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09.11 Today's Picks

383 new projects found today, 165 rated.

Created 2026-09-09 – 2026-09-11Fetched 600Filtered 50Rated 43

S · Look today

S

DeepSelect

deepseek-aiCuda

DeepSeek's official open-source sparse-attention TopK and sampling CUDA kernels directly determine DSA inference compute and memory costs, so any team reproducing or deploying the model needs them. Official backing could make it a de facto standard absorbed by frameworks like vLLM, though it only fits their own architecture.

DeepSelect: TopK kernels for DeepSeek Sparse Attention (DSA) and Samplers

#LLMs#GPU#Performance#ML Research#deepseek

★234

S

maskit

xiaYuTian11Python

A local gateway that masks requests before they reach the LLM and restores them in streaming replies, pluggable into any tool that lets you change the Base URL; one of the few privacy tools that works right after install, limited by rule-based masking that still misses complex entities.

Data Maskit — a local privacy masking gateway built for large models (requests automatically masked, responses streamed back restored; supports any tool with a configurable Base URL such as Cursor / C…

#Privacy#LLMs#APIs#Self-Hosted

★26

A · Worth watching

A

gongwen-gbt9704-skill

mizzleloverJavaScript

Generates editable DOCX official documents per GB/T 9704-2012, solving the high-frequency rigid pain of manually adjusting fonts and line spacing in government and SOE formatting, and the clear standard naturally gives it a "standard dependency" position. It can pursue template markets and enterprise editions, with the risk that office suites like WPS ship similar templates.

Cross-platform Chinese official document typesetting Skill that generates editable DOCX following GB/T 9704-2012

#Documents#Agent Skills#Automation#docx

★317

A

opensend

R44VC0RPTypeScript

A self-hosted transactional and marketing email layer built on AWS SES, addressing high sending costs and vendor lock-in, with the Resend model already market-validated; 100 stars in a day shows real demand. It can be open source plus cloud hosting or usage-based pricing, competing with Resend, Plunk and self-built Postfix; the risk is that deliverability and compliance operations are heavy.

self-hosted transactional & marketing email layer on top of aws ses

#Email#Self-Hosted#DevOps

★100

A

TridentVision

fromgofVerilog

Puts YOLOv26m entirely on an XC7K325T in pure Verilog with no C, a rare and reproducible reference for FPGA edge vision; the specific LUT/DSP figures suggest it really ran. The catch is the high hardware barrier, so most people can only read it, not run it.

Implement yolov26m using a complete FPGA, without any C language code. Requires 160K LUTs and 386 DSP cores (based on Xilinx XC7K325T).

#Embedded#GPU#ML Research#Hardware

★26

A

sam3d.cpp

localai-orgPython

Converts Meta's sam3d weights to GGML so 3D objects can be tracked and segmented from video locally or on edge devices, one of the few offline 3D segmentation options you can compile yourself. Currently only a demo; accuracy, speed, and docs remain unverified.

Track and extract any 3D object from video. C++/GGML convertion of Meta's sam3d PyTorch model plus a demo app

#3D#Video#ML Research#ggml

★22

That's today. The other tiers and the boards follow.

BHas a spark34
  • B mjbatch It runs thousands of MuJoCo simulations in parallel on pure CPU, addressing the simulation throughput bottleneck in robot learning and RL training; the author has credibility in the MuJoCo community, and 227 stars shows it is a must-have tool with potential to become a standard experimental dependency. Monetization is cloud simulation or enterprise support, competing with GPU simulation approaches. #Robotics#Performance#ML Research#GPU

    A Python library for running thousands of MuJoCo simulations in parallel on CPU

    kevinzakkaPython★227

  • B omarchy-apple-dev Builds and deploys iOS SwiftUI apps on Arch-based Omarchy on Apple Silicon without Xcode, removing a hard blocker for Linux developers doing iOS. Its 92 stars show a small but high-pain audience, enabling toolchain subscriptions or CI integration, with the risk that Apple toolchain licensing and upstream changes make it fragile. #iOS#Linux#Build#macOS

    Build and deploy iOS SwiftUI apps from Omarchy Linux on Apple Silicon, no Xcode required

    joshuaswarrenShell★92

  • B routeVSCODE Lets VSCode Copilot Chat switch models without restarting via a local proxy, hitting the real pain of wanting to plug in your own keys and models, with 326 stars in a day confirming demand. But it relies heavily on Copilot internals and subscription compliance, breaks when Microsoft changes things, and viable monetization is proxy/gateway middleware. #LLMs#Plugins#Networking#copilot

    ⚡ Zero-reload dynamic AI model switcher & local proxy for VSCode Copilot Chat via 9Router

    yudaprasetya007JavaScript★326

  • B 3dviz-pro-max An Agent Skill that turns a one-line idea directly into Three.js/Blender scenes, with 223 recipes and a knowledge base, solving slow from-scratch 3D visualization. 133 stars in a day show the Claude Code/Codex plugin ecosystem is hot, enabling paid skill packs and template markets, with the risk that skills are highly homogenized. #Agent Skills#3D#UI Design#Plugins

    Agent skill for creative 3D visualization: turn an idea into a Three.js/Blender scene worth exploring. Claude Code + Codex plugin, 223 recipes, 440 knowledge records, 22 proved kits, 37 runnable studi…

    viettranxJavaScript★133

  • B one-ip One-click lookup of IP purity, datacenter origin and proxy traces, serving IP profiling needs in risk control, scraping and multi-account scenarios. Its 57 stars show a niche with real demand, enabling a pay-per-use IP intelligence API, but competitors like ipinfo and Scamalytics are mature, and the risk lies in data-source quality and accuracy. #Networking#Privacy

    Instant insight into IP purity and risk rating. With just one click, physical coordinates, data center origins and proxy traces are all laid bare.

    zhihui-huTypeScript★57

  • B pi-better-rewind-redo Adds multi-level file and conversation rollback plus recoverable checkpoints to AI coding agents like Pi, without relying on git, directly addressing the pain of agents breaking code with no way back. The positioning is clear, but it only serves the Pi ecosystem and is useless outside it. #AI Agents#Debugging#Productivity

    Rewind files and conversations in Pi, with multi-level redo and recoverable checkpoints. Powered by filesnap. No Git required.

    extracurricular-aiTypeScript★20

  • B teledrive A personal cloud drive over Telegram MTProto, shipped as a single static binary with a web panel, supporting chunked resumable uploads and 206 streaming playback, ready for self-hosters. The description is restrained and flags a ToS Safe Mode; novelty lies in completeness, since telegram-drive and others exist. #Self-Hosted#Streaming#Backup#telegram

    ⚡ High-capacity personal cloud storage powered by Telegram MTProto. Single static binary with Google Drive-like Web Dashboard, resumable chunked uploads, HTTP 206 video streaming, and strict ToS Safe …

    herliansyahGo★11

  • B paygateme An unofficial Go SDK for Shopee and GoPay merchant payments that saves Southeast Asian e-commerce developers from wrapping the APIs themselves; the author clearly states it's unofficial and keeps scope tight. Risks are platform API changes, plus missing tests and version commitments. #SDKs#Fintech#APIs#shopee

    Unofficial SDK Go library for Shopee & GoPay merchant payments

    hirotomasatoGo★23

  • B novel-agent-studio A local AI workbench for Chinese novels covering story planning, chapter writing, evidence-based review and story memory, solving consistency and revision pain in long-form creation. Its 43 stars show demand exists, enabling subscriptions or material markets, with the risk of squeeze from both general agents and web-novel platforms' in-house tools. #LLMs#Content Writing#Knowledge Base

    A local desktop AI workbench for Chinese novel writing: story planning, chapter-by-chapter writing, evidence-based review, local revision, and story memory.

    skuramatataJavaScript★43

  • B printfilm A Chinese AI science-video and comic-drama creation platform that batches the script-to-finished-video workflow, solving short-video creators' capacity problem. Its 183 stars show strong Chinese creation demand, but the AI video space is crowded, and without in-house models or distribution it's hard to retain users, with monetization mainly from compute resale and memberships. #Video#Image Generation#AI#Self-Hosted#ffmpeg

    PRINTFILM: an AI science video and comic drama creation platform

    yi1108Python★183

  • B dlss5-neural-amd A ReShade plugin that ports DLSS's neural rendering network to AMD cards via HIP, already tested in PCSX2 with an open call for forks; a rare piece of GPU-side reverse engineering, limited in that it only works for specific pipelines and is demanding to configure. #GPU#Games#Performance#Reverse Engineering

    ReShade add-on running the DLSS-NR network on AMD GPUs via HIP, RenoDX-shaped. Tested on PCSX2. Published to be forked. Discord: https://discord.gg/wYhvS3JSHM

    zmodelerloverC++★11

  • B StandRig Turns layered PSDs into MCP-driven 2D rigging and playback, with a local service plus an embeddable runtime, aimed at animators editing character art with AI; the idea is novel, but setup is demanding and the ecosystem is small, with Live2D and Spine as alternatives. #MCP#Animation#AI Agents#Images

    AI-editable 2D modeling and playback via MCP. Parts-separated PSD input, standalone local service, and embeddable runtime.

    sayaka-aiartTypeScript★16

  • B EarGuard A small resident Windows tool that blocks momentary 100% volume spikes, clamping them back within 2ms to protect ears and headphones, with a concrete problem and solution. Its restrained scope is a plus; the risk lies in audio hook compatibility and permission requirements. #Windows#Audio#Health

    Hardware volume spike protector for Windows. Clamps rogue 100% audio bursts in <2ms to protect your hearing and IEMs.

