ToolOps: Stop Rewriting the Same Boilerplate Every Time You Build an AI Agent

Short summary

ToolOps is a Python SDK that wraps AI agent tool calls with caching, retries, circuit breakers, and observability—eliminating boilerplate infrastructure code and reducing LLM costs by up to 90%. It provides @readonly and @sideeffect decorators, integrates with LangChain, CrewAI, and LlamaIndex, and generates enterprise-grade monitoring logs. Developers gain production reliability without custom infrastructure.

• •Framework-agnostic Python decorator SDK for production-safe AI agent tool calls
• •Semantic caching and request deduplication reduce LLM costs by up to 90%
• •Works with LangChain, CrewAI, LlamaIndex, MCP with structured JSON observability

Generated with AI, which can make mistakes.