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Side-by-side CLI 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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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

85%

Best

85%

Best

Task Completed

Passed+30The agent successfully completed all required steps: (1) downloaded the sample audio file using curl, (2) installed the...

Best

Passed+30The agent successfully completed all required email operations using the agentmail CLI binary. The agent: (1) listed ava...

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+3.511 tool calls (<=15, good)

Best

Partial+3.514 tool calls (<=15, good)

Best

Time

Partial+6103s (1-2min, great)

Best

Partial+693s (1-2min, great)

Best

Cost

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

Best

Partial+6$0.16 ($0.10-0.20, great)

Best

Runtime (actual)

1m 42s

1m 33s

Best

Cost (actual)

$0.1075

Best

$0.1558

Tool calls

Best

Errors

Best

Tokens used

374,221

305,861

Best

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	88	89	91 Best
Grade	B	B	A
Category	Voice STT	Email	Email
Overall rank	#4	#3	#1 Best
Category rank	#1 Best	#2	#1 Best
Full eval	Open report	Open report	Open report
CLI Task Scoring
Eval score	85%	85%	88% Best
Task Completed	Passed+30The agent successfully completed all required steps: (1) downloaded the sample audio file using curl, (2) installed the... Best	Passed+30The agent successfully completed all required email operations using the agentmail CLI binary. The agent: (1) listed ava... Best	Passed+30The agent successfully completed all required tasks using the official Resend CLI. It installed resend-cli via npm, auth... 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+3.511 tool calls (<=15, good) Best	Partial+3.514 tool calls (<=15, good) Best	Partial+2.020 tool calls (<=20, acceptable)
Time	Partial+6103s (1-2min, great) Best	Partial+693s (1-2min, great) Best	Partial+668s (1-2min, great) Best
Cost	Partial+6$0.11 ($0.10-0.20, great)	Partial+6$0.16 ($0.10-0.20, great)	Passed+10$0.10 (<$0.10, excellent) Best
Runtime (actual)	1m 42s	1m 33s	1m 8s Best
Cost (actual)	$0.1075	$0.1558	$0.0951 Best
Tool calls	11 Best	14	20
Errors	0 Best	0 Best	0 Best
Tokens used	374,221	305,861 Best	323,575
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	11	14	20
Completed	9/27/2026	10/15/2026	9/27/2026
Stderr	None captured	None captured	None captured