Features
Two-stage scoring: HTTP interception + LLM judge
283 live tasks across 163 live platforms
Public leaderboard with cost/task metrics
Multiple evaluation harnesses (Claw-Eval, WildClawBench, ClawMark)
Open-source dataset and traces on Hugging Face
CLI tool: pip install clawbench-eval
Supports V1 and V2 corpora
Scoring rubrics: lenient and strict reward
Gradio Space for interactive leaderboard browsing
Model submission and comparison support
Task gallery and trace visualization
Integration with other benchmarks (WebVoyager, OSWorld)
5-layer trace bundles with video, HAR, agent reasoning
JSONL-native dataset for SFT/DPO/PRM-ready fine-tuning
Weekly refreshed traces with 283+ tasks
AI university matching based on profile
Admission chance prediction using admit data
Profile matching with past applicants
AI essay feedback and editing
Personalized MyList with deadlines
Real student reviews and insights
24/7 personal support team
AI explanations for predictions
Multi-country search (USA, UK, Canada, Australia, Japan)
Free AI tools with limited features
RB Recommendation feature
Match accuracy indicators
School/enterprise pricing available