    AmrZriekC#★11

  • B clawd-conduit Hooks Claude Code's 15 hook events into the desktop pet Clawd, so even permission confirmations can be clicked on the desktop — a very precise scope; but it's only useful to people using both, making it a fun, clean little tool. #AI Agents#macOS#Automation#Hardware

    Full-lifecycle wiring between Claude Code and the Clawd on Desk pet — all 15 hook events, with permission prompts answered straight from the desktop

    ssssssanjiuShell★15

  • B mist A zero-dependency front-end splash effect where a finger wipes fog and stirs water ripples, with an iOS integration example; the code is presumably small. Good for anyone wanting a ready-made interactive effect, though it's just a demo and similar CodePen snippets are common. #Web Frontend#Animation#iOS

    A frontend splash screen page where a finger swipe wipes away thin mist and triggers water ripple effects. Zero dependencies, with an iOS integration example.

    eveninwinterJavaScript★20

  • B Audio-Finder Adds an activity view to macOS showing which tab or app is playing sound, with Chrome/Brave connectors; the need is real but small, and the system volume panel plus existing menu bar tools already cover most of it — an optional little toy. #macOS#Audio#Browser Extensions

    Native macOS audio activity app and Chrome/Brave browser connector.

    sparkyriderSwift★11

  • B Smartisan-Modern A port adapting Xposed modules on Smartisan phones to the newer libxposed API 102, a real need for those still tinkering with old Smartisan device modules. The audience is tiny and it's constrained by upstream API stability. #Android#Plugins#xposed

    A third-party modern Xposed API adaptation of Smartisan's 锤锤, currently supporting libxposed API 102.

    lilu0826Java★10

  • B MiniWatts Uses private iOS APIs to read charging power, actual cell power, and 30 temperature sensors for a battery and thermal dashboard, data you can't get elsewhere. It requires sideloading and could break with any system update. #iOS#Hardware#Performance

    An iPhone battery, charging and thermal instrument built on private iOS APIs — real charger watts, what actually reaches the cell, all 30 temperature sensors, and the USB-PD handshake.

    ResistanceToSwift★16

  • B deepseek-recipe A new Rust repository from the official deepseek account that gained over two hundred stars in a day, but with no description or README summary to judge the contents; it could be training/inference recipes or just internal tools released. Hot enough in stars, but too little information, so wait and see. #LLMs#ML Research#GPU

    deepseek-aiRust★215

  • B jellyfin_inventory A Jellyfin plugin that builds a sortable, filterable master table for the media library, easing the weak native browsing. The C# plugin has a clear purpose but a single function, and similar report plugins already exist in the community. #Self-Hosted#Plugins#Streaming#jellyfin

    A sortable, filterable table of everything in your libraries.

    ivenosC#★13

  • B Mi-Ripple Targets ripple artifacts in repeatedly edited AI-generated images, pointing at a specific problem few address. But the description is full of invented terms, with no before/after samples or metrics, making real effectiveness hard to judge. #Images#AI#ML Research

    MIYANG diagnosis-guided restoration for digital ripple artifacts in iteratively edited AI images

    miyang-aiPython★18

  • B Qpro-Enhanced-FT Enables tongue tracking and eye convergence on a rooted Quest Pro, a small unlock for VR face tracking. Useful to headset tinkerers, but the barrier is high, the audience narrow, and stability and rollback are unstated. #Hardware#Embedded#Android

    Enables tongue tracking and eye convergence on a rooted Quest Pro

    n0tmast3rPython★14

  • B vivace A Rust rewrite of a Composer-compatible PHP dependency installer, with its positioning clear in one sentence, so PHP developers can try it today. The repo is only a day old, so real usage isn't visible yet; success hinges on handling composer.lock and private repositories. #CLI#Build#Performance#composer

    Fast, Composer-compatible installer for PHP, written in Rust

    AdelagricRust★12

  • B Future-Coast A visualization of sea-level rise flooding along China's coast using real elevation data, with a concrete problem and traceable data sources, usable by science communicators and the general public. The limitation is that it covers only China's coast as a single-page demo, so depth is limited. #Data Analysis#Web Frontend#Science

    See whether your coastal area will be submerged after global warming sea-level rise. Interactive sea-level rise visualization for China's coastline based on real elevation data | Interactive sea-level…

    DFU791TypeScript★22

  • B kav Puts a full bus timetable into an app with no ads and no account, letting you plan routes without signal; the need is clear and the implementation restrained, and Android users can install it today. Limited by city coverage and timetable update frequency. #Android#Productivity#UI Design

    An ad-free, account-free transit app for Android. The whole timetable is on the phone, so journey planning works with no signal.

    ImNoammmKotlin★11

  • B DuoLikeAnimation A Swift recreation of the iPhone Duo fold animation that rode the hype name to 70+ stars, with no description or usage notes; by its size it's a single demo view. iOS motion designers can glance at it, but it isn't yet a project. #iOS#Animation#UI Design

    elijah-semyonovSwift★72

  • B microduck-replica-cad SolidWorks drawings and a 21-page assembly guide for an open-source robot dog replica project, useful to hardware hobbyists who want to build one. But it's companion material to a main repo, not a tool itself, so its general utility is limited. #3D#Hardware#Documents

    Editable SolidWorks 3D drawings and a 21-page assembly and installation manual replicated from Microduck · Drawing author 机械行者Robo · Companion main repo fanhao375/microduck-replica

    fanhao375Language unknown★12

  • B ocean-simulation A real-time demo of FFT/JONSWAP ocean surfaces with foam, caustics, refraction, and weather, with detailed graphics work. But it's a personal showcase with no reusable library or parameter docs; for rendering, the official three.js examples are about as good. #3D#Web Frontend#GPU

    An interactive real-time ocean simulation combining FFT/JONSWAP waves, depth-aware coastal behavior, foam, caustics, refraction and dynamic weather around a tropical island.

    iamtechartistHTML★15

  • B elegantfin-jf12 A compatibility patch making the ElegantFin theme work with Jellyfin 12's new layout; the author honestly calls it a stopgap until upstream support arrives. But it's just a CSS override that breaks as soon as upstream updates. #Self-Hosted#Plugins#UI Design#jellyfin

    Makes ElegantFin work on Jellyfin 12's Modern layout, until upstream supports it

    mihaif7CSS★11

  • B google-seo-mcp An MCP server bundling Search Console, GA4, PageSpeed, and WordPress, genuinely convenient for technical SEO practitioners, and this kind of data integration is uncommon. But 80 tools means a very wide maintenance surface, so first check whether it can reliably run GSC authorization. #MCP#Marketing#APIs

    SEO & GEO MCP server for Claude, Codex, Cursor and any MCP client: Google Search Console, Google Analytics 4, PageSpeed Insights, Core Web Vitals, structured data, llms.txt, AI crawler checks, WordPre…

    AkxanTypeScript★18

  • B localmesh-engine Turns photos into textured meshes offline on a single 8GB GPU, built on TRELLIS.2 plus a four-view path, and the low VRAM threshold is a real selling point. Limited by dependence on the upstream model and no evaluation comparisons. #3D#Images#GPU#AI

    Photographs to a textured mesh, on one NVIDIA card with 8 GB, offline. Built on TRELLIS.2, with a four view path.

