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

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Superserve

Sandboxes

Deepgram

Voice STT

Summary

Compare status

Comparable

Overall score

Best

Grade

Category

Sandboxes

Voice STT

Overall rank

Best

Category rank

Best

Full eval

Open report

Agent Performance

Eval score

83%

Best

80%

Task success

Yes

Cost

$0.1340

Best

$0.2314

Tool calls

Best

Errors

Best

Runtime

44s

Best

46s

Tokens used

414,755

307,782

Best

Exit code

Best

Discoverability

Discovery score

100%

Best

100%

Best

Context7

llms.txt

MCP Server

Typed SDK

OpenAPI

Agent Skills

CLI

Eval Details

Integration task

# Task Using https://docs.superserve.ai/quickstart, complete the following task: Using Superserve, build me a script that runs a multi-step computation inside a Superserve sandbo...

# 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...

Generated files

Trace tool calls

Completed

9/27/2026

Stderr

None captured

Metric	Superserve Sandboxes	Deepgram Voice STT	Vercel Sandboxes
Summary
Compare status	Comparable	Comparable	Comparable
Overall score	88 Best	86	86
Grade	B	B	B
Category	Sandboxes	Voice STT	Sandboxes
Overall rank	#2 Best	#3	#3
Category rank	#1 Best	#1 Best	#2
Full eval	Open report	Open report	Open report
Agent Performance
Eval score	83% Best	80%	80%
Task success	Yes	Yes	Yes
Cost	$0.1340 Best	$0.2314	$0.2167
Tool calls	18	16 Best	19
Errors	6	1 Best	2
Runtime	44s Best	46s	56s
Tokens used	414,755	307,782 Best	539,446
Exit code	0 Best	0 Best	0 Best
Discoverability
Discovery score	100% Best	100% Best	100% Best
Context7	Yes	Yes	Yes
llms.txt	Yes	Yes	Yes
MCP Server	Yes	Yes	Yes
Typed SDK	Yes	Yes	Yes
OpenAPI	Yes	Yes	Yes
Agent Skills	Yes	Yes	Yes
CLI	Yes	Yes	Yes
Eval Details
Integration task	# Task Using https://docs.superserve.ai/quickstart, complete the following task: Using Superserve, build me a script that runs a multi-step computation inside a Superserve sandbo...	# 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://vercel.com/docs/sandbox, complete the following task: Using Vercel, build me a script that runs a multi-step computation inside a Vercel sandbox: 1....
Generated files	1	1	2
Trace tool calls	18	16	19
Completed	9/27/2026	9/27/2026	9/27/2026
Stderr	None captured	None captured	None captured