Benchmark profile
PinchBench
An OpenClaw agent benchmark from Kilo that measures successful task completion across standardized real-world agent workflows.
The public PinchBench snapshot ranks anthropic/claude-opus-4.8-fast first at 93.5%, ahead of Qwen3.7 Max (92.5%) and Claude Opus 4.8 (90.5%) among 58 tested models. We mirror the table as display-only evidence; it does not affect overall rankings.
How BenchLM shows PinchBench
BenchLM mirrors the public PinchBench average-success-rate view using the official snapshot updated on 07/10/2026, 12:22 AM: 58 models and 614 runs. PinchBench grades runs with automated checks plus an LLM judge.
This benchmark is display only on BenchLM. It is excluded from BenchLM overall rankings, category rankings, and weighted scoring. The table below uses average scores only, matching the public PinchBench average view rather than the best-run view.
Average success rate on PinchBench — 07/10/2026, 12:22 AM
BenchLM mirrors the published average success rate view for PinchBench. anthropic/claude-opus-4.8-fast leads the public snapshot at 93.5% , followed by Qwen3.7 Max (92.5%) and Claude Opus 4.8 (90.5%). BenchLM does not use these results to rank models overall.
anthropic/claude-opus-4.8-fast
Anthropic
Qwen3.7 Max
Alibaba
qwen/qwen3.7-max
Claude Opus 4.8
Anthropic
anthropic/claude-opus-4.8
Average success rate table (58 models)
ScoreThe published PinchBench snapshot places anthropic/claude-opus-4.8-fast first at 93.5%. The third row is 3.0 points behind. The broader top-10 range is 6.5 points, so many of the published results sit in a relatively narrow band.
58 models have been evaluated on PinchBench. The benchmark falls in the Agentic category. This category carries a 22% weight in BenchLM.ai's overall scoring system. PinchBench is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
About PinchBench
Year
2026
Tasks
23 OpenClaw agent tasks
Format
Average success rate from official runs
Difficulty
Long-horizon agent workflows
PinchBench publishes official OpenClaw runs across 23 tasks and grades results with automated checks plus an LLM judge. BenchLM mirrors the public average-score view as a display-only benchmark.
BenchLM freshness & provenance
Version
PinchBench 2026
Refresh cadence
Quarterly
Staleness state
Current
Question availability
Public benchmark set
BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.
FAQ
What does PinchBench measure?
An OpenClaw agent benchmark from Kilo that measures successful task completion across standardized real-world agent workflows.
Which model leads the published PinchBench snapshot?
anthropic/claude-opus-4.8-fast currently leads the published PinchBench snapshot with 93.5% average success rate. BenchLM shows this benchmark for display only and does not use it in overall rankings.
How many models are evaluated on PinchBench?
58 AI models are included in BenchLM's mirrored PinchBench snapshot, based on the public leaderboard captured on 07/10/2026, 12:22 AM.
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