskCollection, Iterable[Union[Task, dict]]]):
def run(self, tasks: Union[Task, TaskCollection, Iterable[Union[Task, dict]]]) -> List[Dict[str, Any]]:
"""Initialize and execute the complete benchmark loop across all tasks.

Args:
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show_root_heading: true
type_parameter_headings: true
show_source: false

# Hide private members (methods/attributes starting with _)
show_private: false
extra:
show_private: false

nav:
- Getting Started:
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