    QuentinclsPython★12

  • B justPostgres A lightweight entry point for running multiple Postgres instances on one machine, a practical idea, but docker compose, pgAdmin, and others already cover this heavily. The one-line description never explains isolation, ports, or backups. #Databases#DevOps#Self-Hosted

    A lightweight postgres hub to run multiple postgres database from a single machine

    hiteshchoudharyTypeScript★20

  • B Mac-Duo A small indie project that brings the iPhone Duo's visual effect to the MacBook — essentially a visual easter egg; 18 stars in 0.2 days comes from the author's fame, practical value is limited, worth ten minutes but not necessary. #macOS#iOS#Animation

    Wish you could bring the iPhone Duo effect to your MacBook?

    sumimakitoSwift★18

  • B fx-ui A GPUI desktop client for the fx coding agent, from an author with a Scira background; but fx and libfx themselves are obscure, the repo doesn't explain installation or usage, and its value depends entirely on whether anyone actually uses that agent. #AI Agents#Editors#UI Design

    A desktop app for the fx coding agent, built on libfx and GPUIX.

    zaidmukaddamTypeScript★22

COrdinary49
  • C dsh-cloud A multi-tenant platform hosting DeepSeek Harness instances with container isolation, persistent workspaces and quotas, solving the ops cost of self-hosting dsh for teams. At 61 stars, "dsh" is vaguely defined, value is entirely tied to one upstream, monetization is only hosting margin, and it loses meaning if the upstream changes. #Self-Hosted#DevOps#LLMs

    dshcloud: a multi-tenant platform for deploying and hosting DeepSeek Harness (dsh) instances, supporting self-hosted or cloud deployment. Deploy and host DeepSeek Harness (dsh) instances — self-hosted…

    eskim2001TypeScript★61

  • C daro A Flutter cross-platform database manager positioned as a free Navicat alternative, addressing costly licensing and cross-platform experience. With 36 stars and slow growth, it competes against mature free tools like DBeaver and Beekeeper, leaving only enterprise upsell, while maintaining many database drivers is costly. #Databases#Open-Source Alternatives#navicat

    A Navicat alternative; a lightweight desktop database management tool built with Flutter

    SpringHguiDart★36

  • C lg-tv-blocklist A DNS blocklist for LG webOS TV telemetry, ads and callbacks, split into security and strict tiers, addressing smart TV privacy leaks. Its 94 stars show a clear, fast-growing user base, but it's essentially a data list that's hard to monetize alone, relying on sponsorship or merging into the Pi-hole ecosystem, and it breaks when vendors change domains. #Privacy#Networking#Self-Hosted

    Curated DNS blocklist for LG webOS TV telemetry, ads and phone-home traffic (safe + strict tiers)

    furkan-bayrakPython★94

  • C hktex Replaces 3D Gaussian Splatting surface representation with hot-kernel textures and geodesic Gaussians, a genuine graphics novelty. But 37 stars confine it to research circles, engineering and deployment paths are unclear, monetization is limited to papers and licensing, and the GS ecosystem is locked in by mainstream implementations and toolchains. #3D#ML Research#Images

    Heat Kernel Textures: the Geodesic Gaussians That Do Not Splat

    circle-groupPython★37

  • C stonkfly Drives Coinbase trading actions with a full fruit-fly connectome simulation, a novelty "biological brain plus finance" combination whose 142 stars come mainly from topic sharing. There's no evidence the trading works and no risk-control or compliance path, making it closer to an art project with very weak commercialization prospects. #Crypto#ML Research#Biotech

    A full retained fly-connectome simulation with experimental memory and guarded Coinbase AgentKit trading actions.

    nftechiePython★142

  • C sonascope A local audio visualization workbench and TypeScript DSP library covering waveforms, spectra, spectrograms, WAV exchange and streaming analysis, solving the lack of a unified web audio-analysis library. At 31 stars growth is average, competitors like wavesurfer.js are mature, and monetization is limited to enterprise licensing or cloud analysis. #Audio#SDKs#Web Frontend

    A local audio visualization workbench and TypeScript DSP library with waveform, spectrum, spectrogram, Web Audio, WAV interchange and streaming analysis.

    ranshufang55TypeScript★31

  • C html-doc A single-file HTML document edited and saved directly in the browser, also offering a Claude Code/Codex Agent Skill and format conversion, solving lightweight delivery and archiving. Its 39 stars ride the skill ecosystem boom, but general editors can replace its features, so monetization is limited to template packs or team editions. #Documents#Agent Skills#Editors

    A standalone HTML document edited and saved directly in the browser. Agent Skill and HTML conversion tools for Claude Code and Codex.

    tonywjsHTML★39

  • C sonar.cool Uses a Mac's built-in speakers and microphone for hand-gesture recognition to control scrolling and zoom, avoiding a camera, a rare idea. But accuracy, latency and use cases are limited, its 82 stars come mainly from novelty sharing, there's no clear paid scenario, competitors are camera and radar gesture solutions, and it will likely stay a demo. #macOS#Audio#Hardware#Accessibility

    Control your Mac with hand gestures using its speakers and microphone. Experimental, camera-free scrolling, swiping, and zooming.

    eperez28Swift★82

  • C PassTheCert-rs A Rust implementation authenticating to LDAP/S services via Schannel certificates, a rewrite of a red-team lateral-movement tool addressing cross-platform AD certificate-auth exploitation. At 31 stars it's a niche security circle item that could join pentest distros, competitors are the original PassTheCert and Certipy, and monetization room is limited. #App Security#Windows#Network Security

    Tool to authenticate to an LDAP/S server with a certificate through Schannel written in Rust. 🦀

    g0h4nRust★31

  • C nix-graph An interactive TUI viewer for Nix dependency graphs that addresses how hard closure relationships are to understand, with sticky but small Nix users. Its 33 stars show ordinary growth, a similar nix-tree already exists, and such tools are usually community-maintained rather than paid, so commercialization space is limited; it is worth watching as ecosystem signal rather than an investment target. #Linux#CLI#Terminal

    Interactive TUI viewer for Nix dependency graphs

    AlexAntonikGo★33

  • C fancyboot A mount-free Android boot animation module from the author of Thanox, extremely narrow in scope but done thoroughly, and root users will want it. The limitation is a narrow audience and dependence on system version and module environment. #Android#Animation#Operating Systems

    Mountless Android boot animation module

    Dr-TSNGRust★14

  • C token-dashboard Scans local session logs to generate a single-file offline HTML dashboard of token consumption, serving only WorkBuddy users. The approach is clean but the scenario is extremely narrow, useless with other tools, and similar stats panels are plentiful. #Agent Skills#Data Analysis#Productivity

    WorkBuddy Token consumption dashboard Skill: scans local session logs and generates a single-file offline HTML dashboard

    fuyi-gitPython★11

  • C iphone-duo-macos-animation Uses the MacBook lid angle sensor to recreate the iPhone Duo fold blur animation on macOS in pure Swift, a clever idea. But it's just a sensor trick with limited reuse, and several similar hype-chasing repos appeared the same day. #macOS#Animation#Hardware

    A clone of Iphone Duo's fold progressive blur animation on macbook using lid tilt sensor. Fully native written in swift! Demo:

    lqSky7Swift★15

  • C dashi-motion Writes the AE, Rive, and Cavalry motion-design workflows into a Skill, with pitfall notes and check scripts, somewhat useful to people who want AI to handle motion work; but it's essentially experience documentation lacking sample output, and how far it goes depends on the model. #Animation#Agent Skills#Video Editing

    A native motion design Skill for AE, Rive and Cavalry: loads practical workflows, pitfalls and reusable check scripts per software.

    chuspeeismPython★27

  • C rdp-scripts A PowerShell script that removes the Windows Remote Desktop single-session limit, meeting real demand for concurrent logins, with 77 stars showing the pain point exists. But RDPWrap has long occupied this space, the use is grey-area, it breaks easily after system updates, and there's almost no legitimate commercialization, so don't invest in tracking it. #Windows#Networking

    RDP concurrent sessions limit remover for Windows

    durdoomPowerShell★77

  • C vivid-figures-skill An Agent skill for illustrating Claude's math modeling, claiming to keep 108 usable recipes; in essence a collection of prompts and examples whose value depends on recipe quality, and with many similar skills already, look at a few samples first. #Agent Skills#Prompting#Science

