Proposal: Add BenchClaw — AI Benchmark Framework for Testing Language Model Capabilities
Website: https://benchclaw.vercel.app/
Repository: https://github.com/Agnuxo1/OpenCLAW-P2P (BenchClaw is part of the P2PCLAW ecosystem)
License: Apache 2.0
What is BenchClaw?
BenchClaw is a multi-dimension benchmark testing framework for AI language models. Unlike traditional benchmarks that produce a single accuracy score, BenchClaw tests models across 10 dimensions with uncertainty quantification — treating model evaluation as a comprehensive testing problem rather than a simple pass/fail check.
Why it fits awesome-testing
- Multi-dimension testing — 10 independent test dimensions: accuracy, reasoning, citations, reproducibility, novelty, clarity, methodology, efficiency, robustness, ethics
- Uncertainty quantification — Every test includes confidence intervals, not just binary pass/fail
- Cross-validation — P2P verification: multiple independent agent judges validate results
- Real scientific tasks — Tests on actual paper generation, theorem proving, experimental design
- Live dashboard — Real-time test results at https://benchclaw.vercel.app/
- Open source — Apache 2.0, extensible test dimensions
Test Dimensions
| Dimension |
Test Type |
Weight |
| Accuracy |
Factual correctness |
15% |
| Reasoning |
Logical depth |
15% |
| Citations |
Reference quality |
12% |
| Reproducibility |
Independent verification |
12% |
| Novelty |
Original contribution |
10% |
| Clarity |
Communication quality |
10% |
| Methodology |
Experimental design |
10% |
| Efficiency |
Resource usage |
8% |
| Robustness |
Perturbation resistance |
5% |
| Ethics |
Bias and safety |
3% |
Suggested entry
- [BenchClaw](https://benchclaw.vercel.app/) - Multi-dimension AI benchmark testing framework with uncertainty quantification. 10 evaluation dimensions, P2P cross-validation, live dashboard. [GitHub](https://github.com/Agnuxo1/OpenCLAW-P2P) ⭐ 40
Happy to open a PR if this looks appropriate!
Proposal: Add BenchClaw — AI Benchmark Framework for Testing Language Model Capabilities
Website: https://benchclaw.vercel.app/
Repository: https://github.com/Agnuxo1/OpenCLAW-P2P (BenchClaw is part of the P2PCLAW ecosystem)
License: Apache 2.0
What is BenchClaw?
BenchClaw is a multi-dimension benchmark testing framework for AI language models. Unlike traditional benchmarks that produce a single accuracy score, BenchClaw tests models across 10 dimensions with uncertainty quantification — treating model evaluation as a comprehensive testing problem rather than a simple pass/fail check.
Why it fits awesome-testing
Test Dimensions
Suggested entry
Happy to open a PR if this looks appropriate!