# LlamaParse Muse API Evaluation

**Category:** Document Parsing
**Score:** 72 (C)

This is the agent-readable Devtool Arena evaluation page for LlamaParse on Muse API.

## Summary

| Metric | Value |
|--------|-------|
| Status | completed |
| Overall score | 72 |
| Grade | C |
| Eval score | 67 |
| Discovery score | 86 |
| Cost | $0.38 |
| Runtime | 3m 31s |
| Tool calls | 21 |
| Errors | 6 |
| Tokens used | 1289797 |
| Success | Yes |

## Agent-Readiness Checklist

| Signal | Evidence |
|--------|----------|
| Context7 | Not found |
| llms.txt | https://developers.llamaindex.ai/llms.txt |
| MCP server | https://github.com/run-llama/llama-cloud-ts/tree/main/packages/mcp-server |
| Typed SDK | https://pypi.org/project/llama-cloud/ |
| OpenAPI | https://api.cloud.llamaindex.ai/api/openapi.json |
| Agent skills | https://github.com/run-llama/llamaparse-agent-skills |
| CLI | https://github.com/run-llama/llama-parse-cli |

## Evaluation Prompt

````text

# Task
Using https://docs.cloud.llamaindex.ai/llamaparse/getting_started, complete the following task:

Using LlamaParse, 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 | $0.38 ($0.20–0.40, good) |
| Time | No | 0 | 0 | 211s (3–5min, slow) |
| Efficiency | Yes | 0 | 0 | 21 tool calls (≤25, below average) |
| Found Docs | Yes | 0 | — | Touched docs at docs.cloud.llamaindex.ai: yes (1 matching tool calls) |
| Zero Errors | No | 0 | — | Tool outputs with errors/tracebacks: 6 |
| 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 | 22 |
| Tool call traces | 21 |
| Generated files | 2 |
| Exit code | 0 |
| Completed at | 2026-10-15T05:09:41.591453+00:00 |

### Generated Files

- /home/daytona/app/parse_fw9.py
- /home/daytona/app/requirements.txt

## Related Pages

- [Muse API leaderboard](/leaderboard/muse/api)
- [Compare Muse API companies](/leaderboard/muse/api/compare)
- [Agent Landscape](/leaderboard/discoverability)

Canonical URL: https://devtoolarena.com/muse/api/llamaparse