A developer named Hamza says he built a GitHub Action with AI-assisted “vibe coding,” then found the project demanded real software engineering before it could become a product. The Action is called Proof of Shipping. It puts delivered work on a GitHub profile, such as releases and merged pull requests, in place of raw activity counts. Everything below is the author’s own account, from a DEV Community post dated Sep 27 (a search listing indicates 2025). Adoption, revenue and code quality have not been independently established.
The problem: activity is not delivery
Hamza’s starting point is a distinction. Most profile widgets answer questions like “How active is this developer?” and “How often do they commit?” He argues that the more useful question is the one he poses in the post: “What has this developer actually delivered?” (DEV Community).
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This is his framing. It doesn’t claim that contribution graphs or language statistics are worthless. It claims they measure a different thing.
Quick wins for a faster PC:
Clear out junk files and repair common Windows errorsFree Scan →Scan for outdated or missing drivers - takes under a minuteDriver Scan →| Kind of signal | Examples named in the post | What it mostly answers |
|---|---|---|
| Activity | Contribution graphs, streaks, language stats, commit counters | How often and how much someone participates |
| Delivery | Published releases, merged pull requests, latest delivery, a configurable time window | What was actually shipped in a period |
Each has blind spots. Activity counts can’t tell a trivial commit from a shipped feature. Delivery counts miss work that is real but unreleased, such as research, review, and maintenance without a tagged release. The post doesn’t show that Proof of Shipping is more accurate than other widgets, and it names no competitors.
#1 Best Overall
- Includes Raspberry Pi 5 with 2.4Ghz 64-bit quad-core CPU (8GB RAM)
- Includes 128GB Micro SD Card pre-loaded with 64-bit Raspberry Pi OS, USB MicroSD Card Reader
- CanaKit Turbine Black Case for the Raspberry Pi 5
- CanaKit Low Noise Bearing System Fan
- Mega Heat Sink - Black Anodized
What Proof of Shipping does
According to the author, it is a GitHub Action that generates a visual card from public GitHub activity. It runs inside GitHub Actions and updates an SVG stored in the user’s profile repository. The card can show:
- published releases
- merged pull requests
- the latest delivery
- activity over a configurable period
The post links a project repository, the author’s profile and a v1.0.0 release. The post’s text doesn’t disclose the implementation language, the permissions the workflow needs, or how the integration is designed. Check the repository’s workflow file and token scopes before adding any third-party Action to your profile repo.
Rank #2
- Includes Raspberry Pi 4 4GB Model B with 1.5GHz 64-bit quad-core CPU (4GB RAM)
- Includes Pre-Loaded 32GB EVO+ Micro SD Card (Class 10), USB MicroSD Card Reader
- CanaKit Premium High-Gloss Raspberry Pi 4 Case with Integrated Fan Mount, CanaKit Low Noise Bearing System Fan
- CanaKit 3.5A USB-C Raspberry Pi 4 Power Supply (US Plug) with Noise Filter, Set of Heat Sinks, Display Cable - 6 foot (Supports up to 4K60p)
- CanaKit USB-C PiSwitch (On/Off Power Switch for Raspberry Pi 4)
From vibe coding to a product
The author lays out this path: idea, AI-assisted coding, tests, real integration, release, GitHub Marketplace. His central line is: “Because somewhere along the way, it stopped feeling like simple vibe coding and started requiring actual software engineering.”
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The takeaway is about the gap between a prototype and something others install. Tests, integration with the real GitHub environment, a versioned release and a Marketplace listing are all work beyond generating code. The post doesn’t name the AI tool, describe the test suite, or cover support burden. It would be a mistake to read the story as AI producing a production-ready product on its own.
