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09.23 Today's Picks

320 new projects found today, 174 rated.

Created 2026-09-21 – 2026-09-23Fetched 600Filtered 50Rated 41

S · Look today

S

jev-chat-jarvis

jev-chatKotlin

Turns screen reading, intent judgment and candidate replies into a conversation copilot on the phone, solving the pain of not knowing how to reply in WeChat and Feishu, with no injection or packet interception reducing ban concerns; 3,723 stars in 1.5 days comes from strong话题 appeal. Monetization could be a subscription input-method-style entry point. Biggest risks: platform ToS and privacy compliance, and suspected star farming among sibling repos undermining credibility.

A conversation copilot installed on your phone: understand the other person in WeChat / QQ / X / Feishu, get candidate replies, and fill them into the input box with one tap — you decide whether to se…

#AI#LLMs#Productivity#Privacy

★3723

A · Worth watching

A

agent-jev

malevrignsPython

A 0.6B System 1 decision model that maps states like diffs, traces and logs into calibrated probabilities in one forward pass, returning results in 50ms with zero decoding tokens and saving agent inference cost; 202 stars in 1.3 days, the asset in this family closest to a model proper, with potential as a standard agent dependency. Risks: confusing naming among peers and metrics lacking third-party validation.

AgentJev-0.6B - a fast 'System One' decision model for AI Agents: feed it any unstructured state (diffs, traces, logs) and structured questions, get calibrated probability distributions back in one ~5…

#AI#LLMs#AI Agents#ML Research

★202

A

qwenimage-ncnn-vulkan

nihuiC++

Runs Qwen-Image on ncnn + Vulkan, by nihui of waifu2x-ncnn-vulkan fame, addressing the real need of local image generation without a discrete GPU. The repo has no description yet, so you need to read the code to confirm supported models and VRAM use; compare with local inference options like stable-diffusion.cpp.

#Image Generation#Images#GPU

★42

A

childstream

mattxslvC#

Uses Windows child sessions to let a second desktop run games independently while streaming via Sunshine, with the main desktop used as usual, a rare idea with a very concrete angle. A real trick for multi-instance or remote streaming users; the limit is its dependence on system features, so stability and anti-cheat compatibility need self-testing.

Stream games from a second Windows desktop while you keep using your PC - via Windows child sessions + Sunshine

#Streaming#Windows#Games#Performance

★43

A

FluidUse

FluidInferenceSwift

This does local computer use on Apple silicon, using the Accessibility API to fill forms and a local small model for typed decisions, addressing cloud CUA privacy and latency concerns; two-day traction shows local-privacy backers exist. It could sell enterprise intranet automation, but risks Apple tightening permissions and being crushed by official computer use and Apple's own capabilities.

Local computer use on Apple silicon: on-device typed decisions with laya and form filling with CUA-S1-FORMS, driven through the macOS Accessibility API

#AI#AI Agents#macOS#Automation

★131

A

MCPBastion

Matthew0822Rust

Adds a zero-trust gateway between AI agents and MCP servers: capability allowlists, redaction, rate and cost caps, auditable session logs. As MCP spreads, runaway permissions are a real problem and such gateways are still rare; only a day old, whether it truly blocks privilege escalation depends on the implementation.

Zero-trust security gateway between AI agents and MCP servers: scoped capabilities, redaction, rate and cost limits, and verifiable session logs.

#MCP#AI Agents#App Security#Secrets#Self-Hosted

★20

A

cogsend

deepaknessTypeScript

A self-hosted social media scheduling tool that writes once and distributes to multiple platforms, running on your own Cloudflare account, deployable today by small teams and individual content accounts. The idea is not new and competes with paid services like Buffer; it wins on restrained scope and clear docs, the kind of project you can actually start using.

Self-hosted social media scheduler. Write once, publish to any connected platform. Runs on your own Cloudflare account.

#Self-Hosted#Social#Automation#cloudflare

★63

A

Mac-Arch-Installer

AyaseEli-BingShell

Shell automation that installs Arch Linux ARM under Apple Silicon plus Parallels, neatly sidestepping the official ISO being x86_64-only and saving an evening of fiddling. Scope is restrained; the limitation is it only covers Parallels virtualization.

A lazy pack for installing Arch Linux in a Mac VM | automatically installs Arch Linux ARM on Apple Silicon + Parallels Desktop (the official ISO is x86_64 only and cannot boot directly)

#macOS#Linux#Automation#Operating Systems

★28

A

YuE2-Turbo

NoizAIPython

Concurrent inference optimization for the open-source music generation model YuE2, reporting concrete numbers of 1.68× per song and 3.31× tracks per GPU with the model and recipe unchanged. Directly usable by people running music generation, though it only serves YuE2.

Fast, concurrent inference for YuE2. Same model and recipe: 1.68× faster per song, 3.31× more songs per GPU.

#Audio#GPU#Performance#LLMs

★47

A

Tesla_OS_On_QEMU

cn0xrootPython

Running the Tesla car infotainment system in QEMU, by a familiar name in the connected-car security circle, a rare and reproducible entry point for automotive firmware reverse engineering and head-unit research. The description is one line and lacks steps and image acquisition notes; similar work is mostly scattered blog posts, and finished repos like this are uncommon.

Run Tesla OS On QEMU

#Reverse Engineering#Embedded#Operating Systems#qemu

★52

A

tenanting

excid3Ruby

A Rails multi-tenancy library from the GoRails author that solves one thing, explained in one sentence, and works once installed. The concept is not new and mature options like acts_as_tenant exist; what is worth seeing is how it handles tenant isolation with a smaller interface.

Multitenancy for Rails

#Databases#SDKs#rails

★25

A

threejs-architecture-effects

lhlGitHubTypeScript

A skill pack that lets agents use Three.js to generate interactive 3D buildings that dynamically self-assemble, grounding generative coding in a concrete visual output that web 3D demo makers can try directly. Stars are growing fast, but whether it reliably produces good results depends on the quality of the examples.

