# PandaDoc Codex API Evaluation

**Category:** E-Signature
**Score:** 44 (D)

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

## Summary

| Metric | Value |
|--------|-------|
| Status | completed |
| Overall score | 44 |
| Grade | D |
| Eval score | 33 |
| Discovery score | 71 |
| Cost | $0.39 |
| Runtime | 2m 51s |
| Tool calls | 44 |
| Errors | 5 |
| Tokens used | 1317895 |
| Success | Yes |

## Agent-Readiness Checklist

| Signal | Evidence |
|--------|----------|
| Context7 | Not found |
| llms.txt | https://developers.pandadoc.com/llms.txt |
| MCP server | https://github.com/PandaDoc/mcp-server-guide |
| Typed SDK | https://github.com/PandaDoc/pandadoc-api-node-client |
| OpenAPI | https://openapi.pandadoc.com/_build/openapi.yaml |
| Agent skills | https://github.com/PandaDoc/mcp-server-guide |
| CLI | Not found |

## Evaluation Prompt

````text

# Task
Using https://developers.pandadoc.com, complete the following task:

Using PandaDoc, build me a script that creates and sends a document for e-signature:

1. Create a signature request using a sample PDF document (you can use any publicly accessible PDF URL)
2. Add a signer with email "*****@example.com" and name "Test Signer"
3. Add a signature field to the document
4. Send the envelope/signature request
5. Retrieve the status of the sent request

Print the result as JSON with fields: envelope_id, status, signer_email, created_at 

## 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 | $0.39 ($0.20–0.40, good) |
| Time | Yes | 0 | 0 | 171s (2–3min, good) |
| Efficiency | No | 0 | 0 | 44 tool calls (>25, inefficient) |
| Found Docs | Yes | 0 | — | Touched docs at developers.pandadoc.com: yes (32 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 | No | 0 | — | Method: syntax_check, Exit: 0 |

## Run Artifacts

| Artifact | Value |
|----------|-------|
| Conversation turns | 51 |
| Tool call traces | 44 |
| Generated files | 1 |
| Exit code | 0 |
| Completed at | 2026-09-29T16:48:19.859428+00:00 |

### Generated Files

- /home/daytona/app/send_for_signature.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/pandadoc