Official codebase for Spotter: Let the Embodied Model Lead, and the VLM Reflect for It
Star History
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+10
STARS · LAST 30 DAYS
1
PER DAY
#1,841
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
Spotter gained 10 stars in the last 30 days, about 1 a day, and now has 106. It is about 1 year old and has averaged roughly 106 stars a year. It ranks #1,841 among Python repositories and #14,176 across all languages on GitHubRepo.
Trending Record
5
DAYS ON TRENDING
#11289
BEST RANK
Oct 5, 2026
FIRST APPEARANCE
Active
STATUS TODAY
Spotter has maintained a continuous presence across global trending indexes, peaking at #11289. Below is the 30-day activity profile:
💡 Overview
Spotter is an open-source project written in Python: Official codebase for Spotter: Let the Embodied Model Lead, and the VLM Reflect for It.
Engineered for speed, consistency, and developer ease, it solves common hurdles in Python. 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 Spotter⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
Spotter 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
Production System Integration
Embed Spotter into Python backend services to handle core application logic.
CI/CD Automated Pipelines
Run automated validation, builds, and integration suites during deployments.
Developer Tooling & Workflows
Accelerate developer onboarding with pre-configured project utilities.
Open Source Extension
Fork and customize internal modules under the repository's open MIT license.
🚀 Getting Started
Install Spotter using your package manager: `pip install Spotter`
Initialize your project workspace or configuration file for Spotter.
Import Spotter into your codebase or invoke it directly from your terminal.
Execute your test suite or run `Spotter --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
zqc3117/Spotter is currently ranked #14,176 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #14,118 | s4ntrx/S4ntrx-Bot | Python | ★ 107 | Compare ↗ |
| #14,118 | ChetasLua/jevmeter | Python | ★ 107 | Compare ↗ |
| #14,118 | shootthesound/ComfyUI-Fizgig-H3-Still | Python | ★ 107 | Compare ↗ |
| #14,118 | VectifyAI/jev-doc-search | Python | ★ 107 | Compare ↗ |
| #14,118 | chenxiachan/paperfold | Python | ★ 107 | Compare ↗ |
| #14,176 | zqc3117/Spotter This Project | Python | ★ 106 | |
| #14,176 | lmarlow/gemedit | Ruby | ★ 106 | Compare ↗ |
| #14,176 | sunny/edith | PHP | ★ 106 | Compare ↗ |
| #14,176 | cjbottaro/app_config | Ruby | ★ 106 | Compare ↗ |
| #14,176 | jonleighton/date_input | JavaScript | ★ 106 | Compare ↗ |
| #14,176 | lig/pystardict | Python | ★ 106 | Compare ↗ |
Frequently Asked Questions
What does Spotter do? +
Official codebase for Spotter: Let the Embodied Model Lead, and the VLM Reflect for It
What language is Spotter written in? +
The primary language is Python. Topics include: software.
Is Spotter actively maintained? +
Yes, the last recorded push was on Oct 5, 2026 with 0 open issues being tracked.
How many stars does Spotter have? +
Spotter has 106 stars and 2 forks on GitHub.
How does Spotter rank among GitHub repositories? +
With 106 stars, zqc3117/Spotter is ranked #14,176 globally across all repositories tracked on GitHubRepo and #1,841 among Python projects.
What license is Spotter distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
