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

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Company 1

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Company 1

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Jina AI

Deepgram

Voice STT

Summary

Compare status

Comparable

Overall score

Best

Grade

Category

Voice STT

Overall rank

#66

Best

Category rank

Best

Full eval

Open report

Agent Performance

Eval score

71%

81%

Best

Task success

Yes

Cost

$0.4145

$0.1728

Best

Tool calls

Best

Errors

Best

Runtime

4m 35s

1m 0s

Best

Tokens used

685,219

192,334

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

9/23/2026

9/26/2026

Stderr

None captured

Metric	Jina AI Search	Deepgram Voice STT	WorkOS Auth
Summary
Compare status	Comparable	Comparable	Comparable
Overall score	71	86 Best	84
Grade	C	B	B
Category	Search	Voice STT	Auth
Overall rank	#66	#5 Best	#11
Category rank	#6	#1 Best	#1 Best
Full eval	Open report	Open report	Open report
Agent Performance
Eval score	71%	81% Best	78%
Task success	Yes	Yes	Yes
Cost	$0.4145	$0.1728 Best	$0.1885
Tool calls	21	8 Best	14
Errors	0 Best	1	4
Runtime	4m 35s	1m 0s Best	1m 17s
Tokens used	685,219	192,334 Best	365,962
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	21	8	14
Completed	9/23/2026	9/26/2026	9/23/2026
Stderr	None captured	None captured	None captured