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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

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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

CLI Task Scoring

Eval score

92%

Best

89%

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 required tasks using the agentmail CLI correctly. Step 1: Listed inboxes (empty) th...

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

Passed+10No errors

Best

Efficiency

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

Best

Partial+3.512 tool calls (<=15, good)

Time

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

Passed+1060s (<60s, excellent)

Best

Cost

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

Best

Partial+6$0.13 ($0.10-0.20, great)

Runtime (actual)

1m 49s

59s

Best

Cost (actual)

$0.0959

Best

$0.1333

Tool calls

Best

Errors

Best

Tokens used

181,457

Best

340,255

CLI Discovery

Discovery score

95%

100%

Best

CLI exists

Passed5/5dg

Best

Passed5/5agentmail

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

Passed25/25auto detect

Best

JSON output

Passed15/15full

Best

Passed15/15full

Best

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 agentmail CLI (Agentmail), perform email operations: 1. Create a new email inbox (or list available inboxes) 2. Send an email from an inbox to "support@lightsage...

Generated files

Trace tool calls

Completed

9/27/2026

10/15/2026

Stderr

None captured

Metric	Deepgram Voice STT	Agentmail Email	Resend Email
Summary
Compare status	Comparable	Comparable	Comparable
Overall score	92 Best	92 Best	91
Grade	A	A	A
Category	Voice STT	Email	Email
Overall rank	#1 Best	#1 Best	#3
Category rank	#1 Best	#1 Best	#2
Full eval	Open report	Open report	Open report
CLI Task Scoring
Eval score	92% Best	89%	88%
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 required tasks using the agentmail CLI correctly. Step 1: Listed inboxes (empty) th... Best	Passed+30The agent successfully completed all required task steps using the official `resend` CLI binary installed via `npm insta... Best
Used CLI Correctly	Passed+20Agent used CLI commands correctly Best	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	Passed+10Partial credit: 100% Best
Zero Errors	Passed+10No errors Best	Passed+10No errors Best	Passed+10No errors Best
Efficiency	Partial+67 tool calls (<=10, great) Best	Partial+3.512 tool calls (<=15, good)	Partial+69 tool calls (<=10, great) Best
Time	Partial+6109s (1-2min, great)	Passed+1060s (<60s, excellent) Best	Partial+680s (1-2min, great)
Cost	Passed+10$0.10 (<$0.10, excellent) Best	Partial+6$0.13 ($0.10-0.20, great)	Partial+6$0.12 ($0.10-0.20, great)
Runtime (actual)	1m 49s	59s Best	1m 19s
Cost (actual)	$0.0959 Best	$0.1333	$0.1180
Tool calls	7 Best	12	9
Errors	0 Best	0 Best	0 Best
Tokens used	181,457 Best	340,255	248,805
CLI Discovery
Discovery score	95%	100% Best	100% Best
CLI exists	Passed5/5dg Best	Passed5/5agentmail Best	Passed5/5resend Best
Install docs	Passed5/5pip Best	Passed5/5npm Best	Passed5/5npm Best
Auth method	Passed25/25env var Best	Passed25/25env var Best	Passed25/25env var Best
Non-interactive	Passed25/25auto detect Best	Passed25/25auto detect Best	Passed25/25auto detect Best
JSON output	Passed15/15full Best	Passed15/15full Best	Passed15/15full Best
llms.txt	Failed0/5	Passed5/5 Best	Passed5/5 Best
Agent skill	Passed20/20 Best	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 agentmail CLI (Agentmail), perform email operations: 1. Create a new email inbox (or list available inboxes) 2. Send an email from an inbox to "support@lightsage...	# Task Using the resend CLI (Resend), perform email operations: 1. Create a new email inbox (or list available inboxes) 2. Send an email from an inbox to a ***** email with subje...
Generated files	1	1	1
Trace tool calls	7	12	9
Completed	9/27/2026	10/15/2026	9/27/2026
Stderr	None captured	None captured	None captured