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π¦ hanjq17/spectrum
Spectrum: Speed Up AI Image Generation
Spectrum is a research project that finally makes AI image generation much faster without needing to train new models. Think of it like using a math shortcut to skip unnecessary calculations while creating art. Instead of checking every single detail step-by-step, Spectrum analyzes the early stages and predicts what the later steps will look like using a clever polynomial technique. This means you can get high-quality images from models like Flux or Stable Diffusion significantly quicker. It is a brilliant trick that saves time and computing power while keeping the visuals sharp.
π @hackernewsgithubprojects
Spectrum: Speed Up AI Image Generation
Spectrum is a research project that finally makes AI image generation much faster without needing to train new models. Think of it like using a math shortcut to skip unnecessary calculations while creating art. Instead of checking every single detail step-by-step, Spectrum analyzes the early stages and predicts what the later steps will look like using a clever polynomial technique. This means you can get high-quality images from models like Flux or Stable Diffusion significantly quicker. It is a brilliant trick that saves time and computing power while keeping the visuals sharp.
π @hackernewsgithubprojects
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π¦ lgc-ad/arcad
ArcAD: Smart Quality Control for Factory Defects
ArcAD is the anomaly detection framework that finally teaches computers to spot factory defects using almost no examples. Most quality control systems need thousands of normal images to understand what looks right, but ArcAD gets by with just a handful. It builds a tight mental map of normal products and then uses rare broken examples as training signals to sharpen that understanding. This means it can learn to catch mistakes in manufacturing even when you have very little data to start with. It is a smart way to handle cold starts in industrial inspection. Check out the code if you want to build better quality tools.
π @hackernewsgithubprojects
ArcAD: Smart Quality Control for Factory Defects
ArcAD is the anomaly detection framework that finally teaches computers to spot factory defects using almost no examples. Most quality control systems need thousands of normal images to understand what looks right, but ArcAD gets by with just a handful. It builds a tight mental map of normal products and then uses rare broken examples as training signals to sharpen that understanding. This means it can learn to catch mistakes in manufacturing even when you have very little data to start with. It is a smart way to handle cold starts in industrial inspection. Check out the code if you want to build better quality tools.
π @hackernewsgithubprojects
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π¦ shpigford/nurb
Nurb: AI-Powered 3D Design
Nurb lets an artificial intelligence actually design printable parts using Python. Instead of guessing dimensions, the AI writes standard functions where every variable becomes a slider in a live web viewer. You tweak the shape instantly, watch it rebuild, and the system automatically checks for print failures like weak walls or unstable centers. It handles the boring geometry math so you focus on the design, turning code into physical objects without needing to learn complex CAD software. Download the model, print it, and see what your AI assistant can build for you.
π° https://news.ycombinator.com/item?id=49102100
π @hackernewsgithubprojects
Nurb: AI-Powered 3D Design
Nurb lets an artificial intelligence actually design printable parts using Python. Instead of guessing dimensions, the AI writes standard functions where every variable becomes a slider in a live web viewer. You tweak the shape instantly, watch it rebuild, and the system automatically checks for print failures like weak walls or unstable centers. It handles the boring geometry math so you focus on the design, turning code into physical objects without needing to learn complex CAD software. Download the model, print it, and see what your AI assistant can build for you.
π° https://news.ycombinator.com/item?id=49102100
π @hackernewsgithubprojects
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π¦ abue-ammar/tinycast
Tinycast: The Lightweight macOS Launcher
Tinycast lets you summon a floating search palette from anywhere on your Mac using a single global hotkey. It acts as a tiny, fully native launcher that feels instant because it is built with SwiftUI and AppKit, keeping its footprint under three megabytes on disk. Instead of waiting for a heavy application to load, you simply type to fuzzy-search and open apps, access your clipboard history, or even run custom commands right from the menu bar. The tool is designed to be completely free of bloat, meaning it uses minimal memory and never sends any data to the cloud.
