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Mirascope

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Category:AI Agent Development Frameworks

Overview

Mirascope is an open-source library for calling LLMs, defining tools and parsing structured responses through a unified interface.

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Mirascope is an open-source library for calling LLMs, defining tools and parsing structured responses through a unified interface. Its repository contains Python and TypeScript implementations; the current examples use decorators and explicit tool-execution loops.

MIT-licensed library. Model providers charge separately; hosted observability has separate terms.
Historical tutorial: Mirascope with Ollama, April 23, 2024.

Product overview

Capabilities, pricing and fit

Mirascope is an open-source library for calling LLMs, defining tools and parsing structured responses through a unified interface. Its repository contains Python and TypeScript implementations; the current examples use decorators and explicit tool-execution loops.

Information as of September 30, 2026

What it can do

  • Workflow

    Define LLM calls and tools in application code.[1], [2]

  • Configuration

    Parse structured responses into Pydantic models; resume calls after executing tools.[1], [2]

Where it fits best

  • Developers building LLM applications with explicit control over their agent loop.[1], [2]

Pricing and availability

MIT-licensed library; model providers and deployment infrastructure charge separately.[1], [2]

Platforms: Developer library / source code[1], [2]

Access: Developer-managed[1], [2]

Sources (2)
  1. Mirascope — product evidenceGitHub · checked 2026-09-30
  2. Mirascope — documentation and detailsOfficial site · checked 2026-09-30

Autonomy level

67/100

Our subjective rating of how independently the product carries out its documented tasks, considering the human setup, input, approval and review it needs. This is not a measured success rate.

Reasoning: Mirascope structures model calls, tool definitions and responses within application code. Developers write the execution loop, decide which tools may run and handle approvals and results.

Comparisons

Custom Comparisons

Some of the use cases of Mirascope:

  • Developers building LLM applications with explicit control over their agent loop.

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Pricing model:

free

Code access:

open-source

Popularity level: 55%

Industries:

Software DevelopmentBusiness AutomationResearch

Tags:

open-sourceLLMAI frameworkdeveloper toolsmulti-provider support

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