Compare companies

Side-by-side CLI 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

#21

Best

Category rank

Best

Full eval

Open report

CLI Task Scoring

Eval score

75%

Best

75%

Best

Task Completed

Passed+30The agent successfully completed all four required steps: (1) Listed existing sandboxes using `daytona list --format jso...

Best

Passed+30The agent successfully completed all required steps using the official Stripe CLI. Step [4] installed the stripe CLI via...

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: 1

Best

Failed+0Failed tool calls: 1

Best

Efficiency

Partial+3.512 tool calls (<=15, good)

Best

Partial+3.511 tool calls (<=15, good)

Best

Time

Partial+697s (1-2min, great)

Best

Partial+683s (1-2min, great)

Best

Cost

Partial+6$0.15 ($0.10-0.20, great)

Best

Partial+6$0.17 ($0.10-0.20, great)

Best

Runtime (actual)

1m 36s

1m 23s

Best

Cost (actual)

$0.1458

Best

$0.1656

Tool calls

Best

Errors

Best

Tokens used

341,807

293,058

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	73	80 Best
Grade	C	B
Category	Sandboxes	Payment
Overall rank	#21	#9 Best
Category rank	#5	#1 Best
Full eval	Open report	Open report
CLI Task Scoring
Eval score	75% Best	75% Best
Task Completed	Passed+30The agent successfully completed all four required steps: (1) Listed existing sandboxes using `daytona list --format jso... Best	Passed+30The agent successfully completed all required steps using the official Stripe CLI. Step [4] installed the stripe CLI via... 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: 1 Best	Failed+0Failed tool calls: 1 Best
Efficiency	Partial+3.512 tool calls (<=15, good) Best	Partial+3.511 tool calls (<=15, good) Best
Time	Partial+697s (1-2min, great) Best	Partial+683s (1-2min, great) Best
Cost	Partial+6$0.15 ($0.10-0.20, great) Best	Partial+6$0.17 ($0.10-0.20, great) Best
Runtime (actual)	1m 36s	1m 23s Best
Cost (actual)	$0.1458 Best	$0.1656
Tool calls	12	11 Best
Errors	1 Best	1 Best
Tokens used	341,807	293,058 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	12	11
Completed	9/27/2026	9/27/2026
Stderr	None captured	None captured