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MIRASCOPE
Provider-agnostic toolkit for building observable LLM agents
MIT
ABOUT
Mirascope helps developers build production LLM agents without heavy framework abstractions by unifying provider APIs while preserving control, type safety, observability, and reliable tool-calling patterns.
INSTALL
pip install mirascope[all]INTEGRATION GUIDE
1. Build tool-using LLM agents with OpenAI, Anthropic, Google, and other providers
2. Add tracing, versioning, and cost tracking to LLM application workflows
3. Generate structured outputs from LLMs using typed schemas and validation
4. Stream model responses and manage multi-turn conversation history
TAGS
llmagentsai-sdktool-callingstructured-outputsobservabilityprompt-engineeringpythontypescript