# AIsa Codex API Evaluation

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

This is the agent-readable Devtool Arena evaluation page for AIsa on Codex API.

## Summary

| Metric | Value |
|--------|-------|
| Status | completed |
| Overall score | 72 |
| Grade | C |
| Eval score | 72 |
| Discovery score | 71 |
| Cost | $0.24 |
| Runtime | 1m 20s |
| Tool calls | 27 |
| Errors | 3 |
| Tokens used | 718862 |
| Success | Yes |

## Agent-Readiness Checklist

| Signal | Evidence |
|--------|----------|
| Context7 | Not found |
| llms.txt | https://aisa.one/llms.txt |
| MCP server | https://github.com/AIsa-public/AIsa-mcp-server |
| Typed SDK | Not found |
| OpenAPI | https://aisa.one/openapi.yaml |
| Agent skills | https://aisa.one/docs/agent-skills |
| CLI | https://github.com/AIsa-team/cli |

## Evaluation Prompt

````text

# Task
Using https://aisa.one/docs, complete the following task:

Using AIsa, build me a script that extracts structured data from this invoice and returns JSON:

---
INVOICE #INV-2024-0042
From: Acme Corp
Date: 2024-03-15

Items:
- Consulting Services: $500.00
- Travel Expenses: $150.00

Total: $650.00
---

The JSON output should have these fields: invoice_number, vendor, date, line_items (array), total 

## 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 | $0.24 ($0.20–0.40, good) |
| Time | Yes | 0 | 1 | 80s (1–2min, great) |
| Efficiency | No | 0 | 0 | 27 tool calls (>25, inefficient) |
| Found Docs | Yes | 0 | — | Touched docs at aisa.one: yes (20 matching tool calls) |
| Zero Errors | No | 0 | — | Tool outputs with errors/tracebacks: 3 |
| Syntax Valid | Yes | 0 | — | Code compiles/parses correctly |
| Created Files | Yes | 0 | — | Generated files: 2 (need ≥1) |
| Full Execution | Yes | 0 | — | Method: full_execution, Exit: 0 |

## Run Artifacts

| Artifact | Value |
|----------|-------|
| Conversation turns | 33 |
| Tool call traces | 27 |
| Generated files | 2 |
| Exit code | 0 |
| Completed at | 2026-09-27T09:00:42.533355+00:00 |

### Generated Files

- /home/daytona/app/requirements.txt
- /home/daytona/app/invoice_extractor.py

## Related Pages

- [Codex API leaderboard](/leaderboard/codex/api)
- [Compare Codex API companies](/leaderboard/codex/api/compare)
- [Agent Landscape](/leaderboard/discoverability)

Canonical URL: https://devtoolarena.com/codex/api/aisa