An Agent Skill for building interactive, self-assembling 3D architecture with Three.js. 一个用 Three.js 生成可交互、可动态建造 3D 建筑的 Agent Skill。

#Agent Skills#AI Agents#3D#three.js

★101

A

glance

yoheinakajimaPython

A new yoheinakajima project: run open-source vision models locally to ask typed questions about images and get probabilities rather than prose. Clean idea with clear boundaries for people using VLMs as classifiers; limited to small local models, with accuracy depending on the chosen weights.

Ask an open vision-language model typed questions about an image and get probabilities back, on your own machine.

#Multimodal#LLMs#Self-Hosted#Privacy

★13

A

paragravity

edison-landPython

A native tool for Google Antigravity that runs multiple accounts in parallel with sandbox isolation, quick to act for people short on quota in the new editor. The angle is timely and the need real, but it relies on undocumented internal mechanisms, so an official change could break it and long-term usability is doubtful.

Native, non-invasive parallel multi-account & sandbox manager for Google Antigravity

#AI Agents#Automation#antigravity

★43

A

dev-0.4b

mpnikhilPython

Turns routing, judging, and scoring into a single forward pass of a 0.4B bidirectional model that outputs calibrated confidence; useful for teams wanting to replace generative judging in agents. The description is restrained and the architecture concrete, but it doesn't say whether weights are released, and similar repos have clustered in the past two days, so worth a look before deciding.

Dev (dev-0.4b): a 0.4B bidirectional decision model on ModernBERT-large for routing, yes/no verification, and 1-5 rating. Non-generative single forward pass with calibrated confidence.

#LLMs#ML Research#AI Agents

★34

A

wled-toy

Music-EngineTypeScript

A real-time shader and node-graph editor for WLED strips, turning lighting effects from hand-written JSON presets into instant node previews. Anyone playing with LED hardware will want to try it, since before there were only scattered web effect presets; the limitation is it's locked to the WLED ecosystem and just released.

Live shader and node graph editor for WLED Strips

#IoT#Hardware#Editors#Animation

★25

A

bookcard.koplugin

peterboda236Lua

A small plugin that changes the sleep screen in KOReader, with the author openly crediting CrossPoint as inspiration and keeping the scope tight. A ten-minute install-and-use project for e-reader users; the limits are obvious too, serving only the KOReader ecosystem and just swapping a standby image.

Book Card is a new sleep screen for KOReader, heavily inspired by the idea and visual design of CrossPoint's sleep screen implementation.

#Plugins#UI Design#Linux

★20

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

BHas a spark31
  • B jev-chat-windows A Windows sidecar reply assistant for WeChat that screenshots and reads messages with local offline OCR before suggesting replies, addressing users' concern that chat content shouldn't leave the device; 252 stars on day one for the family shows the product form is validated. Monetization is likewise a subscription efficiency entry. Risks: overlap with the mobile version, WeChat version changes and compliance bans, and architecture dependent on OCR accuracy. #AI#LLMs#Productivity#Privacy

    A reply assistant attached alongside WeChat (Windows 4.x): window screenshot + local offline OCR to read the other person's messages → Jev judges intent → 3 candidates filled in with one tap, sending …

    jev-chatPython★252

  • B deepopen A non-autoregressive System 1 engine for structured typed decisions, replacing token-by-token decoding with one forward pass to cut the cost of high-frequency, low-value agent judgments; two-day 206 stars come from Jev话题 spillover. It could become a cheap decision dependency inside agents, but many similar djev/SemIf/laya projects and opaque evaluations make it hard to tell real from fake. #AI#LLMs#ML Research

    A non-autoregressive System 1 decision engine designed for structured type decision scenarios. DeepOpen Multilingual, non-autoregressive System 1 decision engine.

    deepopen-comPython★206

  • B AstrLink Unifies various AI subscriptions and APIs into a local gateway with smart routing and local redaction, implemented in Go by an author with track record in this space. But one-api and LiteLLM already occupy it, so unless routing and privacy are more solid, it's just another gateway. #AI#LLMs#APIs#Self-Hosted#Privacy

    A local AI gateway for AI agents, unifying your subscriptions and API providers with smart routing and on-device privacy protection.

    Calcium-IonGo★40

  • B ReCam An Android virtual camera that injects frames directly into cameraserver so any app sees a video file or desktop stream. Mobile security testing and camera development have real demand, and similar tools are mostly LSPosed modules; it needs system-level permissions, so ordinary users cannot use it. #Android#App Security#Reverse Engineering#Privacy#Testing

    Android virtual camera for security testing. Injects frames into cameraserver so any app sees a video file, desktop stream, or webcam instead of the real camera.

    aimardcrC++★20

  • B WeChatBridge Forwards WeChat chat history to AI agents and Obsidian in one click, solving the collection problem of WeChat—the biggest data silo—for personal knowledge bases; 250 stars in two days shows real demand. Monetization is limited to one-time purchase or subscription, with a low ceiling. The biggest risks are WeChat ToS and privacy compliance, plus many similar export tools that easily break with client updates. #AI Agents#Privacy#Documents#macOS

    Native macOS tool for one-click forwarding of WeChat chat records to AI Agents and Obsidian

    freestyleflySwift★250

  • B imac-second-display Pushes low-latency Apple Silicon video to a 2010-era iMac as a second screen, with hardcoded H.264 over RTP, a virtual display, and zero-copy OpenGL, described down to the implementation level. The audience is narrow, but this is the kind of project that takes one odd idea all the way. #Streaming#macOS#Video#Hardware

    Low-latency screen streaming from Apple Silicon to a 2010 iMac on OS X 10.9. Hardware H.264 over RTP/UDP, virtual display, zero-copy OpenGL rendering.

