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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
The LLM Anti-Framework
| Date | Stars |
|---|---|
| 2026-07-31 | 1520 |
| 2026-08-06 | 1520 |
Today
— stars today
This week
— stars this week
This month
— stars this month
Momentum
15.0
growth rate 0.00%/day
<p align="center">
<a href="https://mirascope.com/#mirascope">
<img src="https://mirascope.com/icons/logo-with-text.png" />
</a>
</p>
<p align="center">
<a href="https://github.com/Mirascope/mirascope/actions/workflows/ci.yml" target="_blank"><img src="https://github.com/Mirascope/mirascope/actions/workflows/ci.yml/badge.svg?branch=main" alt="Tests"/></a>
<a href="https://app.codecov.io/github/Mirascope/mirascope" target="_blank"><img src="https://codecov.io/github/Mirascope/mirascope/graph/badge.svg?token=HAEAWT3KC9" alt="Coverage"/></a>
<a href="https://pypi.org/project/mirascope/" target="_blank"><img src="https://img.shields.io/pypi/v/mirascope.svg" alt="PyPI Version"/></a>
<a href="https://pypi.org/project/mirascope/" target="_blank"><img src="https://img.shields.io/pypi/pyversions/mirascope.svg" alt="Python Versions"/></a>
<a href="https://github.com/Mirascope/mirascope/blob/main/python/LICENSE" target="_blank"><img src="https://img.shields.io/badge/License-MIT-blue.svg" alt="License"/></a>
</p>
---
## Mirascope
Welcome to Mirascope, which allows you to use any frontier LLM with one unified interface.
## Quick Start
Install Mirascope:
```bash
uv add "mirascope[all]"
```
### Call LLMs with a Decorator
```python
from mirascope import llm
@llm.call("anthropic/claude-sonnet-4-5")
def recommend_book(genre: str):
return f"Recommend a {genre} book."
response = recommend_book("fantasy")
print(response.text())
```
### Get Structured Output
```python
from pydantic import BaseModel
from mirascope import llm
class Book(BaseModel):
title: str
author: str
@llm.call("anthropic/claude-sonnet-4-5", format=Book)
def recommend_book(genre: str):
return f"Recommend a {genre} book."
book = recommend_book("fantasy").parse()
print(f"{book.title} by {book.author}")
```
### Build an Agent with Tools
```python
from pydantic import BaseModel
from mirascope import llm
class Book(BaseModel):
title: str
author: str
@llm.tool
def get_available_books(genre: str) -> list[Book]:
"""Get available books in the library by genre."""
return [Book(title="The Name of the Wind", author="Patrick Rothfuss")]
@llm.call("anthropic/claude-sonnet-4-5", tools=[get_available_books], format=Book)
def librarian(request: str):
return f"You are a librarian. Help the user: {request}"
response = librarian("I want a fantasy book")
while response.tool_calls:
response = response.resume(response.execute_tools())
book = response.parse()
print(f"Recommending: {book.title} by {book.author}")
```
For streaming, async, multi-turn conversations, and more, see the [full documentation](https://mirascope.com/docs).
## Monorepo Structure
This project is structured as a monorepo, that conceptually divides into four parts:
- `python/` contains the Python implementation, and examples (in `python/examples`)
- `typescript/` contains the Typescript implementation, and examples (in `typescript/examples`)
- `website/` contains the marketing website (docs, blog, landing page)
- `docs/` contains the unified cross-language documentation (in `docs/content`), as well as configuration needed to build the docs
For detailed information about the codebase structure, architecture, and design decisions, see [`STRUCTURE.md`](STRUCTURE.md).
## Developing the site
Use `bun run website:dev` to launch the dev server.
Note that [Bun](http://bun.sh/) must be installed.
## CI and local testing
We currently have four CI jobs:
- codespell: Checks for common misspellings including python, typescript, and docs repos
- python-lint: Linting and typechecking for Python code
- typescript-lint: Linting and typechecking for Typescript code
- cloudflare docs build: Builds and previews the documentation site
You can run `bun run ci` in the root directory to run all CI checks locally. If adding new checks to GitHub CI, please also add it to the ci script in root `package.json` as well.
## Versioning
Mirascope uExcerpt of 4,169 characters
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Would you bet a product on this? Bounded 0–100 and slow moving.
matched fp:23ce3a7a8a9915e0, topic:llm
matched fp:23ce3a7a8a9915e0, topic:llm-agent
matched fp:23ce3a7a8a9915e0, topic:developer-tools