Compare companies

Side-by-side CLI 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

#21

#10

Best

Category rank

Best

Full eval

Open report

CLI Task Scoring

Eval score

74%

Best

74%

Best

Task Completed

Passed+30The agent successfully completed all required steps using the official daytona CLI. Step 1: Listed 6 existing sandboxes...

Best

Passed+30The agent successfully completed all required tasks using the official Stripe CLI. The trace shows: (1) installation of...

Best

Used CLI Correctly

Passed+20Agent used CLI commands correctly

Best

Passed+20Agent used CLI commands correctly

Best

Partial Credit

Passed+10Partial credit: 100%

Best

Passed+10Partial credit: 100%

Best

Zero Errors

Failed+0Failed tool calls: 3

Best

Failed+0Failed tool calls: 2

Best

Efficiency

Partial+2.017 tool calls (<=20, acceptable)

Best

Partial+2.017 tool calls (<=20, acceptable)

Best

Time

Partial+696s (1-2min, great)

Best

Partial+6106s (1-2min, great)

Best

Cost

Partial+6$0.11 ($0.10-0.20, great)

Best

Partial+6$0.11 ($0.10-0.20, great)

Best

Runtime (actual)

1m 36s

Best

1m 46s

Cost (actual)

$0.1129

$0.1091

Best

Tool calls

Best

Errors

Best

Tokens used

442,158

427,110

Best

CLI Discovery

Discovery score

70%

93%

Best

CLI exists

Passed5/5daytona

Best

Passed5/5stripe

Best

Install docs

Passed5/5binary download

Best

Passed5/5binary download

Best

Auth method

Passed25/25env var

Best

Passed25/25env var

Best

Non-interactive

Failed0/25none

Partial18/25flag

Best

JSON output

Partial10/15partial

Passed15/15default json

Best

llms.txt

Passed5/5

Best

Passed5/5

Best

Agent skill

Passed20/20

Best

Passed20/20

Best

Eval Details

Integration task

# Task Using the daytona CLI (Daytona), manage cloud sandboxes: 1. List all existing sandboxes (or environments/instances) 2. Create a new sandbox environment using the CLI 3. Li...

# Task Using the stripe CLI (Stripe), create payment resources: 1. Create a product called "Pro Plan" using the CLI 2. Create a price of $29/month (recurring) for that product 3....

Generated files

Trace tool calls

Completed

9/27/2026

Stderr

None captured

Metric	Daytona Sandboxes	Stripe Payment
Summary
Compare status	Comparable	Comparable
Overall score	72	79 Best
Grade	C	B
Category	Sandboxes	Payment
Overall rank	#21	#10 Best
Category rank	#4	#1 Best
Full eval	Open report	Open report
CLI Task Scoring
Eval score	74% Best	74% Best
Task Completed	Passed+30The agent successfully completed all required steps using the official daytona CLI. Step 1: Listed 6 existing sandboxes... Best	Passed+30The agent successfully completed all required tasks using the official Stripe CLI. The trace shows: (1) installation of... Best
Used CLI Correctly	Passed+20Agent used CLI commands correctly Best	Passed+20Agent used CLI commands correctly Best
Partial Credit	Passed+10Partial credit: 100% Best	Passed+10Partial credit: 100% Best
Zero Errors	Failed+0Failed tool calls: 3 Best	Failed+0Failed tool calls: 2 Best
Efficiency	Partial+2.017 tool calls (<=20, acceptable) Best	Partial+2.017 tool calls (<=20, acceptable) Best
Time	Partial+696s (1-2min, great) Best	Partial+6106s (1-2min, great) Best
Cost	Partial+6$0.11 ($0.10-0.20, great) Best	Partial+6$0.11 ($0.10-0.20, great) Best
Runtime (actual)	1m 36s Best	1m 46s
Cost (actual)	$0.1129	$0.1091 Best
Tool calls	17 Best	17 Best
Errors	3	2 Best
Tokens used	442,158	427,110 Best
CLI Discovery
Discovery score	70%	93% Best
CLI exists	Passed5/5daytona Best	Passed5/5stripe Best
Install docs	Passed5/5binary download Best	Passed5/5binary download Best
Auth method	Passed25/25env var Best	Passed25/25env var Best
Non-interactive	Failed0/25none	Partial18/25flag Best
JSON output	Partial10/15partial	Passed15/15default json Best
llms.txt	Passed5/5 Best	Passed5/5 Best
Agent skill	Passed20/20 Best	Passed20/20 Best
Eval Details
Integration task	# Task Using the daytona CLI (Daytona), manage cloud sandboxes: 1. List all existing sandboxes (or environments/instances) 2. Create a new sandbox environment using the CLI 3. Li...	# Task Using the stripe CLI (Stripe), create payment resources: 1. Create a product called "Pro Plan" using the CLI 2. Create a price of $29/month (recurring) for that product 3....
Generated files	1	1
Trace tool calls	17	17
Completed	9/27/2026	9/27/2026
Stderr	None captured	None captured