    kendalpercimoneyObjective-C★17

  • B jev-test-filter Scores each test based on git diff, then outputs recognized filter arguments for vitest, Playwright, cargo test, and others, a plain idea that directly solves slow full test runs in CI. The author has a good reputation; the risk is reliance on the young Jev, with little data on effectiveness. #Testing#CI#CLI#Code Quality

    Score every test against a git diff with Jev, and emit the filter arguments vitest, node:test, Playwright, cargo test and go test already understand

    mizchiTypeScript★15

  • B expo-adaptive-glass Provides an adaptive glassmorphism layer for Expo/React Native, adjusting blur, refraction, and highlights based on device capability and real-time frame rate. Matching the new iOS glass style is a real current need, and the restraint is right; the limits are covering only the RN ecosystem and lacking comparison with existing blur libraries. #iOS#Android#UI Design#Performance

    Adaptive native glass surfaces for Expo and React Native. Scales blur, refraction and highlights to device capability and live frame performance.

    rbayuoktTypeScript★14

  • B AltKeeper Moves AltServer into Docker on a home server to re-sign sideloaded iPhone apps over Wi-Fi, so you no longer need an always-on computer. The pain point is concrete and the approach clear, but it relies on Apple's signing mechanism and can break with any upstream change. #iOS#Self-Hosted#Networking#Automation

    AltServer for iOS 17+ that runs on your home server (Docker): renews and installs sideloaded iPhone apps over Wi-Fi, no computer or VPN

    BartolomeoRusso9Rust★15

  • B dolphinbench A benchmark plotting the Pareto frontier of agent memory capability, from the mem0 team, filling the gap where "memory" lacks a unified metric. Worth reading the eval design for agent infrastructure people; the limitation is that their own product is part of the evaluation, so watch for neutrality. #Benchmarks#AI Agents#LLMs

    DolphinBench - Mapping the Pareto frontier of Agent Memory

    mem0aiPython★22

  • B unreal-agent An async-first agent harness aiming to solve the engineering problems of concurrent orchestration for long tasks, but the harness space is already red ocean and the README's one-slogan description offers no differentiation; 895 stars in one day looks topic-driven rather than real adoption. Commercialization requires enterprise private deployment, but Claude Code and OpenHands already occupy the space. Risks: no moat, easily absorbed by frameworks. #AI Agents#SDKs#Benchmarks

    Async-first agent harness

    unreallabsaiGo★895

  • B nix-compact Compresses Nix build output to one screen while keeping full local logs and bounded diagnostics, and offers a flake interface, so anyone flooded by Nix logs will immediately get its use. The author has credibility in the Nix community and the scope is restrained; the audience is narrow, hence naturally few stars. #Build#CLI#DevOps#nix

    Native compact Nix build output with full local logs, bounded diagnostics, and a flake interface

    ghuntleyC++★14

  • B app-store-screenshot-skill An Agent Skill that turns raw app screenshots into App Store and Google Play promotional images. A handy little tool for indie developers with a concrete idea, but the 'pixel-perfect' claim lacks samples, and similar screenshot-template tools are plentiful. #Agent Skills#Marketing#Images#iOS

    Agent Skill: turn raw app screenshots into App Store and Google Play marketing images, UI pixel-exact

    zaferayanHTML★21

  • B tisco Ask questions about video transcripts in the terminal, verify evidence and cut clips, stringing transcript search and editing into one command-line pipeline for podcast and interview editors. The positioning is clear, but it lacks a demo and accuracy notes; the closest equivalents are GUI tools like Descript, and command-line versions are rare. #Video#CLI#LLMs#RAG

    Question video transcripts, inspect the evidence, and organize clips from the terminal.

    cairodavilaTypeScript★12

  • B ComfyUI-QwenImage21-LatentUpscale A latent-space 2x upscale node for Qwen Image 2.1 in ComfyUI, explained in one sentence with a very narrow scope, so image makers can install and try it. Similar upscale nodes are plentiful; whether it's worth it depends on releasing training details and comparison samples. #Image Generation#Plugins#comfyui

    Learned 2x latent upscaling for Qwen Image 2.1 in ComfyUI.

    kinfolk0117Python★16

  • B wet-recomp ReXGlue statically recompiles the Xbox 360 game WET into a PC version, explicitly without game files. Static 360 recompilation is rare and technically interesting, but it covers one title, needs your own game, and is narrow in practice. #Game Porting#Reverse Engineering#Games#wet

    Fan PC port of WET (Xbox 360) using ReXGlue. Does not include game files.

    SupermedoC#★22

  • B Bluethread A dual-mode Bluetooth protocol stack written from scratch in standard C++, covering HCI/L2CAP/QoS with trimming support across Windows/Android/Linux/RTOS. Embedded Bluetooth developers will care, but BTstack and NimBLE already exist and this code's maturity is unverified. #Embedded#Networking#Linux#Windows#Hardware

    Self-developed dual-mode Bluetooth stack in standard C++. Cross-platform for Windows, Android, Linux and RTOS. Modular design with thread-pool scheduler. Inter-module message delivery, serial executio…

    WangTingManC++★32

  • B CVE-2026-43786 A PoC for a macOS CoreServices local privilege escalation that lets a normal app gain root. Useful for macOS security research and patch verification, but the repo has only the PoC and no analysis, so reference value depends on the details. #Exploits#App Security#macOS#Reverse Engineering

    Proof of concept for CVE-2026-43786, a local privilege escalation vulnerability in macOS CoreServices that allows an application to gain root privileges.

