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

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
Summary
Compare status	Comparable	Comparable
Overall score	77	92 Best
Grade	B	A
Category	Search	Voice STT
Overall rank	#14	#1 Best
Category rank	#3	#1 Best
Full eval	Open report	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	15	7 Best
Errors	0 Best	0 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	2	1
Trace tool calls	15	7
Completed	9/27/2026	9/27/2026
Stderr	None captured	None captured