π° https://news.ycombinator.com/item?id=49166437
π @hackernewsgithubprojects
Tinycast: The Lightweight macOS Launcher
Tinycast lets you summon a floating search palette from anywhere on your Mac using a single global hotkey. It acts as a tiny, fully native launcher that feels instant because it is built with SwiftUI and AppKit, keeping its footprint under three megabytes on disk. Instead of waiting for a heavy application to load, you simply type to fuzzy-search and open apps, access your clipboard history, or even run custom commands right from the menu bar. The tool is designed to be completely free of bloat, meaning it uses minimal memory and never sends any data to the cloud.
π° https://news.ycombinator.com/item?id=49166437
π @hackernewsgithubprojects
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π¦ uber/adr
ADR: AI Agent Security Detection
ADR, short for Agentic AI Detection and Response, is a security system that watches AI coding tools to stop risky behavior before it causes damage. Deployed at Uber and published to MLSys, it tracks what agents do across major platforms like macOS and Windows. The open-source release includes a detector that checks for threats using realistic benchmark tests and a sensor that collects activity logs. Instead of just blocking actions, it observes intent and flags suspicious sessions for review. This gives teams visibility into how their AI tools are actually working in real life. It is a practical way to keep enterprise AI safe without rewriting existing workflows.
π @hackernewsgithubprojects
ADR: AI Agent Security Detection
ADR, short for Agentic AI Detection and Response, is a security system that watches AI coding tools to stop risky behavior before it causes damage. Deployed at Uber and published to MLSys, it tracks what agents do across major platforms like macOS and Windows. The open-source release includes a detector that checks for threats using realistic benchmark tests and a sensor that collects activity logs. Instead of just blocking actions, it observes intent and flags suspicious sessions for review. This gives teams visibility into how their AI tools are actually working in real life. It is a practical way to keep enterprise AI safe without rewriting existing workflows.
π @hackernewsgithubprojects
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π¦ huangruiteng/loopx
LoopX: AI Agents That Keep Working Overnight
loopx lets long-running AI coding teams finish complex tasks overnight without dropping the ball. Think of it as a durable state kernel that remembers exactly where an agent left off, even if the connection times out or the budget runs low. It tracks executable to-dos and logs every decision as evidence, so when the code editor wakes up again, the agent picks up right where it stopped instead of starting over. This is genuinely useful because it turns fragile, one-shot coding sessions into reliable, continuous workflows. You get verifiable handoffs between different tools like Codex or Claude, ensuring your project progresses steadily while you sleep.
π @hackernewsgithubprojects
LoopX: AI Agents That Keep Working Overnight
loopx lets long-running AI coding teams finish complex tasks overnight without dropping the ball. Think of it as a durable state kernel that remembers exactly where an agent left off, even if the connection times out or the budget runs low. It tracks executable to-dos and logs every decision as evidence, so when the code editor wakes up again, the agent picks up right where it stopped instead of starting over. This is genuinely useful because it turns fragile, one-shot coding sessions into reliable, continuous workflows. You get verifiable handoffs between different tools like Codex or Claude, ensuring your project progresses steadily while you sleep.
π @hackernewsgithubprojects
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π¦ inspatio/querysplat
QuerySplat
QuerySplat is the neural rendering tool that finally separates the shape of a scene from its color for cleaner 3D results. Most standard methods mash geometry and texture together into one messy blob, which often leads to blurry, unstable reconstructions. This project tackles that by treating space and appearance as distinct problems. You feed in a few photos and it spits out a crisp, viewable 3D model using a clever optimization tweak that cleans up the details. It works best on Linux with a decent graphics card, but the payoff is a much sharper and more stable model.
π @hackernewsgithubprojects
QuerySplat
QuerySplat is the neural rendering tool that finally separates the shape of a scene from its color for cleaner 3D results. Most standard methods mash geometry and texture together into one messy blob, which often leads to blurry, unstable reconstructions. This project tackles that by treating space and appearance as distinct problems. You feed in a few photos and it spits out a crisp, viewable 3D model using a clever optimization tweak that cleans up the details. It works best on Linux with a decent graphics card, but the payoff is a much sharper and more stable model.
