agentmorris/MegaDetector
MegaDetector is an AI model that helps conservation folks spend less time doing boring things with camera trap images.
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+10
STARS · LAST 30 DAYS
1
PER DAY
#691
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 |
MegaDetector gained 10 stars in the last 30 days, about 1 a day, and now has 329. It is about 3 years old and has averaged roughly 110 stars a year. It ranks #691 among Python repositories and #5,705 across all languages on GitHubRepo.
Trending Record
2
DAYS ON TRENDING
#5428
BEST RANK
Sep 30, 2026
FIRST APPEARANCE
Active
STATUS TODAY
MegaDetector has maintained a continuous presence across global trending indexes, peaking at #5428. Below is the 30-day activity profile:
💡 Overview
MegaDetector is an open-source project written in Python: MegaDetector is an AI model that helps conservation folks spend less time doing boring things with camera trap images.
Engineered for speed, consistency, and developer ease, it solves common hurdles in camera-traps, cameratrap, cameratraps. 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 MegaDetector⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
MegaDetector 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 MegaDetector 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 MegaDetector using your package manager: `pip install MegaDetector`
Initialize your project workspace or configuration file for MegaDetector.
Import MegaDetector into your codebase or invoke it directly from your terminal.
Execute your test suite or run `MegaDetector --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
agentmorris/MegaDetector is currently ranked #5,705 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #5,696 | simondlevy/Hackflight | C++ | ★ 331 | Compare ↗ |
| #5,696 | josdemmers/Diablo4Companion | C# | ★ 331 | Compare ↗ |
| #5,702 | bopen/elevation | Python | ★ 330 | Compare ↗ |
| #5,702 | dakrauth/django-swingtime | Python | ★ 330 | Compare ↗ |
| #5,702 | Rice-dog/code-codex | TypeScript | ★ 330 | Compare ↗ |
| #5,705 | agentmorris/MegaDetector This Project | Python | ★ 329 | |
| #5,705 | gufo-org/gufo | C++ | ★ 329 | Compare ↗ |
| #5,705 | xang1234/stock-screener | Python | ★ 329 | Compare ↗ |
| #5,705 | pwilkin/trellis.cpp | C++ | ★ 329 | Compare ↗ |
| #5,705 | PrimeIntellect-ai/prime | Python | ★ 329 | Compare ↗ |
| #5,705 | Astn/JSON-RPC.NET | C# | ★ 329 | Compare ↗ |
Frequently Asked Questions
What does MegaDetector do? +
MegaDetector is an AI model that helps conservation folks spend less time doing boring things with camera trap images.
What language is MegaDetector written in? +
The primary language is Python. Topics include: camera-traps, cameratrap, cameratraps, computer-vision, conservation.
Is MegaDetector actively maintained? +
Yes, the last recorded push was on Sep 30, 2026 with 1 open issues being tracked.
How many stars does MegaDetector have? +
MegaDetector has 329 stars and 53 forks on GitHub.
How does MegaDetector rank among GitHub repositories? +
With 329 stars, agentmorris/MegaDetector is ranked #5,705 globally across all repositories tracked on GitHubRepo and #691 among Python projects.
What license is MegaDetector distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
