Compare companies

Side-by-side CLI 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

Choose 2-4 companies

Selected

Company 1

Company 2

Selected

Company 1

Company 2

Deepgram

Voice STT

Vercel

Sandboxes

Summary

Compare status

Comparable

Overall score

Best

Grade

Category

Voice STT

Sandboxes

Overall rank

Best

#13

Category rank

Best

Full eval

Open report

CLI Task Scoring

Eval score

92%

Best

78%

Task Completed

Passed+30The agent successfully completed all task requirements: (1) installed the official `dg` CLI via `pip install deepctl`, (...

Best

Passed+30The agent successfully completed all task requirements: (1) Installed the official Vercel CLI via npm, (2) Verified auth...

Best

Used CLI Correctly

Passed+20Agent used CLI commands correctly

Best

Passed+20Agent used CLI commands correctly

Best

Partial Credit

Passed+10Partial credit: 100%

Best

Passed+10Partial credit: 100%

Best

Zero Errors

Passed+10No errors

Best

Failed+0Failed tool calls: 1

Efficiency

Partial+67 tool calls (<=10, great)

Best

Partial+610 tool calls (<=10, great)

Best

Time

Partial+6109s (1-2min, great)

Best

Partial+694s (1-2min, great)

Best

Cost

Passed+10$0.10 (<$0.10, excellent)

Best

Partial+6$0.11 ($0.10-0.20, great)

Runtime (actual)

1m 49s

1m 33s

Best

Cost (actual)

$0.0959

Best

$0.1072

Tool calls

Best

Errors

Best

Tokens used

181,457

Best

259,114

CLI Discovery

Discovery score

95%

Best

78%

CLI exists

Passed5/5dg

Best

Passed5/5vercel

Best

Install docs

Passed5/5pip

Best

Passed5/5npm

Best

Auth method

Passed25/25env var

Best

Passed25/25env var

Best

Non-interactive

Passed25/25auto detect

Best

Partial18/25flag

JSON output

Passed15/15full

Best

Failed0/15none

llms.txt

Failed0/5

Passed5/5

Best

Agent skill

Passed20/20

Best

Passed20/20

Best

Eval Details

Integration task

# Task Using the dg CLI (Deepgram), transcribe a sample audio file: 1. Download this sample audio file: https://storage.googleapis.com/aai-web-samples/5_common_sports_injuries...

# Task Using the vercel CLI (Vercel), create and run a serverless function locally: 1. Check auth status: `vercel whoami` 2. Create a new project directory /home/daytona/app/verc...

Generated files

Trace tool calls

Completed

9/27/2026

Stderr

None captured

Metric	Deepgram Voice STT	Vercel Sandboxes
Summary
Compare status	Comparable	Comparable
Overall score	92 Best	78
Grade	A	B
Category	Voice STT	Sandboxes
Overall rank	#1 Best	#13
Category rank	#1 Best	#3
Full eval	Open report	Open report
CLI Task Scoring
Eval score	92% Best	78%
Task Completed	Passed+30The agent successfully completed all task requirements: (1) installed the official `dg` CLI via `pip install deepctl`, (... Best	Passed+30The agent successfully completed all task requirements: (1) Installed the official Vercel CLI via npm, (2) Verified auth... Best
Used CLI Correctly	Passed+20Agent used CLI commands correctly Best	Passed+20Agent used CLI commands correctly Best
Partial Credit	Passed+10Partial credit: 100% Best	Passed+10Partial credit: 100% Best
Zero Errors	Passed+10No errors Best	Failed+0Failed tool calls: 1
Efficiency	Partial+67 tool calls (<=10, great) Best	Partial+610 tool calls (<=10, great) Best
Time	Partial+6109s (1-2min, great) Best	Partial+694s (1-2min, great) Best
Cost	Passed+10$0.10 (<$0.10, excellent) Best	Partial+6$0.11 ($0.10-0.20, great)
Runtime (actual)	1m 49s	1m 33s Best
Cost (actual)	$0.0959 Best	$0.1072
Tool calls	7 Best	10
Errors	0 Best	1
Tokens used	181,457 Best	259,114
CLI Discovery
Discovery score	95% Best	78%
CLI exists	Passed5/5dg Best	Passed5/5vercel Best
Install docs	Passed5/5pip Best	Passed5/5npm Best
Auth method	Passed25/25env var Best	Passed25/25env var Best
Non-interactive	Passed25/25auto detect Best	Partial18/25flag
JSON output	Passed15/15full Best	Failed0/15none
llms.txt	Failed0/5	Passed5/5 Best
Agent skill	Passed20/20 Best	Passed20/20 Best
Eval Details
Integration task	# Task Using the dg CLI (Deepgram), transcribe a sample audio file: 1. Download this sample audio file: https://storage.googleapis.com/aai-web-samples/5_common_sports_injuries...	# Task Using the vercel CLI (Vercel), create and run a serverless function locally: 1. Check auth status: `vercel whoami` 2. Create a new project directory /home/daytona/app/verc...
Generated files	1	3
Trace tool calls	7	10
Completed	9/27/2026	9/27/2026
Stderr	None captured	None captured