    MalwationC★19

  • B jeview A local visualization tool for Jev (TypeSafe) that shows every call the code makes in real time, explicitly declared unofficial. People already using Jev can skip digging through logs, but it depends entirely on upstream interfaces, has a narrow audience, and breaks when upstream changes. #Debugging#Observability#AI

    An unofficial local visualizer for Jev (TypeSafe): a live view of every call your code makes. Not affiliated with TypeSafe AI.

    andududuJavaScript★37

  • B polytech-tree Turns the history of human technology into a three.js 3D tech tree, with data in plain JSON for easy PRs, which knowledge-visualization people will like. The highlight is the clean separation of interaction and data; the limit is that data accuracy can't be verified, making it more for viewing than research. #3D#Learning#Documents

    Interactive 3D map of the human tech tree, from the first stone tools to 2024: technologies stacked as a tower of eras in three.js, with prerequisite and relation edges, hover cards and a guided camer…

    secwind7Python★20

  • B FactorForge LLM-assisted quantitative factor research with DSL safety checks and cost-aware Top-K backtesting, clearly scoped and a ready scaffold for factor miners. But LLM-plus-quant projects are plentiful, so value is limited until validated. #LLMs#Fintech#Data Analysis#Benchmarks

    LLM-assisted quantitative factor research with safe DSL validation, benchmark comparisons, and cost-aware Top-K backtesting

    DaVVinCiPython★20

  • B CategoryTheoryStudio Draws commutative diagrams, 2-cells, adjunctions and 3D cubes in the browser, exporting SVG/PNG/tikz-cd. A handy specialized tool for category theory teaching, but online diagram editors already exist and it's a single researcher's project with unknown maturity. #Editors#Science#Web Frontend#3D

    Visual Category Theory Studio — draw commutative diagrams, 2-cells, adjunctions and 3D cubes in the browser; export SVG, PNG and tikz-cd. Concept by Dmitry Vostokov, DumpAnalysis.org

    DumpAnalysisHTML★15

  • B jive A terminal coding agent that plans tasks as executable graphs, a clearer approach than linear chat, but this space is already crowded and its differentiation isn't enough to hold attention. Star growth is flat, with no demo or comparison, so not recommended for now. #AI Agents#CLI#LLMs

    A terminal coding agent that plans work as executable graphs

    merijjeynPython★32

  • B laya-drift A small plugin for opencode users to observe agent behavior drift after long runs. Monitoring agent stability is a real problem, but the description gives no metric definitions or alerting method, and the audience is limited to opencode users, so watch for now. #AI Agents#Observability#Plugins

    opencode plugin to monitor agent drift over time

    pythongiantTypeScript★13

  • B MiMo-V2.6-Flash-DGX-Spark-Recipe A configuration record for running MiMo-V2.6-Flash with vLLM on dual DGX Sparks, covering tensor parallelism, KV cache and four image fixes, with measured baselines. It can save a day for the few who own this hardware, but it is dense and extremely narrow. #LLMs#GPU#Hardware#vllm

    MiMo-V2.6-Flash-RL on 2x NVIDIA DGX Spark (GB10): vLLM TP2 + DFlash + vision/audio, fp8 KV 300K, four fixes for the stock image, measured baselines

    tonyd2wildPython★31

  • B html-explainer Writes visuals in HTML and renders locally into explainer videos with voiceover, subtitles and covers, emphasizing audio-visual sync and being 'for agents.' The angle is concrete, but Remotion-style solutions are mature and the project has only a dozen stars with unproven stability. #Video#AI Agents#Automation#Content Writing

    Turn a topic into an explainer/analysis video with voiceover, subtitles, and cover — fully local, visuals written in HTML, stable audio-video sync. A deterministic HTML → MP4 rendering pipeline for AI…

    OneMohPython★13

  • B aayans-yc-indexor Describe a YC company in one natural-language sentence and logos float out of a physical pile ranked by match, covering 6,241 companies. Fun as a retrieval demo with a concrete description, but more toy than tool—you're better off browsing the YC directory. #AI#Web Frontend#Data Analysis

    Describe a YC startup in any words and the matching logos float up out of a physics pile, each with how likely it is. 6,241 companies, searchable by what they do, what their logo looks like, and what …

    Aayan-DEVHTML★30

  • B riso-windowseat A single HTML file that generates procedural stencil-print style short films, plus a Claude Code skill and docs for making similar work. The creative-engineering mix is nice, but the output is a portfolio piece rather than a tool, and reuse depends on doc quality; worth ten minutes for generative-art people. #Animation#Agent Skills#Images

    Procedural risograph films in single HTML files (Window Seat, Roost and more), with the Claude Code skills, docs and tools to make your own.

    sevenevesaiHTML★15

  • B 332_lab-jev-chat A Windows WeChat assistant that judges message intent and suggests DeepSeek replies, written in Kotlin. The need is real and growth is decent, but WeChat helper tools are heavily commoditized and rely on unofficial APIs that easily break. #LLMs#AI Agents#Productivity#Windows

    Jev Chat Assistant for Windows - PC WeChat intent judgment and DeepSeek suggested replies

    Liyucheng1997Kotlin★73

  • B abts A third-party Bilibili audiobook player touting no login and no ads, clearly appealing to Chinese audiobook listeners. But such third-party clients are already numerous, features and compliance boundaries are unexplained, and code quality cannot be judged, so it is not yet recommendable. #Audio#Streaming#bilibili

    A third-party Bilibili audiobook player with no login, no ads, and a focus on listening

    fengqiao57Dart★29

  • B jev-foundation-models A Swift 6 bridge layer connecting TypeSafe AI's "Jev" decision model to Apple Foundation Models. The engineering effort is small, and its value depends entirely on whether that external model actually works well; with no model source or evidence of results, it looks more like an ecosystem placeholder. #LLMs#iOS#SDKs

    A lightweight, native Swift 6 bridge integrating TypeSafe AI's Jev System One decision model into Apple's Foundation Models framework.

