DEV Community: Bashir Abubakar

I Stopped Choosing Open-Source Projects by Star Count

Bashir Abubakar — Mon, 06 Jul 2026 08:03:27 +0000

Today I opened another pull request.

The change wasn't glamorous.
It simply prevents unfinished custom database migrations from silently executing before a developer has implemented the required transformation.
Instead of allowing incomplete code to run, the migration now fails immediately with a clear error.
It's a small change.
But it's exactly the kind of improvement that prevents bigger problems later.
The biggest lesson wasn't the code
After contributing to multiple open-source projects, I realized something.
Finding a repository is easy.
Finding the right repository is difficult.
Most developers decide where to contribute based on popularity.
A project has thousands of GitHub stars.
It's trending on social media.
Everyone seems to be talking about it.
Those are useful signals, but they don't necessarily create opportunities.
Some of my best experiences have come from repositories that weren't the biggest.
They had maintainers who reviewed pull requests quickly.
Issues were clearly written.
Feedback was constructive.
Contributors were genuinely appreciated.
Those are the projects where developers grow.
Open source can become more than a portfolio
A merged pull request can become:
A conversation with a founder.
A consulting opportunity.
A freelance contract.
A long-term collaboration.
A recommendation for future work.
But not every repository offers those possibilities.
The challenge is identifying them before spending days contributing.
Why I built BashOps Radar
This observation eventually became BashOps Radar.
The goal isn't to replace GitHub.
The goal is to help developers make better decisions about where to invest their time.
BashOps Radar analyzes repositories and provides insights such as:
Opportunity Score
Best First Issue
Merge Potential
Proof-of-Work Strategy
Founder Outreach Direction
Contract Potential
Instead of guessing which repository is worth contributing to, developers receive actionable intelligence before writing their first line of code.
Built from real contributions
Every pull request I submit teaches me something.
Every maintainer review improves the scoring model.
Every accepted contribution helps make BashOps Radar more useful for the next developer.
I'm building this product in public, using real engineering experience instead of theory.
If that sounds useful, I'd love for you to try it and share your feedback.
🌐 Website
https://bashops.site⁠�
⚙️ GitHub Action
https://github.com/marketplace/actions/bashops-radar⁠�
Thanks for reading. If you're an open-source contributor, I'd love to hear how you decide which repositories are worth your time.

I Stopped Guessing Which GitHub Repositories Were Worth Contributing To, So I Built BashOps Radar

Bashir Abubakar — Sun, 05 Jul 2026 19:46:02 +0000

Every developer interested in open source has probably asked this question:
"Is this repository worth my time?"
Not every pull request leads to recognition.
Not every project is actively maintained.
And not every contribution creates opportunities beyond a merged PR.
Yet many developers spend days building features for repositories that never review their work.
I wanted a better way to decide where to invest my time.
So I built BashOps Radar.
The Problem
Finding an issue to work on is easy.
Finding a repository that can actually create opportunities is much harder.
When choosing a repository, I usually ask questions like:
Is the project active?
Are maintainers reviewing pull requests?
Is there a meaningful issue to solve?
Could this contribution lead to a conversation with the founders?
Is this a good proof-of-work opportunity?
Answering those questions manually across dozens of repositories takes time.
BashOps Radar
Instead of manually evaluating repositories, BashOps Radar analyzes them and generates an opportunity report.
For every repository it provides:
Opportunity Score
Best First Issue
Merge & Contract Potential Signals
Proof-of-Work Angle
Founder Outreach Direction
Recommended Next Action
Recently I analyzed imuniqueshiv/MeetOnMemory.
The report identified it as an Excellent (100/100) opportunity and highlighted Issue #56 as the best place to start.
Rather than simply listing open issues, the report explains why the repository is worth contributing to and what kind of contribution is most likely to build trust with the maintainers.
That's the kind of context I wanted before writing any code.
The Goal
BashOps Radar doesn't promise paid work.
Instead, it helps developers spend time on repositories where their contributions are more likely to matter.
The goal is simple:
Stop contributing to the wrong repositories.
Choose opportunities with intention.
Try It
🌐 Website: https://bashops.site⁠�
⚡ GitHub Action: https://github.com/BashOpsDev/bashops-radar/tree/main/github-action⁠�
I'd love to hear your feedback from developers, maintainers, and open-source contributors.

Why I Turned My GitHub Repository Analyzer into a GitHub Action

Bashir Abubakar — Sun, 05 Jul 2026 12:17:34 +0000

When I first built BashOps Radar, it only existed as a website.

You pasted a GitHub repository URL, clicked Analyze, and received:

An opportunity score

The best issue to start with

A proof-of-work strategy

A recommended next action

It worked well.

But then I asked myself:

Why should developers leave GitHub just to analyze a repository?

That question led me to build a GitHub Action.

The Problem

When I'm evaluating a repository, my workflow usually looks like this:

Open the repository

Look through the issues

Check recent commits

Look at pull requests

Try to decide whether it's worth contributing

Sometimes I spend 20–30 minutes researching a repository before writing a single line of code.

