# Nebius AI Cloud Grok API Evaluation

**Category:** Neocloud
**Score:** 76 (B)

This is the agent-readable Devtool Arena evaluation page for Nebius AI Cloud on Grok API.

## Summary

| Metric | Value |
|--------|-------|
| Status | completed |
| Overall score | 76 |
| Grade | B |
| Eval score | 73 |
| Discovery score | 86 |
| Cost | $0.26 |
| Runtime | 9m 15s |
| Tool calls | 15 |
| Errors | 0 |
| Tokens used | 296701 |
| Success | Yes |

## Agent-Readiness Checklist

| Signal | Evidence |
|--------|----------|
| Context7 | Not found |
| llms.txt | https://nebius.com/llms.txt |
| MCP server | https://docs.nebius.com/llms.txt |
| Typed SDK | https://github.com/nebius/js-sdk |
| OpenAPI | https://api.nebius.cloud/openapi.json |
| Agent skills | https://docs.nebius.com/docs-ai |
| CLI | https://docs.nebius.com/cli/install |

## Evaluation Prompt

````text

# Task
Using https://[REDACTED:TENANT].nebius.com, complete the following task:

Using Nebius AI Cloud API, build a script that inspects AI cloud infrastructure readiness without creating chargeable resources:

1. Authenticate against the configured project/account
2. List available Compute VM/GPU platforms or presets
3. List existing compute instances, containers, jobs, or equivalent infrastructure resources
4. Print JSON with fields: project_id, platforms, instances, notes

Do not create, update, start, stop, or delete any resources. 

## 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 | Yes | 0 | 0 | $0.26 ($0.20–0.40, good) |
| Time | No | 0 | 0 | 555s (5–10min, very slow) |
| Efficiency | Yes | 0 | 0 | 15 tool calls (≤15, good) |
| Found Docs | Yes | 0 | — | Touched [REDACTED:TENANT] at [REDACTED:TENANT].nebius.com: yes (5 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 | 16 |
| Tool call traces | 15 |
| Generated files | 1 |
| Exit code | 0 |
| Completed at | 2026-10-19T17:27:51.475555+00:00 |

### Generated Files

- /home/daytona/app/inventory_report.py

## Related Pages

- [Grok API leaderboard](/grok/api)
- [Compare Grok API companies](/grok/api/compare)
- [Agent Landscape](/discoverability)

Canonical URL: https://devtoolarena.com/grok/api/nebius-ai-cloud