    Anthropic Agent Skill for vivid mathematical-modeling and scientific figures with 108 preserved recipes

    yjz211Python★13

  • C cityu-beamer An unofficial Beamer template for City University of Hong Kong that can save CityU students some typesetting time. It's essentially a style file, and similar templates exist everywhere, so it has no value outside the school. #Presentations#Documents#Learning

    Beamer template for CIty University of Hong Kong (Unofficial)

    inscripoemTeX★23

  • C ComfyUI-MiniMax-H3-W4A4-VSA W4A4 quantization and streaming VSA acceleration for a MiniMax video model in ComfyUI — hardcore kernel work; but it depends on unreleased weights and specific hardware, so ordinary users can't install it, and it's worth trusting only once reproducible records exist. #Image Generation#GPU#Performance#LLMs

    MiniMax H3 Ref2VA acceleration with FC1 ConvRot W4A4 and Streaming VSA for ComfyUI

    sepiablue-aiPython★18

  • C ComputerUse Connects computer-use capabilities to tools like OMP and OpenCode, but the one-sentence description lacks differentiation and docs, making it a repackaging of existing abilities. At 40 stars it's hard to tell if real users exist, competitors are official computer-use and desktop agents, and the monetization path is unclear. #AI Agents#Automation#Editors

    Use computer use with tools like OMP or OpenCode.

    ashhartJavaScript★40

  • C cek-probe-model The description is a single Indonesian sentence, "detect whether the model is masked," and the repo's positioning and purpose cannot be reconstructed; 354 stars poured in within a day with no matching docs, benchmarks or user discussion, looking more like inflated metrics or a temporary experiment. It neither explains what problem it solves nor offers any monetizable interface or dependency surface, so blacklist and observe for now. #AI#LLMs

    Untuk cek model apakah maskingan atau bukan

    yureii1996Python★354

  • C WhisperDeck A local audio transcription toolbox with clipping, tagging, transcription, and export all offline, plus a Python engine and Android demo. The direction is right, but the Whisper ecosystem has many similar tools, and it doesn't explain its differentiation or where to start. #Speech#Audio#Android#Privacy

    On-device audio transcription toolkit - trim, tag, transcribe and export recordings locally, with a Python engine and an Android demo app.

    FjgarciaMacPython★17

  • C orukeet Multilingual speech recognition that replaces the learnable frontend with fixed Gabor convolution kernels, an uncommon approach; but it's all terminology with no install steps or data details, so anyone outside speech research can only watch. #Speech#ML Research#AI

    Orukeet: multilingual ASR with fitted, frozen Gabor kernels and native inference

    Oruk-AIPython★18

  • C MacDuo An experiment using the MacBook screen as a 'folding desktop,' seemingly riding the iPhone Duo folding hype; the one-line description doesn't clarify the form or use cases, or whose problem it solves. Worth a toy look, but not enough information to recommend. #macOS#UI Design#Animation

    Fold your desktop with your MacBook display.

    bugwzSwift★12

  • C iphone-duo A React 3D study recreating the iPhone Duo fold form, with models from Apple. It's a small demo chasing the hype, with no interaction notes or reusable components, and several similar repos appeared the same day. #iOS#3D#Web Frontend

    Composable React folding iPhone Duo study. 3D model by Apple.

    jal-coTypeScript★12

  • C iphone-duo-skills An agent skill set for building iOS apps for the iPhone Duo foldable, covering layout, hinge, and camera. But the device is still a rumor, so it looks like name-based hype, and the content is just ordinary SwiftUI advice. #Agent Skills#iOS#AI Agents

    Agent skills for building iOS apps on iPhone Duo, Apple's first foldable iPhone — adaptive layout, vertical bars, hinge & scenes, camera, and design review.

    mirzaaghazadehPython★15

  • C DeepSeek-V4.1-Flash-vLLM-DGX-Spark Claims to run an unreleased 552B model with vLLM TP4 on four DGX Sparks and gives benchmark numbers; the terminology fits the times, but the model and patches can't be reproduced, reading like placeholder naming — trust it once checkable logs exist. #LLMs#GPU#Performance#Benchmarks

    DeepSeek-V4.1-Flash (552B MoE, MXFP4 experts, 1M ctx) on four NVIDIA DGX Sparks with vLLM TP4: Engram-on-disk patch, sm121 kernel build, launchers, measured numbers

    tonyd2wildPython★25

  • C MacDuo A small Swift + Metal experiment that rotates the desktop content when a MacBook lid closes, an interesting idea; but three nearly identical repos appeared the same day, the source is suspicious, and its practical value is only novelty. #macOS#Hardware#UI Design

    A native Swift + Metal Mac app that makes your desktop follow your MacBook lid.

    DhananjayBhosaleSwift★19

  • C hinge A small Swift tool that makes the MacBook desktop follow the screen opening and closing, on the same topic as two other repositories that day; the 29 stars come from an institutional account, but it's still toy-level in usefulness and the motivation is questionable. #macOS#Hardware#UI Design

    Your MacBook desktop follows your lid.

    NoveumSwift★29

  • C lighter-ts A TypeScript client example for the Lighter derivatives exchange, self-described as a demo. It's a starting point for integrators, but it's neither complete nor an official SDK, with unknown security and stability; audience is limited to that integration. #SDKs#Crypto#APIs

    Lighter typescript client demo

    elliottechTypeScript★12

  • C gpu-lexer From vercel-labs, the name hints at running lexing/highlighting on the GPU, but the repo has not one line of explanation, so the API and use cases can't be judged; a credible team doesn't mean a usable project — wait for the README. #GPU#Performance#Editors#Web Frontend

    vercel-labsJavaScript★10

  • C StillerBrain A long-term memory layer for AI with selective recall, traceability, and self-revision, a reasonable idea, but mem0/zep and similar solutions are already mature, and the non-commercial license will block most teams. Its 'source development preview' self-label is at least honest. #LLMs#RAG#Knowledge Base

    Long-term memory infrastructure for AI, supporting selective recall, traceable records and self-revision. Source development preview, under the PolyForm Noncommercial license.

    AZHi-xinxinPython★10

  • C random-city A procedural 3D city model built with React and Three.js, with weather and traffic, visually appealing; but it's a demo rather than a reusable component, so those seeking procedural city generation won't get much. #3D#Web Frontend#Animation#three.js

    Xiwang City Atlas · React + Three.js procedural city diorama with weather, traffic and a preserved Canvas renderer.

    CatsJuiceJavaScript★12

  • C graph-engineering Claims to add typed, auditable graphs and evidence gating to AI workflows, but it's all stacked terminology with no minimal reproducible example, just a skill directory. Agent orchestration already has many alternatives, and no uniqueness is apparent. #AI Agents#Agent Skills#LLMs

    AI skill for typed, auditable workflow graphs, conditional routing, evidence-gated evolution, and validation. Includes full source, examples, and tests.

    bydtesla1609Python★11

  • C research-solution-supervisor Yet another Agent Skill that uses prompts to 'supervise AI doing research,' with no evaluation and no comparison to existing agent frameworks; the same author released another repository the same day, looking more like bulk output. Actual results can't be verified. #AI Agents#Agent Skills#Science

    A cross-platform Agent Skill that supervises whether AI truly advances the research plan.

    bydtesla1609Language unknown★11

  • C nov-manager A writing-management platform for web novelists, pitching auto-polish, continuation, and plot inference. It piles on features, but AI writing tools are already oversupplied, and the description offers no differentiation or technical detail. #Content Writing#LLMs#Documents

    A novel writing management platform with automatic polishing, continuation writing and plot deduction.

    errorcode7TypeScript★10

  • C design-services-standard-agreement A Chinese design service contract sample localized against domestic law, with real reference value for independent studios; but it's a document, not a tool, so GitHub is more of a content repo, and similar contract templates aren't hard to find online. #Documents#Learning#Collaboration

    A collection of contract samples from domestic independent studios, referencing the AIGA international design services agreement and localized against current Chinese law into a standard design servic…

    studionaeoJavaScript★16

  • C awesome-omarchy-themes A color scheme and wallpaper pack for Omarchy (Arch + Hyprland desktop) users, ready to use after installation, genuinely practical; but it's essentially a resource collection, and similar theme packs are plentiful, so its value is just whether you want a new look. #Linux#UI Design#CLI

    Community themes for Omarchy — colors.toml palettes and backgrounds, install-and-apply ready

    AIowa-LLCPython★13

  • C voidsyscall A cross-platform syscall C2 implant framework with direct syscalls and multi-channel callbacks that red teams would look at; but mature frameworks like Sliver and Havoc already occupy the space, and code trustworthiness and maintenance intent remain unverified. #Network Security#Exploits#Reverse Engineering

    Cross-platform syscall-powered implant & C2 — direct syscalls (Win), raw syscalls (Linux), HTTPS/DNS/ICMP channels. No winapi layer.

