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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AssemblyAI

Voice STT

Fireworks AI

Inference

Summary

Compare status

Comparable

Overall score

Best

Grade

Category

Voice STT

Inference

Overall rank

Best

#23

Category rank

Best

Full eval

Open report

Agent Performance

Eval score

81%

Best

76%

Task success

Yes

Cost

$0.1788

Best

$0.2194

Tool calls

Best

Errors

Best

Runtime

1m 20s

1m 12s

Best

Tokens used

238,001

Best

248,256

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://www.assemblyai.com/docs, complete the following task: Using the AssemblyAI Python SDK, build me a script that transcribes a sample audio file: 1. Install th...

# 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

Trace tool calls

Completed

9/23/2026

Stderr

None captured

Metric	AssemblyAI Voice STT	Fireworks AI Inference	Deepgram Voice STT
Summary
Compare status	Comparable	Comparable	Comparable
Overall score	86 Best	79	86 Best
Grade	B	B	B
Category	Voice STT	Inference	Voice STT
Overall rank	#5 Best	#23	#5 Best
Category rank	#1 Best	#2	#1 Best
Full eval	Open report	Open report	Open report
Agent Performance
Eval score	81% Best	76%	81% Best
Task success	Yes	Yes	Yes
Cost	$0.1788	$0.2194	$0.1728 Best
Tool calls	9	11	8 Best
Errors	1 Best	1 Best	1 Best
Runtime	1m 20s	1m 12s	1m 0s Best
Tokens used	238,001	248,256	192,334 Best
Exit code	0 Best	0 Best	0 Best
Discoverability
Discovery score	100% Best	86%	100% Best
Context7	Yes Best	No	Yes Best
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://www.assemblyai.com/docs, complete the following task: Using the AssemblyAI Python SDK, build me a script that transcribes a sample audio file: 1. Install th...	# 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: ---...	# 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	1	1	1
Trace tool calls	9	11	8
Completed	9/23/2026	9/23/2026	9/26/2026
Stderr	None captured	None captured	None captured