Compare companies

Side-by-side API results for companies evaluated by Kilo 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

OpenRouter

Inference

Summary

Compare status

Comparable

Overall score

Best

Grade

Category

Voice STT

Inference

Overall rank

Best

Category rank

Best

Full eval

Open report

Agent Performance

Eval score

94%

Best

94%

Best

Task success

Yes

Cost

$0.0259

$0.0179

Best

Tool calls

Best

Errors

Best

Runtime

38s

Best

50s

Tokens used

106,629

77,513

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://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://openrouter.ai/docs, complete the following task: Using OpenRouter, build me a script that extracts structured data from this invoice and returns JSON: --- I...

Generated files

Trace tool calls

Completed

10/20/2026

Stderr

None captured

Metric	Deepgram Voice STT	OpenRouter Inference	Fireworks AI Inference
Summary
Compare status	Comparable	Comparable	Comparable
Overall score	95 Best	95 Best	93
Grade	A	A	A
Category	Voice STT	Inference	Inference
Overall rank	#1 Best	#1 Best	#3
Category rank	#1 Best	#1 Best	#2
Full eval	Open report	Open report	Open report
Agent Performance
Eval score	94% Best	94% Best	90%
Task success	Yes	Yes	Yes
Cost	$0.0259	$0.0179 Best	$0.0398
Tool calls	5	4 Best	6
Errors	0 Best	0 Best	0 Best
Runtime	38s Best	50s	59s
Tokens used	106,629	77,513 Best	130,272
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://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://openrouter.ai/docs, complete the following task: Using OpenRouter, build me a script that extracts structured data from this invoice and returns JSON: --- I...	# Task Using https://docs.fireworks.ai, complete the following task: Using Fireworks AI, build me a script that extracts structured data from this invoice and returns JSON: ---...
Generated files	2	2	2
Trace tool calls	5	4	6
Completed	10/20/2026	10/20/2026	10/20/2026
Stderr	None captured	None captured	None captured