Compare companies

Side-by-side API 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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Qdrant

Vector Databases

Exa

Summary

Compare status

Comparable

Overall score

Best

Grade

Category

Vector Databases

Overall rank

#23

Best

#47

Category rank

Best

Full eval

Open report

Agent Performance

Eval score

70%

76%

Best

Task success

Yes

Cost

$0.2976

$0.2973

Best

Tool calls

Best

Errors

Best

Runtime

2m 42s

1m 58s

Best

Tokens used

512,625

439,576

Best

Exit code

Best

Discoverability

Discovery score

100%

Best

71%

Context7

Yes

Best

llms.txt

MCP Server

Typed SDK

OpenAPI

Agent Skills

CLI

Best

Eval Details

Integration task

# Task Using https://qdrant.tech/documentation, complete the following task: Using Qdrant, build me a FAQ search system: 1. Store these 3 FAQs: - Q: "How do I reset my passwo...

# Task Using https://docs.exa.ai, complete the following task: Using Exa, build me a script that runs a small web research workflow: 1. Run TWO related searches: a. A broad q...

Generated files

Trace tool calls

Completed

9/29/2026

9/23/2026

Stderr

None captured

Metric	Qdrant Vector Databases	Exa Search	ElevenLabs Voice TTS
Summary
Compare status	Comparable	Comparable	Comparable
Overall score	79	74	86 Best
Grade	B	C	B
Category	Vector Databases	Search	Voice TTS
Overall rank	#23	#47	#5 Best
Category rank	#2	#4	#1 Best
Full eval	Open report	Open report	Open report
Agent Performance
Eval score	70%	76%	81% Best
Task success	Yes	Yes	Yes
Cost	$0.2976	$0.2973	$0.1244 Best
Tool calls	19	15	10 Best
Errors	1 Best	1 Best	1 Best
Runtime	2m 42s	1m 58s	1m 22s Best
Tokens used	512,625	439,576	222,563 Best
Exit code	0 Best	0 Best	0 Best
Discoverability
Discovery score	100% Best	71%	100% Best
Context7	Yes Best	No	Yes Best
llms.txt	Yes	Yes	Yes
MCP Server	Yes	Yes	Yes
Typed SDK	Yes	Yes	Yes
OpenAPI	Yes	Yes	Yes
Agent Skills	Yes	Yes	Yes
CLI	Yes Best	No	Yes Best
Eval Details
Integration task	# Task Using https://qdrant.tech/documentation, complete the following task: Using Qdrant, build me a FAQ search system: 1. Store these 3 FAQs: - Q: "How do I reset my passwo...	# Task Using https://docs.exa.ai, complete the following task: Using Exa, build me a script that runs a small web research workflow: 1. Run TWO related searches: a. A broad q...	# Task Using https://elevenlabs.io/docs, complete the following task: Using ElevenLabs, build me a Python script that converts text to speech: 1. Follow the ElevenLabs documenta...
Generated files	1	1	1
Trace tool calls	19	15	10
Completed	9/29/2026	9/23/2026	9/23/2026
Stderr	None captured	None captured	None captured