# Unstructured Claude Code API Evaluation

**Category:** Document Parsing
**Score:** 77 (B)

This is the agent-readable Devtool Arena evaluation page for Unstructured on Claude Code API.

## Summary

| Metric | Value |
|--------|-------|
| Status | completed |
| Overall score | 77 |
| Grade | B |
| Eval score | 68 |
| Discovery score | 100 |
| Cost | $0.37 |
| Runtime | 2m 47s |
| Tool calls | 26 |
| Errors | 5 |
| Tokens used | 680451 |
| Success | Yes |

## Agent-Readiness Checklist

| Signal | Evidence |
|--------|----------|
| Context7 | https://context7.com/unstructured-io/unstructured |
| llms.txt | https://docs.unstructured.io/llms.txt |
| MCP server | https://docs.unstructured.io/transform/get-started/overview.md |
| Typed SDK | https://github.com/Unstructured-IO/unstructured-python-client |
| OpenAPI | https://api.unstructuredapp.io/general/openapi.json |
| Agent skills | https://github.com/Unstructured-IO/unstructured-foundation-marketplace |
| CLI | https://docs.unstructured.io/open-source/ingestion/ingest-cli |

## Evaluation Prompt

````text

# Task
Using https://docs.unstructured.io/api-reference/api/overview, complete the following task:

Using Unstructured, 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 | 167s (2–3min, good) |
| Efficiency | No | 0 | 0 | 26 tool calls (>25, inefficient) |
| Found Docs | Yes | 0 | — | Touched docs at docs.unstructured.io: yes (5 matching tool calls) |
| Zero Errors | No | 0 | — | Tool outputs with errors/tracebacks: 5 |
| 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 | 32 |
| Tool call traces | 26 |
| Generated files | 1 |
| Exit code | 0 |
| Completed at | 2026-09-23T04:27:49.764617+00:00 |

### Generated Files

- /home/daytona/app/parse_pdf.py

## Related Pages

- [Claude Code API leaderboard](/leaderboard/claudecode/api)
- [Compare Claude Code API companies](/leaderboard/claudecode/api/compare)
- [Agent Landscape](/leaderboard/discoverability)

Canonical URL: https://devtoolarena.com/claudecode/api/unstructured