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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Jina AI

Deepgram

Voice STT

Summary

Compare status

Comparable

Overall score

Best

Grade

Category

Voice STT

Overall rank

#75

Best

Category rank

Best

Full eval

Open report

Agent Performance

Eval score

68%

80%

Best

Task success

Yes

Cost

$0.2472

$0.2314

Best

Tool calls

Best

Errors

Best

Runtime

2m 2s

46s

Best

Tokens used

1,080,477

307,782

Best

Exit code

Best

Discoverability

Discovery score

71%

100%

Best

Context7

llms.txt

MCP Server

Typed SDK

Best

OpenAPI

Yes

Agent Skills

Yes

Best

CLI

Yes

Eval Details

Integration task

# Task Using https://docs.jina.ai, complete the following task: Using Jina AI, build me a script that runs a small web research workflow: 1. Run TWO related searches: a. A br...

# 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

9/26/2026

9/27/2026

Stderr

None captured

Metric	Jina AI Search	Deepgram Voice STT	WorkOS Auth
Summary
Compare status	Comparable	Comparable	Comparable
Overall score	69	86 Best	80
Grade	C	B	B
Category	Search	Voice STT	Auth
Overall rank	#75	#3 Best	#13
Category rank	#7	#1 Best	#1 Best
Full eval	Open report	Open report	Open report
Agent Performance
Eval score	68%	80% Best	72%
Task success	Yes	Yes	Yes
Cost	$0.2472	$0.2314 Best	$0.2926
Tool calls	27	16 Best	31
Errors	6	1 Best	7
Runtime	2m 2s	46s Best	1m 22s
Tokens used	1,080,477	307,782 Best	661,876
Exit code	0 Best	0 Best	0 Best
Discoverability
Discovery score	71%	100% Best	100% Best
Context7	Yes	Yes	Yes
llms.txt	Yes	Yes	Yes
MCP Server	Yes	Yes	Yes
Typed SDK	No	Yes Best	Yes Best
OpenAPI	Yes	Yes	Yes
Agent Skills	No	Yes Best	Yes Best
CLI	Yes	Yes	Yes
Eval Details
Integration task	# Task Using https://docs.jina.ai, complete the following task: Using Jina AI, build me a script that runs a small web research workflow: 1. Run TWO related searches: a. A br...	# 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://workos.com/docs, complete the following task: Using the WorkOS Python SDK, build me a script that manages user invitations via the API: 1. Install the offic...
Generated files	1	1	1
Trace tool calls	27	16	31
Completed	9/26/2026	9/27/2026	9/27/2026
Stderr	None captured	None captured	None captured