Best Benchmark for Vibe Coding

OctoCodingBench 

Leaderboard

1. Claude 4.5 Opus

2. MiniMax M2.1

3. DeepSeek V3.2 ...

https://huggingface.co/datasets/MiniMaxAI/OctoCodingBench 

https://x.com/TeksEdge/status/2011089680989831248  

Best AI for Vibe Coding

Stop overpaying for worse tools.
https://www.reddit.com/r/vibecoding/comments/1n87uod/stop_overpaying_for_worse_tools/


Secure AI Coding With Snyk: Now Supporting Model Context Protocol (MCP)

LiveBench

https://livebench.ai/#/?Coding=a&Agentic+Coding=a&Data+Analysis=a&IF=a  

https://www.swebench.com

https://www.vellum.ai/best-llm-for-coding

GSO Leaderboard

https://livecodebench.github.io/gso.html

https://epoch.ai/benchmarks

https://aider.chat/docs/leaderboards/edit.html

https://huggingface.co/spaces/bigcode/bigcode-models-leaderboard

https://bigcode-bench.github.io

https://swe-agent.com/latest/

https://docs.openhands.dev/overview/skills

Are there any good coding IDEs that do BYOK
https://www.reddit.com/r/vibecoding/comments/1of47um/are_there_any_good_coding_ides_that_do_byok/


https://openrouter.ai/pricing

Bring Your Own Model   BYOM

Bring Your Own Key       BYOK
Control Your Own Key    CYOK

Hold Your Own Key        HYOK 

BYOK, CYOK, HYOK: Cloud Key Management Explained

llm ai vibe code coding