    VoidSecSoftwaresGo★22

  • C tennis-cv A project guide on 'how to build a tennis tracker,' not runnable code; tennis CV already has mature options like TrackNet, and this offers neither a new method nor a dataset. Fine as study notes, not worth special attention. #ML Research#Video#Learning

    project guide for building a tennis CV tracker

    collidingScopesLanguage unknown★13

  • C DuoBook A Swift experiment that flips the Mac desktop contents as the screen opens and closes, nearly the same topic as two other repositories that day, from a suspicious source and of value only for a quick try. #macOS#Hardware#UI Design

    Fold your Mac's desktop through the lid hinge. Real sensor, real optics.

    askmaddyySwift★10

  • C lepao3 Protocol reverse engineering and an auto check-in script for a university running app, essentially bypassing attendance; the author notes it's for learning, but the main function is still running for people. Similar scripts have circulated on campuses for ages, with no technical novelty. #Automation#Health#Reverse Engineering

    Lepao check-in assistant (lptiyu): protocol research and automated check-in - personal learning project (no profit / redistribution must cite the source / for learning only).

    dan-cunPython★19

  • C CAN-Opener-Hardware Hardware specs for the SE version of an open-source CAN bus tool, appealing to automotive and industrial tinkerers; but the repo has only specs, no manufacturable files or usage instructions, so you can't act on it now. #Hardware#Embedded#IoT

    CAN Opener SE Hardware Specifications

    the-can-openerLanguage unknown★13

  • C deepseek-v4.1-flash-4x-rtx-pro-6000 A repo that puts a set of LLM inference deployment parameters in its name, with no reproducible startup method in the body, and terms like 'DSpark' and 'Engram offload' can't be verified, making it look like personal experiment notes. Unless you happen to have four Blackwell GPUs, you can skip those ten minutes. #LLMs#GPU#Hardware#Performance

    DeepSeek V4.1 Flash on 4x RTX PRO 6000 Blackwell: native weights, DSpark, vision, NVMe or locked RAM Engram offload.

    0xSeroPython★26

  • C movie-bento Uses TMDB to turn 13,000 films into a "menu-style" recommendation site — plenty of fun but closer to a personal toy; the AI chef is just packaging, the recommendation logic shows nothing new, good for killing time, not for bookmarking. #AI#Data Analysis#Web Frontend

    Movie Bento · Turning 13,000 films into a restaurant of spiritual nourishment (TMDB + menu-style dimensions + AI chef + movie ticket)

    wave2234Python★15

  • C fast-worktree Only a repository name; the README doesn't explain what fast-worktree does or how to use it, nor how it differs from existing worktree tools, and 11 stars in a day isn't enough to judge. Wait for the author to add usage and examples. #CLI#Build#Automation

    axelsonShell★11

  • C UniRoot No description; the name and Kotlin implementation suggest something Android root-related, but it never states supported devices, how it works, or risks. Root tools touch device security, so without docs it can't be recommended. #Android#Reverse Engineering#Hardware

    kuuky29Kotlin★13

  • C destiny-2-vr One line, "Destiny 2 VR Mod," with no language, no install steps, no code — hard to tell if it's a real project or a placeholder; flat-game VR conversions already have mature solutions, so wait for an installable build. #Games#3D#Reverse Engineering

    Destiny 2 VR Mod.

    thecosmictangerine-cloudLanguage unknown★16

  • C CineWindows A Qt6 + libmpv desktop player whose implementation looks proper, but players are a crowded space where mpv, VLC, and IINA already cover most needs, and it doesn't say what new problem it solves. #Video#Windows#UI Design

    A modern Qt 6 desktop media player built with QML, C++20, and libmpv, with hardware-accelerated playback and cross-platform packaging.

    Riteshp2001C++★11

  • C RUDA "Rust CUDA" is a huge promise, and a one-day-old repo has only a vision, no usable tensor stack; rust-cuda, cudarc and cubecl already occupy this spot, and replacing them would take years of engineering — for now it's just squatting. #GPU#Performance#Build

    Rust CUDA-like GPU computing stack

    shuqi2077Rust★11

DSkip76
  • D voxweave A pipeline layer for streaming speech-language models, wrapping audio frames, turn and session schemas, batching and model adapters to remove glue code for voice agents. But near-identical repos like speechturn and speechloom appeared in the same batch, star growth looks suspicious, and there's no evidence of real adoption or differentiation. #Speech#LLMs#Audio#Multimodal

    Streaming speech language model plumbing: audio frames, turns, conversation schemas, batching, and adapters.

    chenkb98Python★32

  • D flyhard It lets a connectome-based fruit fly learn to steer in CARLA, a playful crossover experiment between neuroscience and embodied intelligence, with 33 stars from topic appeal. It is very far from a practical product, results are hard to reproduce and scale, and commercialization is out of the question, though the approach might transfer to embodied control research. #Robotics#ML Research#Biotech

    A connectome-based fruit fly physically learning to operate a steering wheel in CARLA

    MarkUnthankTypeScript★33

  • D speechloom End-to-end speech model research covering waveform encoding, causal decoding, codec tokens, joint loss and streaming inference, complete in approach but still a research scaffold. Similar repos in the same batch lower credibility, real users and benchmark reproductions are missing, competitors are mainstream open-source TTS and speech LLM stacks, and it's unlikely to become a standard dependency. #Speech#ML Research#LLMs

    End-to-end speech model research: waveform encoding, causal decoding, codec tokens, joint losses and streaming.

    fufuchiuPython★31

  • D speechturn A speech LLM research toolkit offering audio instruction data, acoustic adapters and CPU micro-training streaming inference, solving duplicated scaffolding for speech LLM experiments. But near-identical repos like voxweave and speechloom appeared in the same batch, suggesting batch star-farming, and real adopters are doubtful. #Speech#ML Research#LLMs

    A speech large model research toolkit: audio instruction data, acoustic adapters, CPU micro training and inference, streaming events and evaluation.

    howervooPython★32

  • D Inferno-iOS It simulates running iOS 14 on an iPhone 11 as an app on a real iPhone, based on Inferno, a high-difficulty emulation experiment. Its 34 stars come from technical curiosity; it touches Apple's terms with takedown risk, offers no reusable capability or business path, and is more symbolic than practical. #iOS#Reverse Engineering#Hardware

    An emulated iPhone 11 running iOS 14, as an app on a real iPhone. Unofficial, built on Inferno.

    MakrSasSwift★34

  • D iphone-duo A Three.js recreation of the iPhone Duo fold animation with projected screen UI, essentially a frontend showpiece demo. Its 48 stars come from design-community sharing, there's no reusable product surface, competitors are existing 3D display libraries and official models, and it's hard to find a paid angle, so skip it. #3D#Web Frontend#Animation

    Interactive iPhone Duo fold animation with projected screen UI, progressive blur, and custom image uploads. Built with Three.js.

    chuspeeismJavaScript★48

  • D lid-plane Progressive blur based on MacBook lid angle is a visual toy that looks good in short videos. It solves no engineering problem, its 58 stars come from sharing rather than adoption, it has no API, integration surface or standard position, competitors are built-in system animations, commercial value is near zero, and it's not worth tracking. #macOS#UI Design

    Your MacBook has the folding animation at home. A lid-angle-driven progressive blur for macOS.

    jh3ySwift★58

  • D BendMac An open-source novelty effect that bends the desktop image when the lid closes, part of the same visual gimmick wave as lid-plane, with no real use case. Its 53 stars come from short-video spread; there is no reusable component or standard-dependency potential, and it is constrained by Apple system APIs, so it is not worth tracking. #macOS#UI Design

    Your desktop bends as you close your MacBook. Free and open source.