    peterfrieseSwift★30

COrdinary27
  • C jev-chat-jarvis-mac A macOS read-only floating window for WeChat intent and risk recognition—a port of the same product family to another platform, solving the same reply pain for Apple users; but with only 172 stars versus the flagship repo, it's a follower form. Monetization rides the same subscription entry and lacks independence on its own. Risks: reinventing the wheel, screen-recording permissions and WeChat risk controls, with weaker momentum than mobile. #AI#LLMs#macOS#Privacy

    WeChat message intent recognition floating window (macOS): screen reading + a local small model to judge intent and risk, then generate reply candidates based on talking points. Purely read-only, no i…

    jev-chatPython★172

  • C Astra-Ares This dynamically adjusts GPT-6 Astra's reasoning effort for Codex tasks to save tokens, hitting the real pain of high coding-agent costs; 0.4-day 145 stars grow fast but the project is small and fully depends on third-party model behavior. Commercialization is nearly nonexistent—one OpenAI switch could cover it—and the risk is being absorbed upstream, making it a temporary patch. #AI#LLMs#AI Agents

    Adaptive reasoning effort for GPT-6 during Codex tasks, powered by Jev to reduce token usage.

    miuuyyJavaScript★145

  • C builder An open-source Lovable and v0 that generates sites and apps from natural language, entering via Puter's existing platform and user base; 93 stars in two days is low relative to leaders in this track. Monetization can attach to Puter cloud services. Biggest risk: Lovable, v0, Bolt and Replit have already eaten the market, and with model capabilities from the same source, differentiation is hard. #LLMs#Web Frontend#Open-Source Alternatives#AI Agents#lovable

    📦✨ AI Builder For Creating Sites and Apps! An open-source alternative to Lovable, Replit, v0, and similar platforms.

    HeyPuterJavaScript★93

  • C ai-manager A desktop manager for multiple AI coding tools (Codex, Claude Code, etc.) that solves scattered config, sessions and quota chores; 96 stars in two days is moderate organic growth. Its value is tool-like, so commercialization is only a niche one-time purchase, and the moat is shallow since each CLI's own config and official GUIs can absorb the features. #AI#LLMs#Productivity

    AI Manager desktop application for AI coding tools

    OnlistTeamRust★96

  • C game-the-llm-reviewer This uses paraphrase rewriting to help papers evade LLM reviewers' bias, hitting the real pain of AI review false rejections; one-day traction shows resonance in academia. But it is essentially a way to bypass review, becomes useless once conferences ban it, and has no paid scenario; ethical controversy and detection countermeasures make a sustainable product unlikely. #AI#LLMs#Science#Content Writing

    Defend sound research against LLM reviewer bias through meaning-preserving rewrites.

    Michael-Jiahao-ZhangLanguage unknown★95

  • C line-meeting-card A conference turned into a LINE-forwardable card, built with LIFF plus a bot, of some reference value to frontend developers doing Taiwan/Japan LINE ecosystem integrations. But the repo is more a tutorial demo plus Claude Code teaching, scattered in scope, and you still need to build the backend yourself; similar LIFF templates are already plentiful. #Web Frontend#AI#line

    Meeting info card × LINE LIFF sharing × meeting bot: turn a meeting into a card you can forward in LINE (includes LIFF, deployment, and Claude Code tutorial)

    arcusdigitaltwJavaScript★14

  • C awesome-jev This indexes 805 Jev call examples by decision type and re-verifies them weekly in CI, solving the problem that decision-model examples are scattered across blogs and unverifiable—a typical human-endorsed ecosystem repo; 0.9-day 81 stars show followers pouring in. It could become a de facto use-case registry, but risks depending on a single model's survival and is hard to monetize itself. #AI#LLMs#Learning#Knowledge Base

    805 verified examples of Jev — TypeSafe AI's System One decision model — indexed by the decision each one makes, not the blog that mentioned it. Every cited call site is re-read by CI each week. Bilin…

    kydlikebtcPython★81

  • C raisonne-os A self-hosted catalog system for on-chain artists, bringing the traditional catalogue raisonné archival practice into Web3. The topic is narrow but clear; the problem is it doesn't say how data authenticity is verified or which chains it interacts with, and the audience may be only a few dozen people. #Blockchain#Self-Hosted#Crypto

    Open-source, self-hosted catalogue raisonne for artists who work on-chain.

    orkhan-art-webTypeScript★13

  • C anidoodle Hand-drawn-style illustrations and animations generated in code, with nine styles and consistent output per render. The idea is decent, but output quality and scope are unclear and there are no example comparisons, so it reads more like a personal experiment than a usable tool. #Animation#Images#Content Writing

    Hand-drawn art and animation, written as code. Illustrations, loops, stickers and scored films in nine styles, identical on every render.

    alexgreenshTypeScript★15

  • C djev Connects structured decisions to DiffusionGemma, existing as an example service for a vLLM PR. The author is reputable, but it's more of a companion demo that's hard to use independently outside that PR, so readers should just follow the upstream discussion. #LLMs#ML Research#vllm

    Jev-style structured decisions on DiffusionGemma: the example server from vLLM PR 57250

    mmastracPython★28

  • C typed-decision-bert Implements three structured decisions (no/choose/score) with a BERT encoder and wraps them in an HTTP interface; the author states it is an unofficial PoC unrelated to TypeSafe, which is honest. But it is only a proof of concept with no weights or evaluation, and structured-output approaches are already plentiful. #LLMs#ML Research#APIs

    Unofficial PoC: a BERT-style encoder decision engine behind a typed-decision (noul / choice / score) HTTP API. Not affiliated with TypeSafe.

    hawkymiscPython★30

  • C AnyJev Claims to turn any LLM into a "Jev-style" decision model without training, outputting typed decisions with probabilities. The concept is interesting, but Jev has no source given, no evaluation, and the org name is hard to verify; multiple repos on this theme appeared within two days, looking more like a coordinated hype push. #LLMs#ML Research

    Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training.

