Agentmail GitHub Copilot API Evaluation

Agentmail

agentmail.toEmail

GitHub Copilot

89/ 100

Score Breakdown89%

Lost points on 2 checks

time9/15
efficiency1/10

Eval Score (70% weight)85%

cost$0.10 (<$0.10, excellent)+10

time81s (60s–120s, great)+9

efficiency22 tool calls (≤25, below average)+1

found docsTouched docs at docs.agentmail.to: yes (12 matching tool calls)+10

zero errorsNo errors in tool outputs+5

syntax validCode compiles/parses correctly+5

created filesGenerated files: 1 (need ≥1)+10

full executionMethod: full_execution, Exit: 0+35

Checklist Score (30% weight)100%

Context7

Link+14

llms.txt

Link+14

MCP Server

Link+14

Typed SDK

Link+14

OpenAPI

Link+14

Agent Skills

Link+14

CLI

Link+14

Checklist determined by AI. If something looks wrong, .

Final Score

A: >=90%B: 75-89%C: 55-74%D: <55%

(85 × 0.7) + (100 × 0.3)= 89%

Replay

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 "[REDACTED:EMAIL]" 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

inbox_manager.py

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Run completed Oct 26, 2026, 6:13 PM