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

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Company 1

Company 2

Company 3

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Postman

API Testing

Stripe

Payment

Summary

Compare status

Comparable

Overall score

Best

Grade

Category

API Testing

Payment

Overall rank

#31

Best

Category rank

Best

Full eval

Open report

Agent Performance

Eval score

75%

91%

Best

Task success

Yes

Cost

$0.3951

$0.0762

Best

Tool calls

Best

Errors

Best

Runtime

2m 32s

36s

Best

Tokens used

464,496

149,877

Best

Exit code

Best

Discoverability

Discovery score

86%

Best

86%

Best

Context7

Yes

Best

llms.txt

MCP Server

Typed SDK

OpenAPI

Best

Agent Skills

Yes

CLI

Yes

Eval Details

Integration task

# Task Using https://learning.postman.com/docs/reference/postman-api/intro-api, complete the following task: Using the Postman API, build me a script that runs a small API collec...

# 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

9/23/2026

Stderr

None captured

Metric	Postman API Testing	Stripe Payment	Fireworks AI Inference
Summary
Compare status	Comparable	Comparable	Comparable
Overall score	78	89 Best	79
Grade	B	B	B
Category	API Testing	Payment	Inference
Overall rank	#31	#3 Best	#23
Category rank	#1 Best	#1 Best	#2
Full eval	Open report	Open report	Open report
Agent Performance
Eval score	75%	91% Best	76%
Task success	Yes	Yes	Yes
Cost	$0.3951	$0.0762 Best	$0.2194
Tool calls	19	6 Best	11
Errors	0 Best	2	1
Runtime	2m 32s	36s Best	1m 12s
Tokens used	464,496	149,877 Best	248,256
Exit code	0 Best	0 Best	0 Best
Discoverability
Discovery score	86% Best	86% Best	86% Best
Context7	No	Yes Best	No
llms.txt	Yes	Yes	Yes
MCP Server	Yes	Yes	Yes
Typed SDK	Yes	Yes	Yes
OpenAPI	Yes Best	No	Yes Best
Agent Skills	Yes	Yes	Yes
CLI	Yes	Yes	Yes
Eval Details
Integration task	# Task Using https://learning.postman.com/docs/reference/postman-api/intro-api, complete the following task: Using the Postman API, build me a script that runs a small API collec...	# 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...	# Task Using https://docs.fireworks.ai, complete the following task: Using Fireworks AI, build me a script that extracts structured data from this invoice and returns JSON: ---...
Generated files	1	1	1
Trace tool calls	19	6	11
Completed	9/26/2026	9/23/2026	9/23/2026
Stderr	None captured	None captured	None captured