    nokia-applied-researchPython★38

  • C knoweldge-base A personal and team knowledge base with MCP calls so agents can retrieve their own materials, a right direction but heavily overlapping Notion, Obsidian and various RAG templates; 0.8-day 98 stars is organic scale. Commercialization has almost no place in a crowded track, and the risk is no differentiation since existing knowledge bases' MCP plugins can replace it. #Knowledge Base#MCP#RAG

    Personal or team knowledge base, supports MCP API calls.

    rgem227Python★98

  • C c-hd-proof A snapshot formalizing a directed single-source shortest-path bound in Lean 4, a small proof project. Credible material for people doing formal verification, but the audience is very narrow and it is not a directly usable tool. #Science#Learning#Performance

    C-HD: Lean 4 proof package for a directed single-source shortest-path bound (snapshot 2026-09-20)

    spicylemonadeLean★14

  • C laya-ultrafast This swaps jev-ultrafast for a Laya model reimplementation, solving only the problem of changing one decision model with no new method or scenario; 114 stars mainly come from related-topic traffic. There is no commercialization path unless it becomes a unified multi-model inference layer, and heavy homogenization means it could be replaced anytime by the original repo or a unified runtime. #AI Agents#Automation#macOS

    Same as jev-ultrafast but using Laya

    ipenywisPython★114

  • C YunDongIP An IP optimization and custom-domain tool for Cloudflare Anycast, mainly serving Chinese users who need stable routes. The direction is practical, but such scripts are already numerous and the description gives no speed-test method or difference from existing tools. #Networking#Automation#cloudflare

    Independently developed Cloudflare Anycast dynamic IP optimization and custom-domain tool

    zeruiouo-blipHTML★19

  • C conflict-skill A conflict-handling skill for agents that explicitly rejects canned empathy and over-analysis, a rare angle. But it's essentially a prompt, its effect can't be verified, and it lacks example dialogues and failure cases, so its practicality is limited. #Agent Skills#Prompting#AI

    A skill for handling conflict without canned empathy, avoidance, or over-analysis.

    leiiiyurongLanguage unknown★14

  • C JevIntent An FkWeChat plugin that long-presses a message to locally analyze intent, sentiment and reply stance without the other party noticing. The function is clear and it stresses no uploads, but it depends on a WeChat plugin framework—a gray-area client modification. #AI#LLMs#Plugins#Privacy

    WeChat (FkWeChat plugin): long-press a message to analyze intent / emotion / reply stance, with prompts shown only on your own machine and no awareness on the other side

    Nisaka520Java★14

  • C game-client-to-server-reverse An Agent Skill teaching how to reverse protocols from Unity/UE/Cocos clients and reproduce deployable servers. Attractive for protocol research, but it's essentially cloning online game servers, carries high legal risk, and has no runnable code. #Reverse Engineering#Agent Skills#Game Porting#Networking

    Reverse-engineer server protocols from game clients and reproduce deployable servers (Agent Skill). Unity/UE/Cocos, IL2CPP/Lua/JS…

    ShrugYuPython★14

  • C react-native-two-app-split A field report on splitting one React Native app into two apps sharing packages, covering Metro duplicate instances and native identity issues. RN teams hitting the same pitfalls can consult it, but it is notes rather than a tool and covers only one split approach. #Web Frontend#Build#Documents#Learning

    Field report: splitting one React Native app into two apps sharing a package. Metro duplicate instances, npm workspaces, native identity.

    akavinashsinghShell★19

  • C TE-Speed-QwenImage21 A ComfyUI custom node claiming to accelerate QwenImage2.1 'extremely fast' without giving a test environment or comparison baseline. There are already many acceleration nodes, and without data you cannot tell optimization from packaging; wait for benchmarks. #Image Generation#Plugins#Performance#comfyui

    Extremely fast QwenImage2.1 acceleration node within ComfyUI.

    tl2012tlPython★22

  • C PureRAT-msbuild.exe--C2-Extraction--Net-Evasion-Analysis Analysis notes on PureRAT launching via msbuild.exe with .NET evasion and C2 addresses, useful for endpoint detection and threat hunting people. But it's a one-off sample analysis lacking reusable detection rules or tooling, so its value fades as the sample ages. #Reverse Engineering#App Security#Network Security#Windows

    Reverse engineering analysis of PureRAT, a multi-stage RAT that executes via msbuild.exe and communicates with C2 servers at pure8s.ddnsfree.com and 52.241.248.38. Uses .NET evasion techniques (Disabl…

    kaandemir993Language unknown★15

  • C Dcode Yet another AI coding desktop shell, featuring DeepSeek Harness and backing up uncommitted code to a private GitHub repo. Neither is new, and pushing workspace code to a remote raises privacy concerns; similar tools are already plentiful, with no differentiating capability in sight. #AI Agents#LLMs#Editors

    Open-source AI coding desktop with DeepSeek Harness and private GitHub backups of uncommitted code.

    ningbainbTypeScript★22

  • C jev-seo Enter a homepage URL and get an SEO audit exported to PDF/XLSX/Markdown, but 'judged by Jev' is vague and the criteria are unstated. SEO audit tools are already crowded, and this lacks a verifiable differentiator. #Marketing#AI#LLMs

    Live SEO audit for any website from one homepage URL, judged by Jev. PDF, XLSX and Markdown reports.