I wanted a faster way.

The Idea

Instead of manually reviewing everything, I wanted a workflow that could summarize the opportunity in seconds.

That's exactly what the GitHub Action does.

You provide a repository URL:

id: radar uses: BashOpsDev/bashops-radar/github-action@main with: repo_url: https://github.com/sourcebot-dev/sourcebot

The Action returns:

Opportunity Score

Contract Potential

Recommended Next Action

Example output:

Opportunity Score: 100/100

Contract Potential: High

Recommended Next Action:
Start with #1404 - Fix Gitea sync reliability.

Why a GitHub Action?

I could have stopped at the web application.

But GitHub Actions make the analysis reusable.

Now the same analysis engine can be used in:

GitHub workflows

CI pipelines

Automation scripts

Internal developer tools

The Action itself is intentionally lightweight.

It simply calls the BashOps Radar API and returns structured outputs that can be reused in other workflow steps.

Example Workflow

name: BashOps Radar

on:
workflow_dispatch:

jobs:
analyze:
runs-on: ubuntu-latest

steps:
  - id: radar
    uses: BashOpsDev/bashops-radar/github-action@main
    with:
      repo_url: https://github.com/sourcebot-dev/sourcebot

  - name: Print Results
    run: |
      echo "Opportunity Score: ${{ steps.radar.outputs.opportunity_score }}"
      echo "Contract Potential: ${{ steps.radar.outputs.contract_potential }}"
      echo "Recommended Next Action: ${{ steps.radar.outputs.recommended_next_action }}"

One Feature I Personally Like

The GitHub Action doesn't try to tell you everything.

Instead, it answers three practical questions:

Is this repository worth my time?

Does it have potential beyond a single pull request?

What's the best next step?

That keeps the output focused and easy to use.

What's Next?

The GitHub Action is only one part of BashOps Radar.

The platform also includes:

Repository analysis

AI opportunity reports

Pipeline tracking

A Pro Opportunity Finder that helps discover repositories before analysis

I'm continuing to improve it based on feedback from developers who use open source to build their skills, reputation, and freelance opportunities.

Try It

🌐 Website
https://bashops.site

⚡ GitHub Repository
https://github.com/BashOpsDev/bashops-radar

🚀 GitHub Action
https://github.com/BashOpsDev/bashops-radar/tree/main/github-action

I'd love to hear how you currently decide whether an open-source repository is worth contributing to. What signals matter most to you before investing your time?

I built a tool that scores GitHub issues for paid-work potential

Bashir Abubakar — Sun, 05 Jul 2026 08:41:21 +0000

I built a tool that scores GitHub issues for paid-work potential

Most developers treat open-source contribution like a lottery.

They find a repository, pick an issue, submit a pull request, and hope it leads somewhere.

Sometimes it helps their portfolio.
Sometimes it gets ignored.
Sometimes it turns into nothing.

I wanted a more intentional workflow.

So I built BashOps Radar: a tool that analyzes GitHub repositories and helps developers find open-source issues with stronger proof-of-work potential.

The problem

Open source is one of the best ways for developers to prove skill.

But most developers still choose repositories and issues manually.

They ask:

Is this repo active?
Are maintainers responsive?
Are there useful issues I can work on?
Is this issue likely to get noticed?
Could this contribution create a paid-work conversation?

That research takes time.

And if you pick the wrong repo, the work may never lead anywhere.

What BashOps Radar does

BashOps Radar analyzes a GitHub repository and returns:

an opportunity score
the best issue to start with
merge and contract potential signals
proof-of-work angle
founder outreach direction
a pipeline for tracking opportunities

The workflow is simple:

Repository Analysis -> Opportunity Score -> Best Issue -> Pipeline -> Founder Pitch -> Paid Sprint

Why I built it

I believe open source can be more than portfolio work.

A focused contribution can build trust.

Trust can create a conversation.

A useful PR can lead to a small paid sprint.

But only if you choose the right repository and issue.

BashOps Radar is designed to help developers make that choice more intentionally.

GitHub Action

I also made it available as a GitHub Action.

Example:

name: BashOps Radar

on:
workflow_dispatch:

jobs:
analyze:
runs-on: ubuntu-latest
steps:
- id: radar
uses: BashOpsDev/bashops-radar/github-action@main
with:
repo_url: https://github.com/sourcebot-dev/sourcebot

  - name: Show BashOps outputs
    run: |
      echo "Opportunity Score: ${{ steps.radar.outputs.opportunity_score }}"
      echo "Contract Potential: ${{ steps.radar.outputs.contract_potential }}"
      echo "Recommended Next Action: ${{ steps.radar.outputs.recommended_next_action }}"

GitHub Action docs:

https://github.com/BashOpsDev/bashops-radar/tree/main/github-action

Try it

You can try BashOps Radar here:

https://bashops.site

If you are a developer, freelancer, maintainer, or agency owner, I would love feedback.

The question I am exploring is simple:

Can open-source proof-of-work become a more repeatable path to paid developer opportunities?