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Opensource by Reddit
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Multi Agent Healthcare Assistant

As part of the Kaggle “5-Day Agents” program, I built a LLM-Based Multi-Agent Healthcare Assistant — a compact but powerful project demonstrating how AI agents can work together to support medical decision workflows.

What it does:

- Uses multiple AI agents for symptom analysis, triage, medical Q&A, and report summarization
- Provides structured outputs and risk categories
- Built with Google ADK, Python, and a clean Streamlit UI

🔗 Project & Code:

Web Application: https://medsense-ai.streamlit.app/

Code: https://github.com/Arvindh99/Multi-Level-AI-Healthcare-Agent-Google-ADK


https://redd.it/1pfi881
@r_opensource
Advice on Getting Started with Open Source Contributions ?

Hey,

I’ve been wanting to get into open source for a while but im feeling stuck. I really want to improve my development skills and not rely on vibe coding too much. There’s so much info out there, it’s overwhelming. For someone totally new, what’s the easiest way to find a project that’s actually friendly to beginners?

Also, I’m nervous about accidentally breaking stuff or messing things up for others. I know maintainers review PRs, but how did you get over that fear when you first started? I want to be responsible and make sure my code works before submitting. How do you test your changes locally? What’s a good way to self-review so I’m confident I’m not wasting anyone’s time?

I’m decent with git and GitHub and have been working as an intern for 7 months, so I’m not a complete newbie. Any advice, tips, or been there done that stories would be graet.

Thanks a lot!

https://redd.it/1pfmghg
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I built my own Open Source extension for Broken Link Building & Site Audits

Hi,
I wanted to share a project I’ve been working on recently.

Originally, I started coding this because I just needed a quick way to spot broken backlinks on a page to do outreach (Broken Link Building). However, I got a bit carried away and it evolved into a full suite for analyzing on-page SEO, link integrity, and site structure.
It is 100% Open Source and runs locally in your browser.

Key Features for SEOs:

Status Analysis: Instantly detects broken links (404/500/Timeouts) and traces full redirect chains (e.g., 301 -> 302 -> 200).
Visual Site Audit: This is the biggest feature. It recursively crawls a website (up to 4 levels deep) and builds an interactive Force-Directed Graph. This helps you visualize internal linking structures and spot isolated nodes or errors visually.
SEO Metrics: Integrates with Moz API (V2) to show DA scores directly in the table and flags Rel attributes (dofollow/sponsored/ugc).
Automation: You can set it to monitor specific URLs daily in the background. It sends an email or browser notification if a backlink drops or breaks.

⚠️ : I built this entirely on my own in my free time. While I use it daily, you might encounter some bugs or unpolished features depending on the specific site structure you are analyzing.

I’m constantly working to fix them, but please be patient! If you are a dev or just want to help, I would be extremely happy to receive feedback, bug reports, or even Pull Requests on GitHub.

🔗 You can check the code or download it here: https://github.com/lucalocastro/TaliaLink

https://redd.it/1pfoys6
@r_opensource
starting from source available till it get stable then open source it ?

I am creating application, I want to be open source with AGPLv3 but I want to start with source available license BSL1.1 until I reach v1 stable ? is this good practice or will I get burn for it ?

https://redd.it/1pfq92u
@r_opensource
Looking for a solution for video upload + registration for a music competition

Hey Everyone ,

We are organizing a classical music competition for our non-profit, and I’m looking for recommendations for a WordPress plugin or open-source solution that can handle:

🎤 What we need:
• A registration form (Name, Phone, Category etc.)
• Video upload by participants (3–5 min performance recorded on mobile)
• Large file support (300–500 MB or more)
• Store videos outside WordPress, ideally in Cloudflare R2 or S3 compatible storage
• Payment integration (UPI/Razorpay/Stripe/etc. based on the country)

If you’ve done something like this (contest, talent hunt, audition submissions, etc.), your input would help us a lot! 🙏


https://redd.it/1pfsheb
@r_opensource
Contribute to open source

Hello I am a young Developer I would like to participate to open source projet
Do you have any ideas how to do it
How to start

https://redd.it/1pft9rv
@r_opensource
Merging Fork back into Main Repo

I'm the current lead developer for PySolFC, an open source solitaire app, licensed under the GPL v3. Some time back, I identified a fork of the project called PySolIII, which was branched off the main project sometime before I joined, and was developed for a few years before it stopped around 2020. Though the lead developer is named, there is no contact information on the site.

There is a lot of good code/features there, and I would like to try to merge the fork back into the main branch. Though it wouldn't be a perfect merge as a few years of updates cause some ID conflicts, and there are a few features I'd prefer to frame a little differently.

I know because of the viral GPL v3 (it is cited in the PySolIII docs), I'm legally in the clear to merge the code, as long as I give it proper attribution and preserve any copyright notices. Though I'm wondering about etiquette. While PySolIII has not been updated in about 5 years, I still worry about going forward with merging too much over without getting in contact with the original developer.

Also, there is a mention of some of the new images being licensed under an OSI two clause license (http://pysoliii.freeshell.org/pysol/html/pg10.html).

Is there a reason to be cautious about doing such a code merge? Or am I overthinking things?

For context:
\- PySolFC main repo: https://github.com/shlomif/PySolFC
\- PySolIII site: http://pysoliii.freeshell.org/pysol/

https://redd.it/1pfudvw
@r_opensource
HIRING Open Source Developers (Remote) - $90-$120 / hr

We’re looking for open-source contributors and experienced engineers who understand how to review, maintain, and troubleshoot live repositories.