    AgriciDanielPython★17

  • C interview-experience A Chinese interview-experience collection organized by company and role, directly useful for job seekers, but it's essentially a content repo that produces no tool value; mature communities already serve this need, and a single repo is hard to maintain long-term. #Jobs#Learning#Knowledge Base

    Real interview experience collection: organized by company and position, including interview process, actual question reviews, and retrospectives

    offerseedHTML★20

  • C Comfyui-Qwen-Image-Prompt-Rewrite-T8 A ComfyUI node for rewriting Qwen prompts, with no description or usage instructions. Similar nodes already crowd the ComfyUI ecosystem, and with only a dozen stars there is no visible difference. #Image Generation#Prompting#LLMs#Plugins

    T8marsPython★18

  • C claude-code-cache-keepalive From the name, a script to maintain Claude Code prompt caching, but the README description is empty with no install method or effect explanation. There are already discussions and scattered scripts on the topic; this one explains neither the principle nor usage, so whether it is safe and usable cannot be judged. #AI#LLMs#CLI#claude

    demouoShell★14

DSkip99
  • D laya-vs-jev A demo repo that pits Laya and Jev against each other in a T-Rex game to compare latency and accuracy, mainly serving as a showcase for two decision models; 84 stars in 1.4 days is topic-driven traffic. It solves no independent problem and has no commercialization path, and the risk is that its demo metrics are not reproducible, so it is only marketing material. #ML Research#Benchmarks#Games#macOS

    Laya vs Jev: local MLX and hosted AI decisions playing T-Rex side by side, with live metrics and replay recording

    virajbhartiyaPython★84

  • D MiMo-V2.6-Flash-2x-DGX-Sparks A config repo for running MiMo-V2.6-Flash on dual DGX Sparks, with a one-line description and no startup steps, VRAM usage or results. Hardware-specific deployment notes that outsiders will struggle to reuse. #LLMs#GPU#Hardware#Multimodal

    MiMo-V2.6-Flash for 2x DGX Sparks

    MiaAI-LabPython★23

  • D lauren-poteto-rules A ruleset distilling one engineer's notes on coding agent workflows, a prompt/spec-style content repo. It may inspire people building agent pipelines, but it is neither a tool nor sourced, and 64 stars in 1.3 days looks like name-chasing. #AI Agents#Prompting#Code Quality

    Engineering rules for building trustworthy coding-agent workflows, inspired by Lauren Tan.

    unicodef1wnLanguage unknown★64

  • D Zcode-CE An open-source community edition of some ZCode tool, claiming telemetry removal, retained official service benefits and added desktop automation. The upstream is closed and the scope vague, so the real difference from the official version is unclear. #Editors#AI#Plugins#Automation

    The open-source community edition of ZCode: telemetry removed, official service benefits retained, open-source docs and desktop automation capabilities provided

    Zcode-CETypeScript★13

  • D QwenJev Claims to modify the 'Qwen-3.5-4B' vision model to reach 0.169 seconds per frame. The model name doesn't match any official version, and no benchmark method or hardware is given, so the speedup claim can't be verified. #LLMs#Multimodal#Performance#AI

    A jev-style rework of the Qwen-3.5-4B vision-language model, reaching a recognition speed of 0.169 seconds/frame. Switching to other Qwen models lets you accelerate with the same logic directly.

    RJMSWDPython★14

  • D notebooklm-para-concursos A collection of workflows for feeding Brazilian civil service exam materials into NotebookLM, including downloads, transcripts, prompt templates and study methods. It is essentially a resource repo of prompts plus tutorial notes, more methodology packaging than engineering, with nothing developers can directly reuse. #Learning#Prompting#notebooklm

    Transforme materiais de concursos em uma base de conhecimento inteligente no Google NotebookLM. Pipeline completo com automação de download e transcrição (Gran/Estratégia/QC), sincronização dinâmica v…

    gilsonnogueiraLanguage unknown★22

  • D panel-lectures Panel-data lecture notes written in TeX, presumably course or seminar material. Possibly useful for econometrics learners, but it is a course-notes content repo with no description of its coverage. #Learning#Data Analysis

    xuyiqingTeX★31

  • D clash-jev A script that drives Clash Royale matches from real-time screen state, essentially a game cheat that borrows Jev's packaging language. Cheat tools deserve no attention; even technically, real-time decisions without a trained policy are not unique, and bans and anti-cheat updates will kill it. #Game Cheats#Games#clash-royale

    A Clash Royale bot with no trained policy: Jev (TypeSafe System One) makes every decision from the live game state

    bytelabs-ossPython★25

  • D O-ESTAGIARIO-PUBLIC An 'AI accounting' project to automate repetitive operations on an accounting firm's existing systems, described with a single vision sentence. It names no systems and no correctness guarantees, which is far from enough for high-accuracy finance work. #Fintech#Automation#AI

    O ESTAGIÁRIO — IA CONTÁBIO: automação que trabalha nos sistemas que o escritório já usa.

    thiagocfariaLanguage unknown★24

  • D jev-engineering-zh A Chinese translation of 'Jev Engineering' preserving the original structure and figures. The translation may be useful, but it is a content-translation repo, the source book's origin and influence are unconfirmed, and 61 stars in 0.8 days is fast. #AI Agents#Documents#LLMs

    Complete Chinese translation of "Jev Engineering: Made for Coding Agents" — preserves the original structure and 7 illustrations

    yibieLanguage unknown★61

  • D interactive-travel-planner Named an interactive travel planner, but beyond the title there's nothing about itinerary generation, collaboration, or data sources. Projects like this are mostly demo-level, with no visible advantage over existing itinerary apps. #Productivity#Web Frontend

    interactive travel planner

    pedocTypeScript★13

  • D solar-mini4-jev The author is a well-known ML educator, but the repo has no description; from the name you can only guess it's an experiment combining Solar mini with jev decisions. With no docs, script entry points, or results, outside readers can't reproduce it, so not worth a look for now. #LLMs#ML Research

    hunkimPython★33

  • D esp32-sensors-mqtt-tft-epaper-eric The name strings together chips, sensors, MQTT, TFT and e-ink, and the README is empty. You cannot tell if it is firmware, wiring examples or personal notes, so it cannot be evaluated and is not worth pursuing. #Embedded#IoT#Hardware

    youjunjerC++★12

  • D notjev Claims to be a 'Jev-like fast server compatible with any OpenAI endpoint' but never explains how it differs from existing OpenAI-compatible gateways, and the naming rides a trend with no verifiable implementation details. #AI#LLMs#APIs#SDKs

