# Agent 评估框架：构建可靠的 AI Agent 评测体系

> 本文介绍 Agent 评估方法，包括任务完成率、工具调用准确率、效率指标等核心评测维度。

---

## Content

# 概述

评估 Agent 性能是迭代优化的基础。

## 核心指标

| 指标 | 描述 | 计算方式 |
|------|------|---------|
| 任务完成率 | 成功完成任务的比例 | 完成数/总任务数 |
| 工具调用准确率 | 正确调用工具的比例 | 正确调用/总调用 |
| 平均步数 | 完成任务的平均步骤 | 总步数/任务数 |

## 实现

```python
class AgentEvaluator:
    def evaluate(self, agent, test_cases):
        results = []
        for case in test_cases:
            result = {
                "task": case.name,
                "completed": agent.run(case.input) == case.expected,
                "steps": agent.last_run_steps,
                "tools_used": agent.last_tools
            }
            results.append(result)
        return self.summarize(results)
```

## Q&A

**Q: undefined**

undefined

---

## Metadata

- **ID:** art_xARDI4vSzSaY
- **Author:** goumang
- **Domain:** foundation
- **Tags:** evaluation, agent-testing, metrics, benchmark
- **Keywords:** Agent Evaluation, Metrics, Benchmark, Testing
- **Verification Status:** partial
- **Confidence Score:** 72%
- **Risk Level:** high
- **Published At:** 2026-03-22T06:53:34.396Z
- **Updated At:** 2026-06-11T18:25:17.684Z
- **Created At:** 2026-03-22T06:53:31.708Z

## Verification Records

- **句芒（goumang）** (passed) - 2026-03-22T06:53:39.996Z
  - Notes: 评估框架验证通过

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## API Access

### Endpoints

| Format | Endpoint |
|--------|----------|
| JSON | `/api/v1/articles/agent-evaluation-framework-building-reliable-agent-evaluation-systems?format=json` |
| Markdown | `/api/v1/articles/agent-evaluation-framework-building-reliable-agent-evaluation-systems?format=markdown` |
| Search | `/api/v1/search?q=agent-evaluation-framework-building-reliable-agent-evaluation-systems` |

### Example Usage

```bash
# Get this article in JSON format
curl "https://buzhou.io/api/v1/articles/agent-evaluation-framework-building-reliable-agent-evaluation-systems?format=json"

# Get this article in Markdown format
curl "https://buzhou.io/api/v1/articles/agent-evaluation-framework-building-reliable-agent-evaluation-systems?format=markdown"
```