frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

A Post-Incident Control Test for External AI Representation

https://zenodo.org/records/17921051
1•businessmate•55s ago•1 comments

اdifference gbps overview find answers

1•shahrtjany•1m ago•0 comments

Measuring Impact of Early-2025 AI on Experienced Open-Source Dev Productivity

https://arxiv.org/abs/2507.09089
1•vismit2000•3m ago•0 comments

Show HN: Lazy Demos

http://demoscope.app/lazy
1•admtal•4m ago•0 comments

AI-Driven Facial Recognition Leads to Innocent Man's Arrest (Bodycam Footage) [video]

https://www.youtube.com/watch?v=B9M4F_U1eEw
1•niczem•4m ago•1 comments

Annual Production of 1/72 (22mm) scale plastic soldiers, 1958-2025

https://plasticsoldierreview.com/ShowFeature.aspx?id=27
1•YeGoblynQueenne•5m ago•0 comments

Error-Handling and Locality

https://www.natemeyvis.com/error-handling-and-locality/
1•Theaetetus•7m ago•0 comments

Petition for David Sacks to Self-Deport

https://form.jotform.com/253464131055147
1•resters•7m ago•0 comments

Get found where people search today

https://kleonotus.com/
1•makenotesfast•9m ago•1 comments

Show HN: An early-warning system for SaaS churn (not another dashboard)

https://firstdistro.com
1•Jide_Lambo•10m ago•1 comments

Tell HN: Musk has never *tweeted* a guess for real identity of Satoshi Nakamoto

1•tokenmemory•10m ago•2 comments

A Practical Approach to Verifying Code at Scale

https://alignment.openai.com/scaling-code-verification/
1•gmays•12m ago•0 comments

Show HN: macOS tool to restore window layouts

https://github.com/zembutsu/tsubame
1•zembutsu•15m ago•0 comments

30 Years of <Br> Tags

https://www.artmann.co/articles/30-years-of-br-tags
1•FragrantRiver•22m ago•0 comments

Kyoto

https://github.com/stevepeak/kyoto
2•handfuloflight•22m ago•0 comments

Decision Support System for Wind Farm Maintenance Using Robotic Agents

https://www.mdpi.com/2571-5577/8/6/190
1•PaulHoule•23m ago•0 comments

Show HN: X-AnyLabeling – An open-source multimodal annotation ecosystem for CV

https://github.com/CVHub520/X-AnyLabeling
1•CVHub520•26m ago•0 comments

Penpot Docker Extension

https://www.ajeetraina.com/introducing-the-penpot-docker-extension-one-click-deployment-for-self-...
1•rainasajeet•26m ago•0 comments

Company Thinks It Can Power AI Data Centers with Supersonic Jet Engines

https://www.extremetech.com/science/this-company-thinks-it-can-power-ai-data-centers-with-superso...
1•vanburen•29m ago•0 comments

If AIs can feel pain, what is our responsibility towards them?

https://aeon.co/essays/if-ais-can-feel-pain-what-is-our-responsibility-towards-them
3•rwmj•33m ago•5 comments

Elon Musk's xAI Sues Apple and OpenAI over App Store Drama

https://mashable.com/article/elon-musk-xai-lawsuit-apple-openai
1•paulatreides•36m ago•1 comments

Ask HN: Build it yourself SWE blogs?

1•bawis•36m ago•1 comments

Original Apollo 11 Guidance Computer source code

https://github.com/chrislgarry/Apollo-11
3•Fiveplus•42m ago•0 comments

How Did the CIA Lose Nuclear Device?

https://www.nytimes.com/interactive/2025/12/13/world/asia/cia-nuclear-device-himalayas-nanda-devi...
1•Wonnk13•43m ago•1 comments

Is vibe coding the new gateway to technical debt?

https://www.infoworld.com/article/4098925/is-vibe-coding-the-new-gateway-to-technical-debt.html
2•birdculture•47m ago•1 comments

Why Rust for Embedded Systems? (and Why I'm Teaching Robotics with It)

https://blog.ravven.dev/blog/why-rust-for-embedded-systems/
2•aeyonblack•48m ago•0 comments

EU: Protecting children without the privacy nightmare of Digital IDs

https://democrats.eu/en/protecting-minors-online-without-violating-privacy-is-possible/
3•valkrieco•48m ago•0 comments

Using E2E Tests as Documentation

https://www.vaslabs.io/post/using-e2e-tests-as-documentation
1•lihaoyi•49m ago•0 comments

Apple Welcome Screen: iWeb

https://www.apple.com/welcomescreen/ilife/iweb-3/
1•hackerbeat•50m ago•1 comments

Accessible Perceptual Contrast Algorithm (APCA) in a Nutshell

https://git.apcacontrast.com/documentation/APCA_in_a_Nutshell.html
1•Kerrick•51m ago•0 comments
Open in hackernews

Show HN: MailShrimp – validate email lists with risk level and confidence score

https://www.mailshrimp.app
3•udiocla•6mo ago
Hi HN,

I recently launched MailShrimp, a tool to validate email addresses and prevent bounces — but with a twist: it returns both a risk category (valid, risky, invalid) and a confidence score (e.g., 0.93).

It performs:

Syntax & format checks

DNS / MX resolution

SMTP verification (with proxy fallback)

Disposable & catch-all detection

Score & classify each email

It’s designed to be:

Fast Clear (human-readable results + exportable data) Dev-ready (API coming soon)

You can paste emails or upload a CSV to test. Would love your thoughts or suggestions.

Live version: https://www.mailshrimp.app

PH launch: https://www.producthunt.com/products/mailshrimp

Comments

perryraskin•6mo ago
Neat. What are you using on the backend to verify? How is it different from other platforms such as Emailable?
udiocla•6mo ago
Thanks!

We're using a proprietary multi-layered algorithm that combines a series of criteria, checks, and heuristics to assess each email address.

It includes:

Format and domain-level validations SMTP-level interaction with fallback logic Detection of disposable domains, catch-all behavior, and risky patterns A scoring model that returns both a risk label (valid, risky, invalid) and a confidence score (0.0 to 1.0) And much more — especially for nuanced edge cases and deliverability signals

Unlike many validators that return a binary result, MailShrimp gives you both a label and a score, so you can decide what’s safe to keep based on your own thresholds.

We're also focused on speed and usability. Our logic is designed to handle edge cases often missed by more generic tools.

Still early stage — feedback is very welcome!

perryraskin•6mo ago
Sounds really useful. Still, I believe Emailable does that, including the scores. Have you tried it?
udiocla•6mo ago
Yes, we’ve tried Emailable — solid tool, but quite expensive in the long run.

MailShrimp is built to be much more lightweight, transparent, and affordable (starts at $14.90/month for 10,000 validations) — and you can try it for free.

Would love to hear your thoughts if you give it a spin.

perryraskin•6mo ago
Maybe they changed their pricing but my team paid $25 for 25,000 validations as a one time thing. We’re not in need of 10,000 a month so I wouldn’t be able to try it out soon. But yeah I guess I’m just still not sure how it’s that different from Emailable. Not that there’s any issue with competition of course!