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How to use MCPMark for model evaluation? What are the specific steps?

2025-08-28 387

MCPMark Assessment Process Explained

Model evaluation using MCPMark typically involves four key steps:

1. Preparation for installation

Complete the tool installation and environment configuration according to the previous description

2. Authorization of services

Configure API access for services to be tested (GitHub/Notion etc.)

3. Operational assessment

  • Full volume testing:python -m pipeline --exp-name 实验名 --mcp 环境 --tasks all --models 模型名 --k 尝试次数
  • Group testing: Specific task groups such as online_resume can be specified.

4. Analysis of results

  • The raw results are saved in the./results/catalogs
  • Use the aggregation command to generate reports:python -m src.aggregators.aggregate_results --exp-name 实验名

Detailed reports in JSON and CSV formats are generated for each experiment, supporting multi-dimensional analysis of multiple metrics.

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