Compare companies

Side-by-side API results for companies evaluated by Claude Code. 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

Category rank

Best

Full eval

Open report

Agent Performance

Eval score

86%

91%

Best

Task success

Yes

Cost

$0.1931

$0.0762

Best

Tool calls

Best

Errors

Best

Runtime

1m 15s

36s

Best

Tokens used

148,546

Best

149,877

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

9/23/2026

Stderr

None captured

Metric	Daytona Sandboxes	Stripe Payment
Summary
Compare status	Comparable	Comparable
Overall score	90 Best	89
Grade	A	B
Category	Sandboxes	Payment
Overall rank	#1 Best	#3
Category rank	#1 Best	#1 Best
Full eval	Open report	Open report
Agent Performance
Eval score	86%	91% Best
Task success	Yes	Yes
Cost	$0.1931	$0.0762 Best
Tool calls	8	6 Best
Errors	0 Best	2
Runtime	1m 15s	36s Best
Tokens used	148,546 Best	149,877
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	1
Trace tool calls	8	6
Completed	9/23/2026	9/23/2026
Stderr	None captured	None captured