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

Stripe

Payment

Fireworks AI

Inference

Summary

Compare status

Comparable

No tokens used recorded

Overall score

—

Grade

—

Category

Payment

Inference

Overall rank

#29

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Category rank

—

Full eval

Open report

Agent Performance

Eval score

72%

—

Task success

Yes

—

Cost

$0.3000

—

Tool calls

—

Errors

—

Runtime

1m 2s

—

Tokens used

238,000

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Exit code

—

Discoverability

Discovery score

86%

—

Context7

Yes

—

llms.txt

Yes

—

MCP Server

Yes

—

Typed SDK

Yes

—

OpenAPI

—

Agent Skills

Yes

—

CLI

Yes

—

Eval Details

Integration task

# 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...

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Generated files

—

Trace tool calls

—

Completed

9/27/2026

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Stderr

None captured

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Metric	Stripe Payment	Fireworks AI Inference
Summary
Compare status	Comparable	No tokens used recorded
Overall score	76	—
Grade	B	—
Category	Payment	Inference
Overall rank	#29	—
Category rank	#1	—
Full eval	Open report	Open report
Agent Performance
Eval score	72%	—
Task success	Yes	—
Cost	$0.3000	—
Tool calls	26	—
Errors	1	—
Runtime	1m 2s	—
Tokens used	238,000	—
Exit code	0	—
Discoverability
Discovery score	86%	—
Context7	Yes	—
llms.txt	Yes	—
MCP Server	Yes	—
Typed SDK	Yes	—
OpenAPI	No	—
Agent Skills	Yes	—
CLI	Yes	—
Eval Details
Integration task	# 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	2	—
Trace tool calls	26	—
Completed	9/27/2026	—
Stderr	None captured	—