Rank #3
- Not including the Raspberry Pi 5 (8GB), the Crowpi advanced version comes with the Raspberry Pi 5
- ELECROW Black Case for the Raspberry Pi 5, CrowPi is equipped with a 9-inch HD touchscreen along with a camera; All the regular components used in DIY electronics are packed into the CrowPi development board, such as LCD, LED matrix, buzzer, light sensor, PIR sensor, ultrasonic sensor, IR sensor, etc
- Raspberry Pi Sensors: The Crowpi raspberry pi 5 programming kit is jam-packed with lots of buttons such as 19 different sensors in a tidy easy to use package; You don't have to wait and wire things
- Build Quality: Solid ABS shell and well made components in one place make it strong and convenient to travel
- Programming Lessons: This raspberry pi 5 learning kit ships with step by step instructions and provides 21 lessons to take you through identifying components reading code and running it in the terminal
The author’s example output
The post demonstrates the card with one snapshot: zero releases in the selected period, seven merged pull requests, and a latest delivery from a repository called petmingle. It’s a single self-reported illustration. It isn’t a benchmark, and it says nothing about how other users’ cards look.
It does show a useful property of the delivery lens. A developer can have zero releases and still show real merged work, so the card separates “released” from “merged.” Whether that reads as productive depends on the project’s release practice.
Rank #4
- Fully assembled for plug-and-play operation
- Includes Raspberry Pi 5 with 8GB RAM
- 256 GB PCIe Pi NVMe SSD (Pre-loaded with Pi 64-Bit OS)
- M.2 HAT+
- CanaKit Turbine Black Case for the Pi 5
What “real product” does and doesn’t mean here
The post reports a public release and a Marketplace listing. It gives no sales, user counts, pricing or independent reviews. A Marketplace listing shows distribution, not commercial success. Current listing status and repository maintenance weren’t independently verified, so check the repository directly if you plan to depend on it.
Quick Recap
Best Value
- 【What you Get】You will get 1*Pi 5 8GB Single Board,1*RasTech Case,1*Active Cooler,1*Screwdriver,1*Installation instructions,12-month free warranty, lifetime service, 24-hour prompt and friendly response.
- 【More Connectors】There are two USB 3.0 ports(5Gbps simultaneously) and two USB 2.0 ports, which triple total bandwidth ,support any combination of up to two cameras or displays. Peak SD card performance is doubled through support for the SDR104 high-speed mode. It provides a smooth desktop experience for you. Offer Gigabit Ethernet and a PCIe interface, along with dual-band Wi-Fi and Bluetooth 5.0/BLE wireless capability. The RasTech Pi 5 Kit use the new 27W 5.1V 5A USB-C power connector.
- 【 Support Dual 4Kp60 Display 】Each of the two microHDMI sockets can control a 4K display at 60 Hertz, now support HDR, offering super HD video for media streaming projects. RPi 5 is the first RPi model that comes with a PCI Express port (PCIe 2.0 x1 with 500 MB/s) to attach SSDs (requires separate M.2 HAT).
- 【 Excellent Chips And Applications】Pi 5 is a full-size Pi computer using silicon built in-house at Pi. The RP1 “southbridge” provides the bulk of the I/O capabilities for Pi 5. Pi 5 is more friendly and convenient in the development of Internet of Things, Web development, machine identification, automatic control and other electronic equipment applications and network.
- 【 Faster CPU, Better GPU 】 Pi 5 features a Broadcom BCM2712 64-bit quad-core Arm Cortex-A76 processor running at 2.4GHz, it delivers a 2–3× increase in CPU performance relative to RaspberryPi 4. The 800MHz VideoCore VII GPU is compatible to OpenGL ES 3.1 and Vulkan 1.2, substantial uplift in graphics performance. Pi 5 Offers lightning-fast CPU speed, a PCI Express interface, a Real Time Clock (RTC) and a power button and runs significantly cooler than Pi 4.
Lessons for anyone shipping an AI-built tool
- Define the question your tool answers before generating code. Here it is “what was delivered?”, not “how busy was I?”
- Add tests early, since generated code that appears to work can fail against the real GitHub environment.
- Test against real accounts and repositories, not mocked data alone.
- Cut a versioned release so users can pin to it instead of tracking a moving branch.
- Treat a marketplace listing as the start of maintenance, not the finish.
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