# Who You Are

An open-source developer or maintainer who has contributed to or reviewed code in live repositories
Comfortable reasoning about Git at a deep level
Adept at debugging repository states and fixing broken histories without data loss

# Preferred Qualifications

3+ years of software engineering experience in open-source, backend, or DevOps roles
Demonstrated history of contributions on GitHub, GitLab, or other OSS platforms
(Bonus) Experience in code review or AI/LLM model evaluation

# Why Join

Turn your open-source experience into valuable, high-impact data
Fully remote, flexible work, with competitive compensation

We consider all qualified applicants without regard to legally protected characteristics and provide reasonable accommodations upon request.

**CLICK HERE TO APPLY!**

https://redd.it/1pfx8gh
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Daily Linux command

Hello!

I just wanted to share a site I made. I’m not really a developer, but I am a Linux noob.

This site does pretty much one thing - present a Linux command daily, and some examples of usage. I added it to my phone’s homescreen, and have actually found myself using it daily. When on the go, or when just bored or something.

Anyway, here it is: https://licod.io
GitHub: https://github.com/fredrikk1/licode

https://redd.it/1pfy0s4
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Laravel package for IP geolocation with automatic fallback for 7 free providers

I run a micro-sites builder SaaS and the IP geolocation provider I used for visitors analytics on the sites created by my users, 11k, became paid.


That crashed recording analytics data for 3 months.



So I built a Laravel package that supports 7 free providers with automatic fallback if one fails or runs out of free credits.


If you are using Laravel 11 or 12 and need IP geolocation with automated fallback incase any of the providers fail, you can install it here:

https://github.com/GeoIPRadar-com/Laravel-GeoIP



https://redd.it/1pfwrzr
@r_opensource
I built a sales tool to see if anyone would actually use it

The original was removed for not being open source. I've since added the license. The original post is unedited below.

There's a stark contrast. Developer tools thrive in open source. Sales tools are almost exclusively closed-source SaaS.

This is likely for a few reasons:

- Sales tools are built for making money, not for the craft.

- The users are salespeople, not developers.

An open-source sales tool is probably a doomed idea.

So I built a CLI that generates outreach messages called `spam`. It runs a tournament between language models to find the best draft.

I'm so sure it's dead on arrival that I haven't bothered adding a LICENSE file.

If you think I'm wrong, open a pull request with an MIT license. You'd be giving me a license to shill.

https://redd.it/1pg512x
@r_opensource
RFC: Bringing AI to PyFlunt (Fluent Validation) - Need Community Feedback

Hello everyone, I maintain PyFlunt, an open-source library focused on Domain Notifications for validations without exceptions. I’m planning the project's next steps and looking to explore how AI can take it to the next level. I've opened an issue with some proposals, and your feedback is crucial to defining this roadmap. Check it out at the link below!

https://github.com/fazedordecodigo/PyFlunt/issues/200

https://redd.it/1pg4mde
@r_opensource
Open-Source SaaS Management Platform - SasWatch

Hey all, full disclosure, I used AI to build and audit this codebase. I've been working in IT for about 15 years, and have spent a fair amount of time noscripting/coding, but I can't say I did much programming here - this is about 7 weeks worth of work during the evenings. I didn't use AI to write this post, for what it's worth.

My main motivation for building this is the monthly struggle I have to deal with when auditing our licenses with Microsoft, Adobe and about a dozen other vendors.

"Why does this user have an Acrobat license when they're disabled in Entra?"

"Is this user even using this Adobe Creative Cloud?"

"Why is this account still enabled if they're showing inactive for 200+ days?"

"How many licenses are we paying for and when is our renewal?"

The 20 different portals I have to log into to manage these users/licenses is a struggle for a lot of people in IT/Finance.

Not only do some of these vendors make it impossible to track usage, and continue to charge more every year...but now they're trying to block the person that's paying for the service from automating data extraction from their own account.

https://www.reddit.com/r/ATT/comments/1pcfc4w/att\_suing\_tmobile\_for\_scraping\_its\_customer\_data/

Imagine all of the phone lines and licenses out there with 0 usage. Research suggests orgs waste 18 million dollars a year on unused licenses...that's per organization.

And I don't think it's because they don't know, it's because dealing with it is such a headache, they've become numb to it.

This is just going to get worse, so I'm hoping something can be done about it.

There are a lot of different directions we could go in for something like this so I'm looking for feedback on what would be most beneficial to orgs.

\-Ingesting invoices to help track spend (using something like Plaid or just forwarding the email with invoice attachment to the platform)

\-Contract renewal reminders and vendor negotiation assistants.

\-Building a more comprehensive 'agent' that can track usage

\-Security tools that assist with detecting 'Shadow IT' and other common misconfigurations

The repo is here, thanks for reading: https://github.com/nickromanek/saswatch

https://redd.it/1pg9csf
@r_opensource
Effectiveness of ARMO CTRL for Cloud Readiness Testing?

Testing ARMO CTRL this month for cloud readiness really curious how effective the attack simulations are in finding weak spots in security tools.

https://redd.it/1pgbvxl
@r_opensource
An interview with freeCodeCamp Founder Quincy Larson

https://lijie2000.substack.com/p/an-interview-with-quincy-larson-from

Quincy shared the story behind freeCodeCamp, his philosophy on building vibrant communities, his special connection with China, and his thoughtful perspectives on the future of open source education.



https://redd.it/1pgcl27
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