π @hackernewsgithubprojects
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π¦ marcossete/awesome-free-ai-course-notes
Awesome Free AI Course Notes
The Awesome Free University AI Course Notes is the only list that finally filters out slides and videos to serve you actual textbook-grade writing from top professors. Most universities hide their best teaching behind paywalls or record it as endless video lectures that nobody watches. This project finds the rare gems where instructors actually sit down to write clear, permanent notes for free, like the famous ones from MIT and Harvard, so you can learn the hard stuff without needing a student login. It is strictly curated to prove that good education should be open, letting you study real written wisdom instead of just watching slides.
π @hackernewsgithubprojects
Awesome Free AI Course Notes
The Awesome Free University AI Course Notes is the only list that finally filters out slides and videos to serve you actual textbook-grade writing from top professors. Most universities hide their best teaching behind paywalls or record it as endless video lectures that nobody watches. This project finds the rare gems where instructors actually sit down to write clear, permanent notes for free, like the famous ones from MIT and Harvard, so you can learn the hard stuff without needing a student login. It is strictly curated to prove that good education should be open, letting you study real written wisdom instead of just watching slides.
π @hackernewsgithubprojects
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π¦ hkshoonya/nvidia-broadcast-linux
NVIDIA Broadcast for Linux
Turn any webcam into a professional studio camera with NVIDIA Broadcast for Linux, an open-source tool that brings powerful AI effects to your video calls without needing Windows. It uses your graphics card to instantly remove backgrounds, replace them with images, or apply realistic blur, while also cleaning up microphone noise so you sound crisp. The real magic is the custom GPU code that handles all these heavy tasks in just one fast step, keeping your video smooth and lag-free even with complex effects like face tracking and virtual lighting. It works right inside apps like Zoom or Discord, giving Linux users the high-quality broadcast experience they have been missing.
π° https://news.ycombinator.com/item?id=47724460
π @hackernewsgithubprojects
NVIDIA Broadcast for Linux
Turn any webcam into a professional studio camera with NVIDIA Broadcast for Linux, an open-source tool that brings powerful AI effects to your video calls without needing Windows. It uses your graphics card to instantly remove backgrounds, replace them with images, or apply realistic blur, while also cleaning up microphone noise so you sound crisp. The real magic is the custom GPU code that handles all these heavy tasks in just one fast step, keeping your video smooth and lag-free even with complex effects like face tracking and virtual lighting. It works right inside apps like Zoom or Discord, giving Linux users the high-quality broadcast experience they have been missing.
π° https://news.ycombinator.com/item?id=47724460
π @hackernewsgithubprojects
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π¦ john-paul-ruf/novel-engine
Novel Engine: Your AI Editorial Team
Novel Engine is the desktop writing app that gives you a full editorial team running right on your laptop. Instead of wrestling with complex prompts, you guide a pipeline of seven specialized AI agents that act as your ghostwriter, developmental editor, and copy editor all at once. The most fascinating part is how it handles your voice. You start with a quick chat that captures your unique style, and then the AI generates chapters that sound exactly like you while keeping your manuscript safe and private on your own machine.
π @hackernewsgithubprojects
Novel Engine: Your AI Editorial Team
Novel Engine is the desktop writing app that gives you a full editorial team running right on your laptop. Instead of wrestling with complex prompts, you guide a pipeline of seven specialized AI agents that act as your ghostwriter, developmental editor, and copy editor all at once. The most fascinating part is how it handles your voice. You start with a quick chat that captures your unique style, and then the AI generates chapters that sound exactly like you while keeping your manuscript safe and private on your own machine.
π @hackernewsgithubprojects
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π¦ koakno/small-portable-weather-radar-dome
Turn a Salvaged RV Satellite Dome Into a Portable Weather Radar
A salvaged RV satellite dome can detect approaching storms from your own vehicle without relying on distant, outdated government data. This project repurposes a cheap motorized dish and a software-defined radio to create a self-contained, mobile weather radar that works completely offline. When the creator nearly missed a tornado because national radar missed it, he built this system to get immediate, local warnings right in time. It scans for rain and debris, tracks storm movement, and projects where the storm is heading, all running on a simple web interface you can watch on any phone or laptop in the car.
