LLM Model Benchmark for OpenClaw

If you’re wondering which model perform well for which task for your OpenClaw bot, you might need to checkout

👉 PinchBench

Why PinchBench?

Most LLM benchmarks test isolated capabilities. PinchBench tests what actually matters for coding agents:

Tool usage — Can the model call the right tools with the right parameters?
Multi‑step reasoning — Can it chain together actions to complete complex tasks?
Real‑world messiness — Can it handle ambiguous instructions and incomplete information?
Practical outcomes — Did it actually create the file, send the email, or schedule the meeting?

I’m surprised to see gemini-3-flash-preview as one of the top model in that list 😁