The LLM Anti-Framework
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+38
STARS · LAST 30 DAYS
1
PER DAY
#656
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +38 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +3 | +10 |
mirascope gained 38 stars in the last 30 days, about 1 a day, and now has 1.5K. It is about 3 years old and has averaged roughly 510 stars a year. It ranks #656 among Python repositories and #4,802 across all languages on GitHubRepo.
Trending Record
8
DAYS ON TRENDING
#5487
BEST RANK
Oct 9, 2026
FIRST APPEARANCE
Active
STATUS TODAY
mirascope has maintained a continuous presence across global trending indexes, peaking at #5487. Below is the 30-day activity profile:
💡 Overview
mirascope is an open-source project written in Python: The LLM Anti-Framework.
Engineered for speed, consistency, and developer ease, it solves common hurdles in artificial-intelligence, developer-tools, llm. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install mirascope⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
mirascope coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with mirascope.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install mirascope using your package manager: `pip install mirascope`
Initialize your project workspace or configuration file for mirascope.
Import mirascope into your codebase or invoke it directly from your terminal.
Execute your test suite or run `mirascope --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
Mirascope/mirascope is currently ranked #4,802 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #4,797 | JetBrains/intellij-platform-gradle-plugin | Kotlin | ★ 1.5K | Compare ↗ |
| #4,797 | tddworks/ClaudeBar | Swift | ★ 1.5K | Compare ↗ |
| #4,797 | firelex/jeff | Python | ★ 1.5K | Compare ↗ |
| #4,800 | janbjorge/pgqueuer | Python | ★ 1.5K | Compare ↗ |
| #4,801 | razvandimescu/numa | Rust | ★ 1.5K | Compare ↗ |
| #4,802 | Mirascope/mirascope This Project | Python | ★ 1.5K | |
| #4,802 | mushorg/conpot | Python | ★ 1.5K | Compare ↗ |
| #4,802 | mizorewww/laya-coreml | Python | ★ 1.5K | Compare ↗ |
| #4,805 | pgvector/pgvector-python | Python | ★ 1.5K | Compare ↗ |
| #4,806 | yippee-fun/phlex | Ruby | ★ 1.5K | Compare ↗ |
| #4,807 | brynary/webrat | Ruby | ★ 1.5K | Compare ↗ |
Frequently Asked Questions
What does mirascope do? +
The LLM Anti-Framework
What language is mirascope written in? +
The primary language is Python. Topics include: artificial-intelligence, developer-tools, llm, llm-agent, llm-tools.
Is mirascope actively maintained? +
Yes, the last recorded push was on Oct 9, 2026 with 21 open issues being tracked.
How many stars does mirascope have? +
mirascope has 1,531 stars and 129 forks on GitHub.
How does mirascope rank among GitHub repositories? +
With 1,531 stars, Mirascope/mirascope is ranked #4,802 globally across all repositories tracked on GitHubRepo and #656 among Python projects.
What license is mirascope distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