π° https://news.ycombinator.com/item?id=49097081
π @hackernewsgithubprojects
Turn a Salvaged RV Satellite Dome Into a Portable Weather Radar
A salvaged RV satellite dome can detect approaching storms from your own vehicle without relying on distant, outdated government data. This project repurposes a cheap motorized dish and a software-defined radio to create a self-contained, mobile weather radar that works completely offline. When the creator nearly missed a tornado because national radar missed it, he built this system to get immediate, local warnings right in time. It scans for rain and debris, tracks storm movement, and projects where the storm is heading, all running on a simple web interface you can watch on any phone or laptop in the car.
π° https://news.ycombinator.com/item?id=49097081
π @hackernewsgithubprojects
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π¦ richlegrand/bitbang
Turn Any Machine Into a URL with BitBang
Turn any device into a clickable link. BitBang lets you run a simple command on a machine and instantly get a URL you can open in any browser to access a remote terminal, file browser, or even a 3D printer stream. It uses browser-based WebRTC to create a direct peer-to-peer connection, meaning it bypasses standard network barriers like NATs and firewalls without needing port forwarding or account creation. The signaling server only helps introduce the two parties once; after that, it never sees your data, ensuring full end-to-end encryption.
π° https://news.ycombinator.com/item?id=47675661
π @hackernewsgithubprojects
Turn Any Machine Into a URL with BitBang
Turn any device into a clickable link. BitBang lets you run a simple command on a machine and instantly get a URL you can open in any browser to access a remote terminal, file browser, or even a 3D printer stream. It uses browser-based WebRTC to create a direct peer-to-peer connection, meaning it bypasses standard network barriers like NATs and firewalls without needing port forwarding or account creation. The signaling server only helps introduce the two parties once; after that, it never sees your data, ensuring full end-to-end encryption.
π° https://news.ycombinator.com/item?id=47675661
π @hackernewsgithubprojects
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π¦ biagiomaf/smart-comfyui-gallery
SmartGallery DAM for ComfyUI
SmartGallery DAM is the local browser gallery that turns your ComfyUI outputs into a searchable, team-friendly media library. Instead of hunting through messy folders, you can instantly find images or videos by asking questions in plain English, like "show me the best portraits from last week." It works directly with your ComfyUI workflow files, letting you tweak prompts and seeds in a clean interface without ever touching the node canvas. You can organize everything into virtual collections, rate your favorites, and even share specific albums with clients while keeping your raw data secure. It is the perfect bridge between heavy generation and simple curation.
π @hackernewsgithubprojects
SmartGallery DAM for ComfyUI
SmartGallery DAM is the local browser gallery that turns your ComfyUI outputs into a searchable, team-friendly media library. Instead of hunting through messy folders, you can instantly find images or videos by asking questions in plain English, like "show me the best portraits from last week." It works directly with your ComfyUI workflow files, letting you tweak prompts and seeds in a clean interface without ever touching the node canvas. You can organize everything into virtual collections, rate your favorites, and even share specific albums with clients while keeping your raw data secure. It is the perfect bridge between heavy generation and simple curation.
π @hackernewsgithubprojects
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π¦ sophiamyang/finger-frame-effect-ai
Finger Frame AI: AI World Inside Your Hands
Finger Frame AI is the browser tool that fills a hand-made window with a completely animated world. You upload a short clip of yourself making a frame with your fingers, and it uses an advanced video model to repaint every frame in a new style like a cartoon or claymation movie while perfectly matching your original movements. MediaPipe then tracks your hands to keep that animated scene locked inside the gesture as you move. The result is a fun, downloadable video where a digital world lives behind your real fingers. It turns a simple hand trick into a creative playground for anyone to use without needing complex software.
π° https://news.ycombinator.com/item?id=49169377
π @hackernewsgithubprojects
Finger Frame AI: AI World Inside Your Hands
Finger Frame AI is the browser tool that fills a hand-made window with a completely animated world. You upload a short clip of yourself making a frame with your fingers, and it uses an advanced video model to repaint every frame in a new style like a cartoon or claymation movie while perfectly matching your original movements. MediaPipe then tracks your hands to keep that animated scene locked inside the gesture as you move. The result is a fun, downloadable video where a digital world lives behind your real fingers. It turns a simple hand trick into a creative playground for anyone to use without needing complex software.
