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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Deepgram

Voice STT

Agentmail

Summary

Compare status

Comparable

Overall score

Best

Grade

Category

Voice STT

Overall rank

Best

Category rank

Best

Full eval

Open report

Agent Performance

Eval score

81%

87%

Best

Task success

Yes

Cost

$0.1728

$0.1296

Best

Tool calls

Best

Errors

Best

Runtime

1m 0s

43s

Best

Tokens used

192,334

163,781

Best

Exit code

Best

Discoverability

Discovery score

100%

Best

86%

Context7

Yes

Best

llms.txt

MCP Server

Typed SDK

OpenAPI

Agent Skills

CLI

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.agentmail.to, complete the following task: Using Agentmail, build me a script that: 1. Create a new email inbox 2. Send an email from that inbox to "su...

Generated files

Trace tool calls

Completed

9/26/2026

10/15/2026

Stderr

None captured

Metric	Deepgram Voice STT	Agentmail Email	Resend Email
Summary
Compare status	Comparable	Comparable	Comparable
Overall score	86 Best	86 Best	72
Grade	B	B	C
Category	Voice STT	Email	Email
Overall rank	#5 Best	#5 Best	#59
Category rank	#1 Best	#1 Best	#2
Full eval	Open report	Open report	Open report
Agent Performance
Eval score	81%	87% Best	66%
Task success	Yes	Yes	Yes
Cost	$0.1728	$0.1296 Best	$0.5267
Tool calls	8	6 Best	22
Errors	1 Best	1 Best	5
Runtime	1m 0s	43s Best	3m 37s
Tokens used	192,334	163,781 Best	566,025
Exit code	0 Best	0 Best	0 Best
Discoverability
Discovery score	100% Best	86%	86%
Context7	Yes Best	No	No
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://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.agentmail.to, complete the following task: Using Agentmail, build me a script that: 1. Create a new email inbox 2. Send an email from that inbox to "su...	# Task Using https://resend.com/docs, complete the following task: Using Resend, build me a script that: 1. Create a new email inbox 2. Send an email from that inbox to "*******...
Generated files	1	1	1
Trace tool calls	8	6	22
Completed	9/26/2026	10/15/2026	9/30/2026
Stderr	None captured	None captured	None captured