    IuCC123Swift★53

  • D netflix-tube It swaps YouTube for a Netflix-style interface, self-described as a toy made out of boredom, solving no workflow problem. Its 32 stars come from playful spread; there is no API, integration or business model, and it violates YouTube's terms of service, making it a noise signal best skipped. #Video#Web Frontend#Streaming

    i was bored so quickly built this stupid tool that turns youtube into netflix.

    PankajtanwarbannaJavaScript★32

  • D leos-six-department-directing-team-skill-v1 Splits AI film creation into an Agent skill pack of six director roles; it sounds systematic but is really a set of prompts and workflow orchestration, and output quality is hard to verify. Anyone wanting to learn storyboarding is better off looking at existing examples. #Agent Skills#Video#Prompting

    An AI filmmaking skill by Leos, bringing together six directing roles for scene planning, performance, staging, cinematography, video prompts, and continuity review. 面向 AI 影视创作的六部门导演组,协同完成场次设计、表演调度、摄影…

    MasterLeosPython★10

  • D Solana-Drainer-Tool A malicious tool that automates theft of Solana wallet SOL and SPL tokens, driven only by black-market demand and worthless to legitimate developers. Its business model is itself criminal, facing legal action and platform bans, so any evaluation system should blacklist it rather than track it. #Crypto#Scams

    Solana Drainer Tool — Automated SOL and SPL token drainer for Solana wallets with real-time balance monitoring, multi-wallet sweeping, Phantom/Backpack/Solflare compatibility, and stealth transaction …

    bishop555Python★55

  • D GPT6-dex-physical-retarget An empty-description repo whose name points to using large models for dexterous-hand physical retargeting, but with no method, data, or results. The robot-plus-LLM combination sounds novel, yet without docs there's no way to judge if it's real. #Robotics#ML Research#AI

    lingxiao-guoPython★14

  • D cumcm-skills An Agent skill for the national college student mathematical modeling contest, using graph orchestration plus loop validation to run problems, with a very narrow audience; in a contest setting the Agent's output quality remains an open question. #Agent Skills#Learning#Prompting

    CUMCM (China Undergraduate Mathematical Contest in Modeling) Agent Skills: graph orchestration + loop acceptance, compatible with Claude Code / Codex / Cursor / TRAE / OpenClaw and more.

    NemoArce2007TeX★10

  • D Topicstep Organizes AI conversations into a step-by-step discussion process with source drafts, aiming to solve information overload; the idea is fine, but the form and differentiators are vague, and existing chat tools plus prompts cover most of it. #LLMs#UI Design#Knowledge Base

    Dossier-backed, step-by-step AI discussions with less information overload

    YjejuyPython★14

  • D ANIXD-M A Next.js all-in-one marketing platform bundling WhatsApp, email, SMS, and RCS, with too broad a scope and no stated differentiation, when mature open-source marketing tools already exist. #Marketing#Email#APIs#Social

    Open-source marketing platform — Next.js 16 • TypeScript • PostgreSQL • WhatsApp/Email/SMS/RCS.

    aniflaxTypeScript★12

  • D knowforge-metrics-rag An empty-description repo whose name suggests a RAG metrics evaluation module, but it never states data sources, metric definitions, or usage. Plenty of comparable eval sets already exist, so without docs it offers no basis for comparison. #RAG#LLMs#Data Analysis

    dsm-1128Python★12

  • D soul.md Named soul.md but with no description, it's unclear whether it's a persona prompt, config, or some spec. Repos named after .md files are usually prompt collections; insufficient information, so not recommended. #Prompting#LLMs#Agent Skills

    kartikkabadiLanguage unknown★15

  • D mac-guide A systematic macOS usage manual, beginner-friendly, but it's a tutorial-notes content repo with no tool nature; Chinese guides like this aren't scarce, so it's only worth a bookmark entry. #macOS#Learning#Productivity

    A systematic, all-scenario, modern macOS practice manual. From everyday pitfalls for beginners to hardcore geek workflows, covering peripherals/audio-video/gaming/system maintenance/modern terminal/ti…

    yxxbcLanguage unknown★11

  • D Awesome-Multimodal-Embodied-Agent A survey list of embodied agents from showlab — the topic is legitimate but the format is still an awesome list; similar surveys are plentiful, 10 stars is no heat, and people who want the papers are better off reading the originals. #LLMs#ML Research#Robotics#Learning

    Survey on Multimodal Embodied Agents: From Computer-Use to Robot-Use

    showlabLanguage unknown★10

  • D awesome-reasoning-generalization Yet another awesome papers list — the topic is legitimate but the format is utterly unoriginal; 137 stars in 0.9 days looks more like promotion than consensus, and people who need this literature are better served by arXiv and citation graphs. #LLMs#ML Research#Learning

    Awesome paper list for reasoning generalization in LLMs.

    tue09Python★137

  • D backline A quantum-classical compilation and execution platform from Xanadu and AMD with a clear vision, but no runnable entry point or usage instructions; 10 stars is no community validation and it reads more like a project announcement. #Science#Performance#SDKs

    Backline is an open platform for compilation and low-latency execution by Xanadu and AMD that dynamically connects quantum workloads to the right classical engine.

    PennyLaneAIShell★10

  • D ppr-patch No description, C code, and the repository name doesn't reveal whether it's a patching tool or a rewrite of some project; created less than a day ago, there's nothing to evaluate beyond the name. #Debugging#Reverse Engineering#Linux

    drakmorC★19

  • D GALATEA The repository has no description, so it's impossible to tell whether GALATEA is a model, a dataset, or paper code; 20 stars in a day looks more like attention from sharing. Without a README there's no usability, so not recommended for now. #AI#ML Research#Science

    boyuan-anLanguage unknown★20

  • D 3x-ui_runonflux No description; from the name it's a deployment script for running the 3x-ui panel on Flux; 105 stars in 0.6 days with zero explanation is a typical hype-riding shell, and the real deployment docs are in the upstream project. #Networking#Self-Hosted#DevOps

    x4gpanellGo★105

  • D astra-projects A pile of sample projects claimed to be generated by GPT-6 Astra, with no unifying theme and no reusable library. Such AI-generated output has almost no reference value for developers. #AI#Web Frontend#Games

    Projects generated with GPT-6 Astra: web apps, games, creative tools, and developer utilities.

    h4ni0TypeScript★26

  • D nexscope-ecommerce-api Mixes e-commerce data, product images, and video generation into one 'API platform', which is really more a promo repo for commercial APIs with nothing self-hostable. E-commerce data APIs are plentiful, and no differentiator is visible. #APIs#E-commerce#AI

    Ecommerce data and creative AI APIs for marketplace research, product imagery, and video generation, with documentation and code examples.

    nexscope-aiPython★10

  • D gewu-llm-knowledge An offline mirror of 628 LLM analysis articles with search and annotation, a content archive rather than a tool; original copyright and future updates are unaddressed, so it's not worth your time. #LLMs#Knowledge Base#Learning

    Gewu · LLM Knowledge Base — offline mirror of 628 in-depth analyses of AI large models (full-text search/PDF-to-web/annotations/account system).

    ApageoflovePython★12

  • D IDM_Pro_Tool An IDM activation and status-maintenance tool that bypasses paid licensing; 220 stars only show demand exists, which is no reason to recommend it or to put it on a leaderboard. #Activation Bypass#Crack#Windows#Downloaders

    IDM activation and status maintenance tool.

    angusdevgoC#★220

  • D Multichain-Drainer-Tool A multi-chain wallet drainer that sweeps others' USDT/ETH/SOL and other assets, clearly malicious code, and technically just an assembly of common chain-scanning scripts. It has no use beyond security research and shouldn't be spread. #Scams#Crypto#Blockchain

    An automated MultiChain wallet drain utility for USDT ETH SOLANA BTC LTC BNB ETC Trc20 trx... tokens bot

    borderactivistcupolaLanguage unknown★16

  • D Foxigrow The repo's only information is a link to Amagine3D, so the project itself, its purpose and technical approach can't be judged, and its 32 stars lack any verifiable value proposition. With no docs or differentiation, let alone commercialization or becoming a dependency, it's noise to filter out. #3D#AI

    https://github.com/amagine-ai/Amagine3D

    hanaganfur1Language unknown★32

  • D garimpo No description at all, so it's impossible to tell whether garimpo is a crawler, data cleaning, or something else. Eleven stars a day after creation with zero information; wait for the author to add a README. #Data Analysis#Automation#CLI

    ivobraatzPython★11

  • D fly-wirehead No description; the repo name and Python code don't reveal whether it's a network tool or some experiment. With no text explaining its purpose, usability can't be assessed. #CLI#DevOps#Automation

    mattyhempsteadPython★11

  • D Sender No description, so it's impossible to tell whether Sender is a push notification, email, or file transfer tool. Beyond the name there is no information to evaluate. #Automation#Productivity#CLI

    mojinjPython★11

  • D idea-9sep-wed2026-grok-clone Self-described as a Grok clone, with the description 'AI teammate workbench' and provider integration still in progress, meaning it doesn't work yet. Vague scope, no differentiator, just another wrapper prototype; check back when it runs. #LLMs#macOS#UI Design

    Experimental native macOS AI-teammate workspace built with SwiftUI, AppKit and Core Data. MIT licensed; provider UI integration in progress.

    nat-build-with-oracleSwift★15

  • D ruankao-architect-practice An online quiz page for the soft exam system architect certification, a content repo whose value depends entirely on question quality, unrelated to the open-source tool ecosystem, and not worth a spot on the list. #Learning#Knowledge Base#Documents

    Online practice for the Senior System Architect software qualification exam.

