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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fastCRW

Webscraping

Qdrant

Vector Databases

Summary

Compare status

Comparable

Overall score

Best

Grade

Category

Webscraping

Vector Databases

Overall rank

#43

#23

Best

Category rank

Best

Full eval

Open report

Agent Performance

Eval score

65%

70%

Best

Task success

Yes

Cost

$0.5136

$0.2976

Best

Tool calls

Best

Errors

Best

Runtime

4m 13s

2m 42s

Best

Tokens used

745,117

512,625

Best

Exit code

Best

Discoverability

Discovery score

100%

Best

100%

Best

Context7

llms.txt

MCP Server

Typed SDK

OpenAPI

Agent Skills

CLI

Eval Details

Integration task

# Task Using https://docs.fastcrw.com/, complete the following task: Using the fastCRW Python SDK, build me a script that scrapes web content: 1. Install the official fastCRW Py...

# 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...

Generated files

Trace tool calls

Completed

9/23/2026

9/29/2026

Stderr

None captured

Metric	fastCRW Webscraping	Qdrant Vector Databases	ElevenLabs Voice TTS
Summary
Compare status	Comparable	Comparable	Comparable
Overall score	75	79	86 Best
Grade	B	B	B
Category	Webscraping	Vector Databases	Voice TTS
Overall rank	#43	#23	#5 Best
Category rank	#2	#2	#1 Best
Full eval	Open report	Open report	Open report
Agent Performance
Eval score	65%	70%	81% Best
Task success	Yes	Yes	Yes
Cost	$0.5136	$0.2976	$0.1244 Best
Tool calls	27	19	10 Best
Errors	4	1 Best	1 Best
Runtime	4m 13s	2m 42s	1m 22s Best
Tokens used	745,117	512,625	222,563 Best
Exit code	0 Best	0 Best	0 Best
Discoverability
Discovery score	100% Best	100% Best	100% Best
Context7	Yes	Yes	Yes
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	Yes	Yes
Eval Details
Integration task	# Task Using https://docs.fastcrw.com/, complete the following task: Using the fastCRW Python SDK, build me a script that scrapes web content: 1. Install the official fastCRW Py...	# 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://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	2	1	1
Trace tool calls	27	19	10
Completed	9/23/2026	9/29/2026	9/23/2026
Stderr	None captured	None captured	None captured