# Sensible Codex API Evaluation

**Category:** Document Parsing
**Score:** 60 (C)

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

## Summary

| Metric | Value |
|--------|-------|
| Status | completed |
| Overall score | 60 |
| Grade | C |
| Eval score | 68 |
| Discovery score | 43 |
| Cost | $0.37 |
| Runtime | 2m 0s |
| Tool calls | 41 |
| Errors | 8 |
| Tokens used | 1539274 |
| Success | Yes |

## Agent-Readiness Checklist

| Signal | Evidence |
|--------|----------|
| Context7 | Not found |
| llms.txt | https://sensible.so/llms.txt |
| MCP server | Not found |
| Typed SDK | https://github.com/sensible-hq/sensible-api-js |
| OpenAPI | https://raw.githubusercontent.com/sensible-hq/sensible-docs/refs/heads/v0/reference/openapi_configuration.json |
| Agent skills | Not found |
| CLI | Not found |

## Evaluation Prompt

````text

# Task
Using https://docs.sensible.so/docs/quickstart, complete the following task:

Using Sensible, build me a script that parses this PDF and extracts structured data: https://www.irs.gov/pub/irs-pdf/fw9.pdf

Print the result as JSON with fields: pages (total count), chunks (array of text blocks), tables (array if any found) 

## 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 | $0.37 ($0.20–0.40, good) |
| Time | Yes | 0 | 0 | 120s (2–3min, good) |
| Efficiency | No | 0 | 0 | 41 tool calls (>25, inefficient) |
| Found Docs | Yes | 0 | — | Touched docs at docs.sensible.so: yes (28 matching tool calls) |
| Zero Errors | No | 0 | — | Tool outputs with errors/tracebacks: 8 |
| 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 | 46 |
| Tool call traces | 41 |
| Generated files | 1 |
| Exit code | 0 |
| Completed at | 2026-09-29T17:55:31.705379+00:00 |

### Generated Files

- /home/daytona/app/parse_w9.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/sensible