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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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Jina AI

Deepgram

Voice STT

Summary

Compare status

Comparable

Overall score

Best

Grade

Category

Voice STT

Overall rank

#14

Best

Category rank

Best

Full eval

Open report

CLI Task Scoring

Eval score

80%

92%

Best

Task Completed

Passed+30The agent successfully completed all required steps: (1) installed jina-cli via official pip package, (2) ran two relate...

Best

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

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+3.515 tool calls (<=15, good)

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

Best

Time

Partial+3.5124s (2-3min, good)

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

Best

Cost

Partial+3.5$0.24 ($0.20-0.40, good)

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

Best

Runtime (actual)

2m 3s

1m 49s

Best

Cost (actual)

$0.2431

$0.0959

Best

Tool calls

Best

Errors

Best

Tokens used

436,557

181,457

Best

CLI Discovery

Discovery score

70%

95%

Best

CLI exists

Passed5/5jina

Best

Passed5/5dg

Best

Install docs

Passed5/5pip

Best

Passed5/5pip

Best

Auth method

Passed25/25env var

Best

Passed25/25env var

Best

Non-interactive

Failed0/25none

Passed25/25auto detect

Best

JSON output

Passed15/15full

Best

Passed15/15full

Best

llms.txt

Failed0/5

Best

Failed0/5

Best

Agent skill

Passed20/20

Best

Passed20/20

Best

Eval Details

Integration task

# Task Using the jina CLI (Jina AI), run a small research workflow: 1. Run TWO related searches to build a picture of a topic: a. A broad query: "grid-scale battery storage ad...

# 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...

Generated files

Trace tool calls

Completed

9/27/2026

Stderr

None captured

Metric	Jina AI Search	Deepgram Voice STT	WorkOS Auth
Summary
Compare status	Comparable	Comparable	Comparable
Overall score	77	92 Best	79
Grade	B	A	B
Category	Search	Voice STT	Auth
Overall rank	#14	#1 Best	#12
Category rank	#3	#1 Best	#1 Best
Full eval	Open report	Open report	Open report
CLI Task Scoring
Eval score	80%	92% Best	73%
Task Completed	Passed+30The agent successfully completed all required steps: (1) installed jina-cli via official pip package, (2) ran two relate... Best	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 official workos CLI. It installed workos via npm, explored... 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	Failed+0Failed tool calls: 4
Efficiency	Partial+3.515 tool calls (<=15, good)	Partial+67 tool calls (<=10, great) Best	Partial+3.515 tool calls (<=15, good)
Time	Partial+3.5124s (2-3min, good)	Partial+6109s (1-2min, great) Best	Partial+6108s (1-2min, great) Best
Cost	Partial+3.5$0.24 ($0.20-0.40, good)	Passed+10$0.10 (<$0.10, excellent) Best	Partial+3.5$0.24 ($0.20-0.40, good)
Runtime (actual)	2m 3s	1m 49s	1m 48s Best
Cost (actual)	$0.2431	$0.0959 Best	$0.2368
Tool calls	15	7 Best	15
Errors	0 Best	0 Best	4
Tokens used	436,557	181,457 Best	462,595
CLI Discovery
Discovery score	70%	95% Best	95% Best
CLI exists	Passed5/5jina Best	Passed5/5dg Best	Passed5/5workos Best
Install docs	Passed5/5pip Best	Passed5/5pip Best	Passed5/5npm Best
Auth method	Passed25/25env var Best	Passed25/25env var Best	Passed25/25env var Best
Non-interactive	Failed0/25none	Passed25/25auto detect Best	Passed25/25auto detect Best
JSON output	Passed15/15full Best	Passed15/15full Best	Passed15/15full Best
llms.txt	Failed0/5 Best	Failed0/5 Best	Failed0/5 Best
Agent skill	Passed20/20 Best	Passed20/20 Best	Passed20/20 Best
Eval Details
Integration task	# Task Using the jina CLI (Jina AI), run a small research workflow: 1. Run TWO related searches to build a picture of a topic: a. A broad query: "grid-scale battery storage ad...	# 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 workos CLI (WorkOS), perform the following user and organization management tasks: 1. Explore available commands: `workos --help` 2. List all existing users: `wo...
Generated files	2	1	1
Trace tool calls	15	7	15
Completed	9/27/2026	9/27/2026	9/27/2026
Stderr	None captured	None captured	None captured