# Agora Gemini API Evaluation

**Category:** Voice Infra
**Score:** 71 (C)

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

## Summary

| Metric | Value |
|--------|-------|
| Status | completed |
| Overall score | 71 |
| Grade | C |
| Eval score | 65 |
| Discovery score | 86 |
| Cost | $1.23 |
| Runtime | 20m 15s |
| Tool calls | 85 |
| Errors | 0 |
| Tokens used | 5064121 |
| Success | Yes |

## Agent-Readiness Checklist

| Signal | Evidence |
|--------|----------|
| Context7 | https://context7.com/websites/agora_io_en |
| llms.txt | https://agora.io/llms.txt |
| MCP server | https://github.com/AgoraIO-Conversational-AI/server-mcp |
| Typed SDK | https://www.npmjs.com/package/agora-rtc-sdk-ng |
| OpenAPI | Not found |
| Agent skills | https://github.com/AgoraIO/skills |
| CLI | https://github.com/AgoraIO/cli |

## Evaluation Prompt

````text

# Task
Using https://docs.agora.io, complete the following task:

Using the Agora Python SDK, build me a script that manages real-time voice infrastructure:

1. Install the official Agora Python SDK (pip install)
2. List existing rooms or sessions and print them as JSON
3. Create a new room/session called "*****-leaderboard-room"
4. List rooms/sessions again to confirm the new one appears
5. If the SDK supports it, generate a join token or connection details for the room/session and print them
6. Print output clearly labeled (e.g., "=== BEFORE ===", "=== CREATED ===", "=== AFTER ===", "=== TOKEN ===")

You MUST use the official Agora Python SDK — do not make raw HTTP/REST calls. 

## 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 | $1.23 (≥$1.00, too expensive) |
| Time | No | 0 | 0 | 1215s (≥10min, too slow) |
| Efficiency | No | 0 | 0 | 85 tool calls (>25, inefficient) |
| Found Docs | Yes | 0 | — | Touched docs at docs.agora.io: yes (20 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 | 86 |
| Tool call traces | 85 |
| Generated files | 1 |
| Exit code | 0 |
| Completed at | 2026-10-16T00:07:53.31859+00:00 |

### Generated Files

- /home/daytona/app/manage_voice.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/agora