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

Choose 2-4 companies

Selected

Company 1

Company 2

Selected

Company 1

Company 2

Deepgram

Voice STT

Prefect

Durable Workflow

Summary

Compare status

Comparable

Overall score

Best

Grade

Category

Voice STT

Durable Workflow

Overall rank

Best

#17

Category rank

Best

Full eval

Open report

Agent Performance

Eval score

81%

Best

81%

Best

Task success

Yes

Cost

$0.1728

$0.1687

Best

Tool calls

Best

Errors

Best

Runtime

1m 0s

Best

1m 20s

Tokens used

192,334

Best

260,482

Exit code

Best

Discoverability

Discovery score

100%

Best

86%

Context7

llms.txt

MCP Server

Typed SDK

OpenAPI

Best

Agent Skills

Yes

CLI

Yes

Eval Details

Integration task

# Task Using https://developers.deepgram.com/docs, complete the following task: Using the Deepgram Python SDK, build me a script that transcribes a sample audio file: 1. Install...

# 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...

Generated files

Trace tool calls

Completed

9/26/2026

9/29/2026

Stderr

None captured

Metric	Deepgram Voice STT	Prefect Durable Workflow
Summary
Compare status	Comparable	Comparable
Overall score	86 Best	82
Grade	B	B
Category	Voice STT	Durable Workflow
Overall rank	#5 Best	#17
Category rank	#1 Best	#1 Best
Full eval	Open report	Open report
Agent Performance
Eval score	81% Best	81% Best
Task success	Yes	Yes
Cost	$0.1728	$0.1687 Best
Tool calls	8 Best	10
Errors	1 Best	2
Runtime	1m 0s Best	1m 20s
Tokens used	192,334 Best	260,482
Exit code	0 Best	0 Best
Discoverability
Discovery score	100% Best	86%
Context7	Yes	Yes
llms.txt	Yes	Yes
MCP Server	Yes	Yes
Typed SDK	Yes	Yes
OpenAPI	Yes Best	No
Agent Skills	Yes	Yes
CLI	Yes	Yes
Eval Details
Integration task	# Task Using https://developers.deepgram.com/docs, complete the following task: Using the Deepgram Python SDK, build me a script that transcribes a sample audio file: 1. Install...	# 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...
Generated files	1	1
Trace tool calls	8	10
Completed	9/26/2026	9/29/2026
Stderr	None captured	None captured