    AndyNullJavaScript★14

  • D dexgpt Just the phrase 'GPT for real2sim' and nothing else, with no inputs, outputs, or intended users, so people in robot simulation can't tell whether it's reusable. #AI#Robotics#ML Research

    GPT for real2sim

    Hu-xiao-maxPython★13

  • D JotBloom-Notch-Assistant A Mac/Windows 'inspiration + clipboard + prompts + AI chat' assistant with many listed features and unclear boundaries; AI sidebars are already crowded, and the marketing tone in the description also detracts. #AI#macOS#Windows

    JotBloom: a free assistant for Mac and Windows, great for light creative work and everyday office users, supporting idea capture, clipboard, prompts and AI chat.

    FengLi-AISwift★10

  • D NekoSportsWorldTool Reverse-engineers a campus running app's protocol for automated check-ins, with the goal of faking exercise records; it circumvents rules rather than solving a problem and can be countered by the server at any time. #Automation#Reverse Engineering#Crack

    A fully automated mystery tool implemented based on the Sports World v7.3.70 protocol.

    YanamiNekoRust★12

  • D gtr A token issuance platform tying coin prices to a daily attention word-coin, a convoluted concept that never explains pricing or anti-manipulation. A typical on-chain narrative project, technically just contracts plus a front end, not worth the time. #Crypto#Blockchain#Fintech

    GTR. Markets that move with attention. A launchpad on Robinhood Chain where every token is priced in a word coin set by a daily attention oracle.

    gtrpadTypeScript★17

  • D passtrami The author has some following, but the repo has neither a description nor any explanation of what it does; 27 stars in 1 day rides on the author's halo, and until a README appears it can't be evaluated — skip it. #Web Frontend#Downloaders#Productivity

    zatsHTML★27

  • D galaxian Claims to be a 3D engine for Galaxy On Fire, implemented in GDScript, with only a one-line description, so completeness and usability are unclear, and the Godot ecosystem isn't short of similar projects. #Game Dev#3D#Games#galaxy-on-fire

    Galaxy On Fire 3D engine

    TheWWWormGDScript★11

  • D FIFA-Mod-Manager-Pro Typical mod-site marketing copy, full of adjectives, with no install instructions or implementation details, and no apparent difference from the established community mod manager (FMM); such repositories are mostly traffic bait or empty shells, so not recommended for download. #Games#Plugins#Windows

    Advanced FC / FIFA Mod Manager — powerful tool for easy installation and management of mods. Supports the latest EA Sports FC versions. Fast, stable and user-friendly interface with automatic updates …

    cachestationshearsLanguage unknown★16

  • D A-Survey-on-Looped-Transformers No description at all; only the repo name reveals it's a recurrent Transformer survey, a paper-list style content repo. 92 stars in 1.8 days doesn't match its depth; those needing this are better off reading an existing survey on the topic. #LLMs#ML Research#Learning

    ngocdaobaoLanguage unknown★92

  • D all-profile Packages 'optimizing social profiles' as an all-in-one audit, write, and publish service, but the target users and outputs are vague and results can't be verified. The marketing tone is obvious, and reading the description is basically enough. #Marketing#Social#Content Writing

    Audit, write, and set up clear, credible social profiles with evidence-backed positioning and verified, approved updates.

    AgriciDanielPython★13

  • D Ghostfolio-Open-Source-Wealth-Management-Software A repo that puts the Ghostfolio name right in its title and describes itself as NestJS + Angular portfolio analysis, hard not to suspect as name-borrowing or a mirror. Anyone serious about asset analysis should look at Ghostfolio itself. #Fintech#Crypto#Databases#ghostfolio

    Data-driven portfolio analytics tool built with NestJS, Angular, and PostgreSQL. Track stocks, ETFs, and cryptocurrencies anonymously.

    DegreeashackleLanguage unknown★15

  • D stardew-valley-cheats-farm-trainer-toolkit A Stardew Valley cheat/mod toolkit whose description just lists feature names with no implementation notes. Mature Nexus mods are far more complete; this looks more like a page fishing for search traffic. #Game Cheats#Games#Windows

    Stardew Valley Cheats themed PC toolkit for farm planning, crops, economy, bundles, relationships, collections, progression and gameplay tracking.

    lauren-burns69Language unknown★28

  • D how-to-fish-mod-menu A MelonLoader-based mod menu for How to Fish adding combat and visual cheats, with a tested version noted. Technically it's the usual Unity modding pattern, with nothing new worth discussing. #Game Cheats#Games#Windows

    A MelonLoader-based mod menu with a clean in-game interface. Adds combat, gameplay, visual, and other cheats for How to Fish (tested on v1.0.6).

    mintywiretapLanguage unknown★20

  • D subnautica2-trainer-suite A Subnautica 2 trainer collection whose description directly reuses another trainer's name. It's neither an original implementation nor a verifiable feature list, just a reupload riding the new game's hype. #Game Cheats#Games#Windows

    Subnautica 2 “+22 Trainer by FLiNG: Health, Food, Water, etc.” from mintywiretap

    mintywiretapLanguage unknown★20

  • D pageagent Only one line, "from conversation to reusable output," with no indication of what it does, who it's for, or how to start; this kind of claim is already everywhere among AI browser agents, and with no details to compare, skip it. #AI Agents#Productivity#Automation

    Page Agent: from conversation to reusable output

    openpageagentJavaScript★13

  • D analytics-agent-articles A compilation of articles from a data team on writing analysis agents, presented as a pure resource list with no code and no distilled opinions, so it offers limited help to anyone wanting to build something. #AI Agents#Knowledge Base#Data Analysis

    A curated list of articles from data teams building analytics agents.

    GetCassisLanguage unknown★14

  • D rust-hack-2026-pvp-recoil-toolkit A toolkit branded as recoil training for a shooter game that is actually a collection of cheat scripts, with deliberately vague wording and no verifiable technical content. #Game Cheats#Games#Windows

    Rust Hack 2026 themed PC toolkit for recoil training, PvP analytics, base planning, raid calculations, farming routes, weapon tracking and gameplay review.

    kevimoreno-327Language unknown★16

  • D bodycam-external-hack An external ESP cheat for a first-person shooter with no technical explanation, a typical cheat repo. It has no engineering value and carries the risk of anti-cheat bans. #Game Cheats#Games#Windows

    mintywiretapLanguage unknown★20

  • D team-noclip A hackathon team repo with no explanation and no runnable output; submissions like this only matter to judges and have zero value for readers of the list. #Game Dev#Games#3D

    xsolla-baku-gametech-hackathonLanguage unknown★31

  • D conecta-campus A collaborative repo for a class course assignment, with no documentation and no general use case, whose 31 stars likely come from classmates inflating each other. It solves no external developer problem and offers no API or dependency value, so commercialization and standard-dependency status are both out of reach; it is pure noise. #Learning#Web Frontend#Documents

    Repositório de trabalho da turma 1TDSPA

    1TDSPA-26Language unknown★31

  • D HowToFish-Mod-Menu A game modification menu with combat, visual, and other cheat options, described with phrases like 'unlock all features' and no technical explanation; beyond evading detection it has no engineering value to discuss. #Game Cheats#Games#Windows

