agents benchmark
PinchBench
PinchBench evaluates coding agents on real-world agentic coding tasks, measuring both best-case and average performance across complex software engineering scenarios.
Updated Aug 11, 2026
Models4
Model coverage4
MetricScore
EvidenceB
PinchBench Ranking
Higher score ranks better on this benchmark.
| 01 | NV | 90.0% | 100.0% | 4 | C | |
| 02 | XI | 81.2% | 66.7% | 4 | C | |
| 03 | XI | 81.0% | 33.3% | 4 | C | |
| 04 | ZA | 80.7% | 0.0% | 4 | C |
PinchBench Score Distribution
A closer view of the leading scores on this benchmark.
PinchBench Highlights
The leading models and scores on this benchmark.
What is PinchBench?
What PinchBench measures and how its scores work.
PinchBench evaluates coding agents on real-world agentic coding tasks, measuring both best-case and average performance across complex software engineering scenarios.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- PinchBench
- Modality
- text
- Primary category
- agents
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- pinchbench|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about PinchBench.
Which model scores highest on PinchBench?
Nemotron 3 Ultra (550B A55B) is currently ranked first with 90.0%.
What does PinchBench measure?
PinchBench evaluates coding agents on real-world agentic coding tasks, measuring both best-case and average performance across complex software engineering scenarios.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
4 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.