π° https://news.ycombinator.com/item?id=49169377
π @hackernewsgithubprojects
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π¦ kijai/comfyui-solattn_triton
comfyui-solattn_triton
Speed up ComfyUI image generation with a new attention method. This project uses a technique called Sol-Attn to make the rendering process faster and more efficient. It works by balancing speed and quality through simple settings, allowing you to control how much effort the computer puts into each part of the image. The code relies on a low-level tool called Triton, which can be slow to load at first but then runs much quicker on modern graphics cards like the forty-nine-zero and fifty-nine-zero. While it is still an experimental work in progress, early tests show it can handle complex scenes without losing detail.
π @hackernewsgithubprojects
comfyui-solattn_triton
Speed up ComfyUI image generation with a new attention method. This project uses a technique called Sol-Attn to make the rendering process faster and more efficient. It works by balancing speed and quality through simple settings, allowing you to control how much effort the computer puts into each part of the image. The code relies on a low-level tool called Triton, which can be slow to load at first but then runs much quicker on modern graphics cards like the forty-nine-zero and fifty-nine-zero. While it is still an experimental work in progress, early tests show it can handle complex scenes without losing detail.
π @hackernewsgithubprojects
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π¦ nfzerox/virtualmaconipad
Virtual Mac on iPad
Run a full Mac desktop right on your iPad by jailbreaking and installing this clever community tool. It tricks Apple Silicon iPads into hosting macOS inside a virtual machine, so you get Xcode, Terminal, and classic Mac apps without waiting for Apple to release a hybrid device. The trick involves stripping macOS frameworks from their shared cache and patching them to talk to iPadOS, which is honestly wild engineering. You will see a real Mac interface with working graphics, letting you code or browse on a tablet. It only works on specific M1 or M2 iPads running older iPadOS versions, so check your device first.
π° https://news.ycombinator.com/item?id=49163896
π @hackernewsgithubprojects
Virtual Mac on iPad
Run a full Mac desktop right on your iPad by jailbreaking and installing this clever community tool. It tricks Apple Silicon iPads into hosting macOS inside a virtual machine, so you get Xcode, Terminal, and classic Mac apps without waiting for Apple to release a hybrid device. The trick involves stripping macOS frameworks from their shared cache and patching them to talk to iPadOS, which is honestly wild engineering. You will see a real Mac interface with working graphics, letting you code or browse on a tablet. It only works on specific M1 or M2 iPads running older iPadOS versions, so check your device first.
π° https://news.ycombinator.com/item?id=49163896
π @hackernewsgithubprojects
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π¦ kernel/hypeman
Hypeman: One Codebase, Every Hypervisor
Hypeman is a single Go runtime that spins up virtual machines using whichever engine is actually on your machine right now. It automatically picks between Firecracker, QEMU, Cloud Hypervisor, or even Appleβs built-in virtualization layer, so you stop writing platform-specific scripts. You just hand it a standard container image, and it figures out the fastest way to run it. That means your code works identically on a Linux server or a Mac laptop without any extra setup. It handles the heavy lifting of networking, snapshots, and resource limits behind the scenes.
π° https://news.ycombinator.com/item?id=49170271
π @hackernewsgithubprojects
Hypeman: One Codebase, Every Hypervisor
Hypeman is a single Go runtime that spins up virtual machines using whichever engine is actually on your machine right now. It automatically picks between Firecracker, QEMU, Cloud Hypervisor, or even Appleβs built-in virtualization layer, so you stop writing platform-specific scripts. You just hand it a standard container image, and it figures out the fastest way to run it. That means your code works identically on a Linux server or a Mac laptop without any extra setup. It handles the heavy lifting of networking, snapshots, and resource limits behind the scenes.
π° https://news.ycombinator.com/item?id=49170271
π @hackernewsgithubprojects
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π¦ melqtx/xeet
xeet: Post to X From Your Terminal
Post directly to X from your command line without touching a browser. This tool lets you read your timeline with colorful inline images, reply, and like posts right inside your terminal. It works by borrowing your existing browser session, so there are no API keys to hunt down or configure. Just log into X in Chrome or Firefox, run a simple auth command to link your session, and then type your posts or scroll through your feed using keyboard shortcuts. It even supports attaching images and videos directly from your disk.
