Notysoty

Takes a GitHub issue and produces a step-by-step implementation plan with file locations and code changes needed.

Writes clear migration guides for library upgrades, breaking API changes, or framework version bumps.

Converts a workflow description into a LangGraph node/edge graph with typed state, conditional routing, and human-in-the-loop checkpoints.

Reads a codebase or system description and produces a clear, structured architecture overview with diagrams.

Sets up a prompt versioning system with naming conventions, diff tracking, A/B evaluation gates before promotion, and rollback triggers.

Recommends the right caching layer, TTL strategy, and invalidation approach for any application bottleneck.

Analyzes React components for performance, accessibility, and modern hook usage.

Reviews an AI-generated response or LLM application output for factual risks, hallucination patterns, and confidence calibration issues.

Generates a detailed, SEO-optimized blog post outline with H2/H3 structure, key points per section, and a hook.

Audits an AI application for unnecessary token spend and recommends prompt caching, model routing, and token reduction techniques to cut costs.

Generates production-ready docker-compose.yml files for any application stack.

Generates a concise, copy-paste-ready quickstart guide for any SDK or library.