Compare companies

Side-by-side API results for companies evaluated by Codex. Compare score, rank, discoverability, cost, errors, runtime, and the underlying eval artifacts.

Model

Claude Code Codex

Codex

Tooling

API CLI MCP

Choose 2-4 companies

Selected

Company 1

Company 2

Selected

Company 1

Company 2

Daytona

Sandboxes

Stripe

Payment

Summary

Compare status

Comparable

Overall score

Best

Grade

Category

Sandboxes

Payment

Overall rank

Best

#29

Category rank

Best

Full eval

Open report

Agent Performance

Eval score

79%

Best

72%

Task success

Yes

Cost

$0.2038

Best

$0.3000

Tool calls

Best

Errors

Best

Runtime

44s

Best

1m 2s

Tokens used

683,652

238,000

Best

Exit code

Best

Discoverability

Discovery score

100%

Best

86%

Context7

llms.txt

MCP Server

Typed SDK

OpenAPI

Best

Agent Skills

Yes

CLI

Yes

Eval Details

Integration task

# Task Using https://www.daytona.io/docs/en/python-sdk/, complete the following task: Using Daytona, build me a script that runs a multi-step computation inside a Daytona sandbox...

# Task Using https://docs.stripe.com, complete the following task: Using Stripe, build me a payment link for a $29/month "Pro Plan" subscription and print the URL The script sho...

Generated files

Trace tool calls

Completed

9/26/2026

9/27/2026

Stderr

None captured

Metric	Daytona Sandboxes	Stripe Payment
Summary
Compare status	Comparable	Comparable
Overall score	85 Best	76
Grade	B	B
Category	Sandboxes	Payment
Overall rank	#5 Best	#29
Category rank	#3	#1 Best
Full eval	Open report	Open report
Agent Performance
Eval score	79% Best	72%
Task success	Yes	Yes
Cost	$0.2038 Best	$0.3000
Tool calls	23 Best	26
Errors	6	1 Best
Runtime	44s Best	1m 2s
Tokens used	683,652	238,000 Best
Exit code	0 Best	0 Best
Discoverability
Discovery score	100% Best	86%
Context7	Yes	Yes
llms.txt	Yes	Yes
MCP Server	Yes	Yes
Typed SDK	Yes	Yes
OpenAPI	Yes Best	No
Agent Skills	Yes	Yes
CLI	Yes	Yes
Eval Details
Integration task	# Task Using https://www.daytona.io/docs/en/python-sdk/, complete the following task: Using Daytona, build me a script that runs a multi-step computation inside a Daytona sandbox...	# Task Using https://docs.stripe.com, complete the following task: Using Stripe, build me a payment link for a $29/month "Pro Plan" subscription and print the URL The script sho...
Generated files	1	2
Trace tool calls	23	26
Completed	9/26/2026	9/27/2026
Stderr	None captured	None captured