    Advanced How to Fish Mod Menu — powerful and easy-to-use modification tool. Unlock all features, resources and gameplay advantages with a clean in-game menu. Stable, regularly updated and fully optimi…

    coralhunterstapleLanguage unknown★15

  • D project-zomboid-cheat-survival-toolkit A Project Zomboid cheat toolkit with a templated description that mixes guide features and safe mods together. There's no code structure explanation, so it's impossible to judge whether it even runs. #Game Cheats#Games#Windows

    Project Zomboid Cheat themed PC toolkit for survival planning, character builds, base management, loot tracking, vehicles, maps and gameplay analytics

    leahmorales03Language unknown★11

  • D iphone-solo 21 stars but not a single readable sentence of explanation — no telling whether it's an iPhone tool, a script, or something else; no description means no trust, so wait for a README before judging. #iOS#Web Frontend#Scams

    soloiarosJavaScript★21

  • D facebook-reporting-bot A bot for mass-reporting Facebook accounts, essentially abusing the platform's reporting mechanism, with a templated description. It has no practical value and shouldn't appear in recommendations. #Scams#Social#Automation

    Bots are automated tools designed to streamline the process of submitting reports on FaceBook accounts that may violate the platform’s Community Guidelines. They can assist with reporting issues such …

    AtomPheasantLanguage unknown★11

  • D instagram-reporting-bot An Instagram mass-reporting bot with a templated description, a gray-area tool that abuses platform mechanisms and isn't worth evaluating further. #Scams#Social#Automation

    Bots are automated tools designed to streamline the process of submitting reports on Instagram accounts that may violate the platform’s Community Guidelines. They can assist with reporting issues such…

    DitchpelightningRuby★21

  • D pool A web frontend for the ADAMANT forging pool called pool, described in one sentence and appearing alongside another repo from the same author that day, with no visible usable product form. #Crypto#Blockchain#Self-Hosted

    ADAMANT Forging pool with Web interface

    FjgarciaMacLanguage unknown★17

  • D AICryptoTrading A trading system claiming to generate signals with Claude plus ICT strategies, with no backtest and no risk-control description; this kind of writeup is usually far from usable. #Crypto#Fintech#LLMs

    The trading system uses Claude AI & ICT strategy signal

    aps32221Go★10

  • D NxMem An empty-description NxMem, with no way to tell whether it's a memory store, an SDK, or a database, and no information to judge by, so it can't be recommended. #LLMs#Databases#Self-Hosted

    NxcoreAITypeScript★13

  • D Trend-Rebalance-Map-Herman- A 'trend rebalancing chart' with only a title and no description, so it's unclear whether it's a TradingView indicator, a script, or a screenshot, making it impossible to judge if it's worth a look. #Fintech#Crypto#Data Analysis

    Trend Rebalance Map [Herman]

    HermanTradingLanguage unknown★30

  • D Galaxy-Swapper-2026 Zero description and 75 stars in 0.3 days, an HTML page with the name "Swapper" — star farming or grey-market pages can't be ruled out; until the author adds documentation and it can be verified, it isn't worth anyone clicking. #Scams#Web Frontend#Images

    npjvdbgmHTML★75

  • D xialingguo-ip No description, no language tag, and a name pointing to some IP asset collection — neither its tool nature nor its licensing is visible; repos like this are usually reposted content, and trustworthiness can't be judged. #Images#Scams#Piracy

    peggykangkang02Language unknown★18

  • D Duo-animation A small Kotlin animation project with no description, so it's unclear whether it's a library, a sample, or practice work, and even what it does can't be judged. #Animation#Android#UI Design

    Atomicx7Kotlin★23

  • D musubi An empty-description repository with not even a one-line self-introduction, making it impossible to evaluate, so it can only be skipped. #CLI#Self-Hosted#Automation

    KeckuJpRust★10

  • D Intro-A-ML Course materials for a Spanish-language introduction to machine learning class, with no tools or reusable components, a typical course repo that adds nothing to the open-source ecosystem. #Learning#ML Research#Science

    Este repositorio contiene el material de clase para la Introducción al Aprendizaje Automatizado

    AgustinGurvichJupyter Notebook★14

  • D CwcMontage An empty-description C# repo where you can't even tell whether it's video editing or something else, making it impossible to evaluate. #Video Editing#Video#Windows

    CwcbbChaoC#★14

  • D vodiwalker_panel An empty-description panel repository that doesn't even state its purpose, with no information to judge by. #Self-Hosted#DevOps#Monitoring

    VodiwalkerPython★17

  • D world-of-warships-menu A cheat menu for World of Warships, a typical cheating tool whose promo copy even says 'surpass your opponents'; not evaluated. #Game Cheats#Games#Exploits#world-of-warships

    Truly unique Mod Menu for World Of Warships, developed using advanced technologies and reverse expertise. We proudly present a reliable solution that will give you an edge over your competitors.

    alexanderburns-18Language unknown★10

  • D deadlock-mod-menu An ESP and no-recoil cheat suite for Deadlock, a game cheat, so skipped outright. #Game Cheats#Games#Exploits#deadlock

    Top Deadlock Gameplay Enhancement Suite 2026: ESP & No Recoil

    alexanderkim88Language unknown★10

  • D 8ball-pool-mod-menu An aiming cheat for 8 Ball Pool, one of many mass-produced cheat repositories of its kind, with no discussion value. #Game Cheats#Games#Android

    Pro 8 Ball Pool Aim Hack Mod Menu🎱 Easy Aiming Tips and Smart Mod Help

    alexis8517Language unknown★10

  • D 0x00007x The repository name and contents are meaningless and there's no description, so there's no way to tell what it does and it can only be skipped. #CLI#Linux#Automation

    allellooLanguage unknown★17

  • D roblox-injector A Roblox injector with no description and no implementation notes, falling into the game-cheat category; it's neither compliant nor verifiable, and the risk of binaries from unknown sources far outweighs any benefit — skip it. #Game Cheats#Exploits#Reverse Engineering#Windows

    solodisaLanguage unknown★18

  • D front-2sem-aula-09 An empty-description frontend course week-nine homework repo with no docs and nothing usable, purely for submitting an assignment. No one needs to click on it. #Learning#Web Frontend#Documents

    1TDSPJ-26Language unknown★11

Show HN 4

A

Simulation testing and online monitoring for voice agents, turning repeated manual phone-call evals into batch-runnable infrastructure, with built-in STT/LLM/TTS keys and zero markup on inference. Only 12 likes but 112 stars show developer approval, a Langfuse-style open-source plus cloud-hosted model has clear monetization, and competitors are voice platforms' built-in testing.

Hey HN, we’re Nischal & Naman. We’re brothers, and together we’re building an open-source platform for simulation based testing of voice agents (try it out in 5 mins - https://docs.egma.ai/docs/get-st…

#AI Agents#Speech#Testing#Observability

▲12

A

A promptable background-removal model using alpha mattes for hair and motion blur, significantly beating SAM 3 on DIS5K and solving the "keep only the specified object" matting need. Open weights and the NoBg library funnel into a custom-model business, with the risk that SAM and commercial matting APIs catch up fast.

Hey HN, I'm Shreyash from Feyn. We help companies build custom models from their data. Today we're releasing MultiMatte, a background removal model you can aim with words. Name an object in your image…

#Images#Multimodal#AI#sam3

▲35

B

Halves the multiplication count for polynomial evaluation with a new construction and gives a complete Lean formal proof, directly affecting hashing, erasure coding and ZK proof performance. Its 128 likes show both academic and engineering interest, the path is adoption as a standard algorithm by crypto libraries, and the risk is unverified constant overhead and engineering deployment.

A few years ago my coauthor and I was wondering if we could reduce the number of multiplications used for hashing algorithms. We had a construction and a 100 page proof, but we were not 100% sure it w…

#Science#Crypto#Performance

▲128

B

Accelerates rsync-style file transfer with multiple parallel connections and direct encrypted TCP, also supporting remote-to-remote and persistent SSH sessions, solving slow large-file cross-machine copies. Its 37 likes and rapid growth show real interest, but rsync's mindshare and distro preinstallation are moats, and commercialization needs to target enterprise sync and backup.

I got frustrated with the slowness of rsync and made an alternative that works faster by using multiple parallel connections, direct encrypted TCP when available, and other optimizations. I also added…

#CLI#Networking#DevOps#rsync

▲37

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