Real tools solving real problems. No login required. Everything runs fast and costs less than you think.
Test drive 4 production-ready AI agents: code review, debugging, architecture advice, and performance optimization. See error boundaries and caching in action.
Advanced ML cost comparison. Now with 8+ models, multi-model comparison charts, and break-even analysis for self-hosting.
AI-powered code review that catches bugs, security issues, and performance problems. Try it with your own code or explore examples.
Accurate token counting for all major models. Paste your prompts and see the real cost.
See how different models embed your text. Understand semantic similarity at a glance.
Estimate response times based on model, prompt size, and current load.
Test your prompts against common injection attacks. Keep your agents secure.
Watch agents work together: spec analysis → code generation → testing → documentation. Real coordination patterns from production.
AI-powered build optimization. Predicts test failures, suggests fixes, and auto-generates missing tests.
Real-time ML observability. Track token usage, latency, errors, and costs across all your agents.
Battle-tested patterns for ML in production. Caching, serving, monitoring, and cost optimization.
CLI tool for estimating agent costs. Supports all major providers and includes caching calculations.
High-performance caching proxy for LLM APIs. Semantic matching, TTL support, and cost tracking.