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Side-by-side API results for companies evaluated by Codex. Compare score, rank, discoverability, cost, errors, runtime, and the underlying eval artifacts.

Model
Claude CodeClaude CodeCodexCodex
Tooling
APICLIMCP

Choose 2-4 companies

Selected
fastCRW
Qdrant
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fastCRW

fastCRW

Webscraping

Qdrant

Qdrant

Vector Databases

Summary

Compare status

Comparable
Comparable

Overall score

84
Best
80

Grade

B
B

Category

Webscraping
Vector Databases

Overall rank

#6
Best
#13

Category rank

#1
Best
#1
Best

Full eval

Open report
Open report
Agent Performance

Eval score

78%
Best
72%

Task success

Yes
Yes

Cost

$0.2137
Best
$0.3745

Tool calls

26
Best
44

Errors

9
Best
12

Runtime

59s
Best
1m 44s

Tokens used

780,562
Best
1,799,393

Exit code

0
Best
0
Best
Discoverability

Discovery score

100%
Best
100%
Best

Context7

Yes
Yes

llms.txt

Yes
Yes

MCP Server

Yes
Yes

Typed SDK

Yes
Yes

OpenAPI

Yes
Yes

Agent Skills

Yes
Yes

CLI

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...

Generated files

1
2

Trace tool calls

26
44

Completed

9/26/2026
9/27/2026

Stderr

None captured
None captured