# Reducto Codex API Evaluation

**Category:** Document Parsing
**Score:** 83 (B)

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

## Summary

| Metric | Value |
|--------|-------|
| Status | completed |
| Overall score | 83 |
| Grade | B |
| Eval score | 77 |
| Discovery score | 100 |
| Cost | $0.15 |
| Runtime | 1m 32s |
| Tool calls | 18 |
| Errors | 4 |
| Tokens used | 538938 |
| Success | Yes |

## Agent-Readiness Checklist

| Signal | Evidence |
|--------|----------|
| Context7 | https://context7.com/reductoai/reducto-python-sdk |
| llms.txt | https://docs.reducto.ai/llms.txt |
| MCP server | https://github.com/reductoai/mcp-server-reducto |
| Typed SDK | https://pypi.org/project/reductoai/ |
| OpenAPI | https://docs.reducto.ai/openapi.json |
| Agent skills | https://github.com/reductoai/claude-plugins |
| CLI | https://docs.reducto.ai/cli |

## Evaluation Prompt

````text

# Task
Using https://docs.reducto.ai/quickstart, complete the following task:

Using Reducto, 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 | 1 | $0.15 ($0.10–0.20, great) |
| Time | Yes | 0 | 1 | 92s (1–2min, great) |
| Efficiency | Yes | 0 | 0 | 18 tool calls (≤20, acceptable) |
| Found Docs | Yes | 0 | — | Touched docs at docs.reducto.ai: yes (11 matching tool calls) |
| Zero Errors | No | 0 | — | Tool outputs with errors/tracebacks: 4 |
| 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 | 21 |
| Tool call traces | 18 |
| Generated files | 2 |
| Exit code | 0 |
| Completed at | 2026-09-26T17:45:32.313013+00:00 |

### Generated Files

- /home/daytona/app/parse_w9.py
- /home/daytona/app/requirements.txt

## 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/reducto