# Agentmail Gemini API Evaluation

**Category:** Email
**Score:** 72 (C)

This is the agent-readable Devtool Arena evaluation page for Agentmail on Gemini API.

## Summary

| Metric | Value |
|--------|-------|
| Status | completed |
| Overall score | 72 |
| Grade | C |
| Eval score | 67 |
| Discovery score | 86 |
| Cost | $0.46 |
| Runtime | 12m 42s |
| Tool calls | 36 |
| Errors | 0 |
| Tokens used | 1320077 |
| Success | Yes |

## Agent-Readiness Checklist

| Signal | Evidence |
|--------|----------|
| Context7 | Not found |
| llms.txt | https://agentmail.to/llms.txt |
| MCP server | https://docs.agentmail.to/integrations/mcp.md |
| Typed SDK | https://github.com/agentmail-to/agentmail-node |
| OpenAPI | https://docs.agentmail.to/openapi.json |
| Agent skills | https://docs.agentmail.to/integrations/skills.md |
| CLI | https://docs.agentmail.to/integrations/cli.md |

## Evaluation Prompt

````text

# Task
Using https://docs.agentmail.to, complete the following task:

Using Agentmail, build me a script that:

1. Create a new email inbox
2. Send an email from that inbox to "support@*****.com" with subject "Hello from [REDACTED:ORG] Leaderboard" and body "This is a ***** email sent via Agentmail."
3. List all messages in the inbox
4. Print the inbox details, sent message status, and message list as JSON 

## Execution
After creating the script, run it to verify it works:
```bash
cd /home/daytona/app && python <your_script>.py
```

The script should print output to stdout. If there are errors, debug and fix them until it runs successfully.

````

## Grader Results

| Check | Passed | Weight | Score | Details |
|-------|--------|--------|-------|---------|
| Cost | No | 0 | 0 | $0.46 ($0.40–0.70, expensive) |
| Time | No | 0 | 0 | 762s (≥10min, too slow) |
| Efficiency | No | 0 | 0 | 36 tool calls (>25, inefficient) |
| Found Docs | Yes | 0 | — | Touched docs at docs.agentmail.to: yes (10 matching tool calls) |
| Zero Errors | Yes | 0 | — | No errors in tool outputs |
| Syntax Valid | Yes | 0 | — | Code compiles/parses correctly |
| Created Files | Yes | 0 | — | Generated files: 1 (need ≥1) |
| Full Execution | Yes | 0 | — | Method: full_execution, Exit: 0 |

## Run Artifacts

| Artifact | Value |
|----------|-------|
| Conversation turns | 37 |
| Tool call traces | 36 |
| Generated files | 1 |
| Exit code | 0 |
| Completed at | 2026-10-16T00:08:26.768726+00:00 |

### Generated Files

- /home/daytona/app/inbox_manager.py

## Related Pages

- [Gemini API leaderboard](/leaderboard/gemini/api)
- [Compare Gemini API companies](/leaderboard/gemini/api/compare)
- [Agent Landscape](/leaderboard/discoverability)

Canonical URL: https://devtoolarena.com/gemini/api/agentmail