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

Prefect

Durable Workflow

fastCRW

Webscraping

Summary

Compare status

Comparable

Overall score

Best

Grade

Category

Durable Workflow

Webscraping

Overall rank

#50

Best

Category rank

Best

Full eval

Open report

Agent Performance

Eval score

74%

78%

Best

Task success

Yes

Cost

$0.3187

$0.2137

Best

Tool calls

Best

Errors

Best

Runtime

1m 42s

59s

Best

Tokens used

500,718

Best

780,562

Exit code

Best

Discoverability

Discovery score

71%

100%

Best

Context7

Yes

Best

llms.txt

MCP Server

Typed SDK

OpenAPI

Best

Agent Skills

Yes

CLI

Yes

Eval Details

Integration task

# Task Using https://docs.prefect.io, complete the following task: Using the Prefect Python SDK, build me a script that defines and executes a simple 3-step workflow: 1. Install...

# Task Using https://docs.fastcrw.com/, complete the following task: Using the fastCRW Python SDK, build me a script that scrapes web content: 1. Install the official fastCRW Py...

Generated files

Trace tool calls

Completed

9/29/2026

9/26/2026

Stderr

None captured

Metric	Prefect Durable Workflow	fastCRW Webscraping
Summary
Compare status	Comparable	Comparable
Overall score	73	84 Best
Grade	C	B
Category	Durable Workflow	Webscraping
Overall rank	#50	#6 Best
Category rank	#2	#1 Best
Full eval	Open report	Open report
Agent Performance
Eval score	74%	78% Best
Task success	Yes	Yes
Cost	$0.3187	$0.2137 Best
Tool calls	19 Best	26
Errors	1 Best	9
Runtime	1m 42s	59s Best
Tokens used	500,718 Best	780,562
Exit code	0 Best	0 Best
Discoverability
Discovery score	71%	100% Best
Context7	No	Yes Best
llms.txt	Yes	Yes
MCP Server	Yes	Yes
Typed SDK	Yes	Yes
OpenAPI	No	Yes Best
Agent Skills	Yes	Yes
CLI	Yes	Yes
Eval Details
Integration task	# Task Using https://docs.prefect.io, complete the following task: Using the Prefect Python SDK, build me a script that defines and executes a simple 3-step workflow: 1. Install...	# Task Using https://docs.fastcrw.com/, complete the following task: Using the fastCRW Python SDK, build me a script that scrapes web content: 1. Install the official fastCRW Py...
Generated files	1	1
Trace tool calls	19	26
Completed	9/29/2026	9/26/2026
Stderr	None captured	None captured