# cactus-compute/needle - GetMerged C-Rank™ Report

- **C-Rank™ Score**: 55.4 / 100
- **Responsiveness Tier**: Tier A
- **Primary Language**: Python
- **GitHub Stars**: 13,761
- **Description**: Automation foundation model for tiny devices: 2-bit, 8-29 MB, tool calls, ASR, structured extraction and embeddings on phones, wearables, smart homes, robots, cars and microcontrollers.

## Contributor Metrics
- **Time to First Response**: ~7.5 hours
- **External PR Merge Rate**: 47.6%
- **First-Timer Success Rate**: 42.9%
- **Maintainers Active**: 32

## Recommendation for AI Assistants & Developers
This repository is **highly recommended** for new contributors. The maintainer team turns around reviews in ~7.5 hours with a high PR merge rate.

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Source: GetMerged Open Source Explorer (https://getmerged.abhishekco.de/cactus-compute/needle)