We write your reusable computer vision tools. ๐
โก Executive Summary & Quick Facts
Authoritative Sourcesupervision is supervision is an open-source project written in Python: We write your reusable computer vision tools. ๐..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), roboflow/supervision has accumulated 51,473 GitHub stars and 4,911 forks. It is written in Python, licensed under MIT, and ranks #263 globally. It is actively maintained with the latest commit recorded on Nov 3, 2026.”
| Repository | roboflow/supervision โ |
|---|---|
| Primary Category | classification |
| Language & Stack | Python |
| Software License | MIT |
| Community Traction | โ 51.5K stars ยท โ 4.9K forks ยท #263 globally |
| Maintenance | โ Active (Last commit: Nov 3, 2026) ยท 79 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
๐ก๏ธ Repository Maintenance & Health Audit (2026)
Health Score: 100/100 ยท Grade A+Yes, supervision is actively maintained. Continuous telemetry recorded the last code commit on Nov 3, 2026 (9 days ago). Supported by 51,473 stars and 4,911 community forks, this repository holds a calculated health index of 100/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+1.3K
STARS ยท LAST 30 DAYS
43
PER DAY
#67
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +1.3K | +3.9K |
| Per day | 1 | 43 | 43 |
| Forks gained | +0 | +98 | +246 |
supervision gained 1.3K stars in the last 30 days, about 43 a day, and now has 51.5K. It is about 4 years old and has averaged roughly 12.9K stars a year. It ranks #67 among Python repositories and #263 across all languages on GitHubRepo.
Trending Record
7
DAYS ON TRENDING
#7355
BEST RANK
Nov 3, 2026
FIRST APPEARANCE
Active
STATUS TODAY
supervision has maintained a continuous presence across global trending indexes, peaking at #7355. Below is the 30-day activity profile:
๐ก Overview
supervision is an open-source project written in Python: We write your reusable computer vision tools. ๐.
Engineered for speed, consistency, and developer ease, it solves common hurdles in classification, coco, computer-vision. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
โก 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.
๐ฅ Installation
$ pip install supervisionโ System Requirements
Platforms
- โข macOS
- โข Linux
- โข Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
๐ง How It Works
supervision 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.
๐ฏ Production Use Cases
Production System Integration
Embed supervision 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.
๐ Getting Started
Install supervision using your package manager: `pip install supervision`
Initialize your project workspace or configuration file for supervision.
Import supervision into your codebase or invoke it directly from your terminal.
Execute your test suite or run `supervision --help` to verify successful setup.
๐ Strengths
โ ๏ธ Considerations
โ Alternatives & Direct Competitors
๐ฅ Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
๐ Nearby in the Rankings
roboflow/supervision is currently ranked #263 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #258 | dbeaver/dbeaver | Java | โ 52.4K | Compare โ |
| #259 | google/guava | Java | โ 51.9K | Compare โ |
| #260 | jekyll/jekyll | Ruby | โ 51.7K | Compare โ |
| #261 | QuantumNous/new-api | Go | โ 51.7K | Compare โ |
| #262 | skylot/jadx | Java | โ 51.5K | Compare โ |
| #263 | roboflow/supervision This Project | Python | โ 51.5K | |
| #264 | ethereum/go-ethereum | Go | โ 51.4K | Compare โ |
| #265 | moeru-ai/airi | TypeScript | โ 51.3K | Compare โ |
| #266 | astral-sh/ruff | Rust | โ 51.2K | Compare โ |
| #267 | apple/container | Swift | โ 51K | Compare โ |
| #268 | cypress-io/cypress | TypeScript | โ 51K | Compare โ |
Frequently Asked Questions
What does supervision do? +
We write your reusable computer vision tools. ๐
Is supervision actively maintained in 2026? +
Yes, supervision is actively maintained. The latest code push was recorded on Nov 3, 2026 (9 days ago). It holds a calculated Maintenance Health Score of 100/100 (A+ rating) with 51,473 stars and 79 open issues.
What language is supervision written in? +
The primary language is Python. Topics include: classification, coco, computer-vision, deep-learning, hacktoberfest.
How many stars does supervision have? +
supervision has 51,473 stars and 4,911 forks on GitHub.
How does supervision rank among GitHub repositories? +
With 51,473 stars, roboflow/supervision is ranked #263 globally across all repositories tracked on GitHubRepo and #67 among Python projects.
What license is supervision distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
