Model Resource Profiler

Analyze code performance to identify bottlenecks, detect redundant computations and blocking operations, and provide optimization recommendations.

Live LLM model intelligence from OpenRouter. Compare pricing, search models by name, find the best model for any task — code, reasoning, creative, fast, chea...

Fetch real-time OpenRouter usage totals and historical per-model spend. Use when the user asks for usage, spend, cost breakdown, or OpenRouter stats. Not for system health or non-LLM metrics.

Profile and optimize application performance. Use when diagnosing slow code, measuring CPU/memory usage, generating flame graphs, benchmarking functions, load testing APIs, finding memory leaks, or optimizing database queries.

Detect local hardware (RAM, CPU, GPU/VRAM) and recommend the best-fit local LLM models with optimal quantization, speed estimates, and fit scoring.

Discover and route Volcengine AI model capabilities. Use when users ask which model to use, need endpoint capability checks, or require model selection matrices.