π @hackernewsgithubprojects
xeet: Post to X From Your Terminal
Post directly to X from your command line without touching a browser. This tool lets you read your timeline with colorful inline images, reply, and like posts right inside your terminal. It works by borrowing your existing browser session, so there are no API keys to hunt down or configure. Just log into X in Chrome or Firefox, run a simple auth command to link your session, and then type your posts or scroll through your feed using keyboard shortcuts. It even supports attaching images and videos directly from your disk.
π @hackernewsgithubprojects
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π¦ hm-runninghub/comfyui_rh_minmaxh3
Generate Video and Audio Simultaneously with MiniMax-H3
MiniMax-H3 generates synchronized video and audio at the same time instead of adding sound after the video is already done. This ComfyUI plugin brings that joint generation process into your workflow, letting you create content where the visuals and the soundtrack are built together from the start. You can drive the generation with simple text prompts, use a starting image to animate a scene, or chain together video and audio references for precise control. The best part is that it runs smoothly on a single twenty-four-gigabyte graphics card by using smaller, optimized model weights.
π @hackernewsgithubprojects
Generate Video and Audio Simultaneously with MiniMax-H3
MiniMax-H3 generates synchronized video and audio at the same time instead of adding sound after the video is already done. This ComfyUI plugin brings that joint generation process into your workflow, letting you create content where the visuals and the soundtrack are built together from the start. You can drive the generation with simple text prompts, use a starting image to animate a scene, or chain together video and audio references for precise control. The best part is that it runs smoothly on a single twenty-four-gigabyte graphics card by using smaller, optimized model weights.
π @hackernewsgithubprojects
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π¦ ucsc-vlaa/visualclaw
VisualClaw: The AI Agent That Evolves Its Own Brain
VisualClaw is the modular agent system that finally gives AI a way to learn from its own mistakes in real time. Most AI tools just guess when they fail, but VisualClaw actually keeps score. It watches what the AI does, spots the exact moment it messes up, and then writes a new, better set of instructions for next time. Think of it as a robot that gets smarter every time it drops a tray. It handles video, remembers past conversations, and even works with smart glasses. It turns a dumb, one-trick AI into a self-improving assistant that gets better the more you use it.
π @hackernewsgithubprojects
VisualClaw: The AI Agent That Evolves Its Own Brain
VisualClaw is the modular agent system that finally gives AI a way to learn from its own mistakes in real time. Most AI tools just guess when they fail, but VisualClaw actually keeps score. It watches what the AI does, spots the exact moment it messes up, and then writes a new, better set of instructions for next time. Think of it as a robot that gets smarter every time it drops a tray. It handles video, remembers past conversations, and even works with smart glasses. It turns a dumb, one-trick AI into a self-improving assistant that gets better the more you use it.
π @hackernewsgithubprojects
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π¦ mikeluu99/searxng-rust
Searxng Rust: Multi-Engine Search Aggregator
Searxng Rust lets you build a private search engine that checks multiple sources like DuckDuckGo and Brave at once, then blends the results into a single clean list. It solves the annoyance of searching multiple sites individually by automating the comparison process. The cool part is its ranking system, which gives higher scores to pages that show up in several engines, proving their relevance. It strips out tracking links to keep results clean and returns everything as simple JSON, making it a perfect tool for developers who want a fast, customizable search experience without relying on big tech.
π° https://news.ycombinator.com/item?id=49158141
π @hackernewsgithubprojects
Searxng Rust: Multi-Engine Search Aggregator
Searxng Rust lets you build a private search engine that checks multiple sources like DuckDuckGo and Brave at once, then blends the results into a single clean list. It solves the annoyance of searching multiple sites individually by automating the comparison process. The cool part is its ranking system, which gives higher scores to pages that show up in several engines, proving their relevance. It strips out tracking links to keep results clean and returns everything as simple JSON, making it a perfect tool for developers who want a fast, customizable search experience without relying on big tech.
π° https://news.ycombinator.com/item?id=49158141
π @hackernewsgithubprojects