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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Resend

LiveKit

Voice Infra

Summary

Compare status

Comparable

Overall score

Best

Grade

Category

Voice Infra

Overall rank

#29

Best

#66

Category rank

Best

Full eval

Open report

Agent Performance

Eval score

72%

Best

71%

Task success

Yes

Cost

$0.3754

Best

$0.4125

Tool calls

Best

Errors

Best

Runtime

1m 42s

Best

1m 48s

Tokens used

868,719

330,825

Best

Exit code

Best

Discoverability

Discovery score

86%

Best

71%

Context7

llms.txt

MCP Server

Typed SDK

OpenAPI

Best

Agent Skills

Yes

CLI

Yes

Eval Details

Integration task

# 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 "support...

# Task Using https://docs.livekit.io, complete the following task: Using the LiveKit Python SDK, build me a script that manages real-time voice infrastructure: 1. Install the of...

Generated files

Trace tool calls

Completed

9/30/2026

9/26/2026

Stderr

None captured

Metric	Resend Email	LiveKit Voice Infra	Agentmail Email
Summary
Compare status	Comparable	Comparable	Comparable
Overall score	76 Best	71	72
Grade	B	C	C
Category	Email	Voice Infra	Email
Overall rank	#29 Best	#66	#58
Category rank	#1 Best	#1 Best	#2
Full eval	Open report	Open report	Open report
Agent Performance
Eval score	72% Best	71%	66%
Task success	Yes	Yes	Yes
Cost	$0.3754	$0.4125	$0.3199 Best
Tool calls	27 Best	31	30
Errors	7	3 Best	3 Best
Runtime	1m 42s Best	1m 48s	4m 4s
Tokens used	868,719	330,825 Best	845,823
Exit code	0 Best	0 Best	0 Best
Discoverability
Discovery score	86% Best	71%	86% Best
Context7	No	No	No
llms.txt	Yes	Yes	Yes
MCP Server	Yes	Yes	Yes
Typed SDK	Yes	Yes	Yes
OpenAPI	Yes Best	No	Yes Best
Agent Skills	Yes	Yes	Yes
CLI	Yes	Yes	Yes
Eval Details
Integration task	# 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 "support...	# Task Using https://docs.livekit.io, complete the following task: Using the LiveKit Python SDK, build me a script that manages real-time voice infrastructure: 1. Install the of...	# 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	1	2	2
Trace tool calls	27	31	30
Completed	9/30/2026	9/26/2026	10/15/2026
Stderr	None captured	None captured	None captured