    Super fast Jev like server, model agnostic, working with any OpenAI compatible endpoint

    9pingsJavaScript★17

  • D pijev Only the line "Permutation Invariant Jev," with no explanation of what model it is or what problem it solves. The name looks like trend-chasing, and there is too little information to evaluate. #LLMs#AI#ML Research

    Permutation Invariant Jev

    TypeLLMPython★22

  • D esp32-sensors-mqtt-tft-epaper-Hsiang A personal project wiring an ESP32 to sensors, then MQTT, driving a TFT and an e-ink display, with an empty description. Such wiring notes are everywhere, with no library, no wiring instructions and no trade-off discussion, so its value for others to reproduce is limited. #IoT#Embedded#Hardware

    fersz0614C★12

  • D hermes-computer-viewer A change in the Hermes desktop that overlays the computer panel on the file panel, self-described as a fork of a fork of someone else's project. It's just a UI layout tweak with no standalone value and hard to keep up with upstream, so just look at the original repo. #AI Agents#Plugins

    Hermes Desktop computer pane stacked above Files. Fork of thomasbek3/hermes-bot-kit computer-viewer.

    hunterbohmJavaScript★40

  • D hyprland-terminal Config files for fastfetch and starship under Hyprland, essentially personal dotfiles. Somewhat useful for people who want to copy the color scheme, but there's no new tool or method, and config repos like this are everywhere. #Terminal#Linux#CLI#hyprland

    config files for fastfetch and starship

    juxtopposedLanguage unknown★12

  • D ngcc-harness A harness written in C whose README is just one line, "ngcc artifacts," so it's unclear what it tests or who it's for. With no usage or examples, usability can't be judged today; there have been many such unclear repos lately, skip for now. #CLI#Build#Testing

    ngcc artifacts

    ngcc-devC★23

  • D awesome-codex-research Yet another Codex-related awesome list, with no description and no selection criteria. Such resource collections farm stars off model hype and go stale quickly; readers are better off with official docs and community discussion. #LLMs#Prompting#Learning

    haibarazzPython★96

  • D classifications The author is a well-known developer, but the repo doesn't even have a one-line description, so it's impossible to tell whether it's a classification experiment, data, or notes. The author's fame alone isn't enough to justify ten minutes, wait for a description. #AI#Data Analysis

    jlongsterLanguage unknown★16

  • D kryvora-node Claims to be a reference node and validation worker for some new chain, and got fifty stars within hours of creation. With no whitepaper, token, or run instructions, it's a typical airdrop-farming node repo, and its authenticity can't be judged for now. #Crypto#Blockchain

    Reference client daemon and verification worker for Kryvora Network nodes.

    kryvora-networkGo★52

  • D jev-design-test A shadcn block generator experiment named jev, with only a title line and no explanation of what it generates or how to use it. It is the emptiest kind of the recent jev naming wave, with no visible difference from v0 or the official shadcn CLI, so not worth opening. #Web Frontend#AI#UI Design

    Jev shadcn-block generator

    bhaiG-deTypeScript★20

  • D chatgpt-skills.github.io A static site about where to find ChatGPT skills and how to write them, a content and tutorial collection rather than a usable tool or library. The information is all in official docs, it clearly funnels traffic to the site, and it adds nothing for people writing code today. #AI#Prompting#Learning#chatgpt

    ChatGPT skills are reusable workflows made of instructions, examples and code. Where to find them, the four ways to create one, and the eligibility and scan rules.

    chatgpt-skillsHTML★18

  • D hookmeter-jev A browser extension claiming millisecond measurement of social media "hooks," full of marketing words and emoji and tied to the Jev system. It does not say what is measured or for whom, the metrics are hard to verify, and it is talk over implementation, so skip it. #Browser Extensions#Marketing#AI

    ⚡ Millisecond-level Viral Hook Telemetry & Co-pilot for Social Media (Chrome Extension + JEV System 1)

    ehui1226HTML★21

  • D fast-long-context-cinference Claims to run some 27B NVFP4 model on an RTX 5090 with one click, but terms like non-Swift, Cinference, and K8V4 don't map to any public project or parameter meaning. It looks like a script assembled from jargon, unverifiable, skip. #LLMs#GPU#Hardware

    One-menu RTX 5090 setup for non-Swift Huihui Qwen3.8-27B NVFP4 with Cinference, MTP-10 and K8V4.

    satellitedownShell★31

  • D MarkText-Pro-Desktop Claiming to be a lightweight companion to MarkText but with unknown language, 97 stars in 0.1 days and no substantive description, this is a typical fake or SEO repo riding a known open-source project's name. It solves no real problem and star growth looks farmed; commercialization potential is zero and the risk is distributing tampered installers, so skip it and verify the source. #Scams#Editors#Downloaders

    Lightweight MarkText companion

    DriftmireminisceLanguage unknown★97

  • D fde-handbook An FDE (forward-deployed engineer) handbook, a collection of docs and experience. Useful reference for people doing on-site customer delivery, but it's not a runnable project and offers no new method—a content repo. #Learning#Documents#Knowledge Base

    FDE field engineering handbook

    JayceHuangLanguage unknown★23

  • D WoxPackage A quick minimalist packaging repo riding the Wox launcher name, with unknown language, 85 stars in 0.1 days and no substantive README, part of the same fake star-farming batch. It has no practical value for developers and no commercialization possibility; the risk is distributing tampered desktop programs, so skip it and rely on the official repo. #Scams#Downloaders

    Fast, minimal, effective

    LobsterBushingLanguage unknown★85

  • D travel-planning The title is only "travel planning," with no indication whether it's a script, dataset, or demo. Seventy-plus stars within two days clearly doesn't match the content, likely star-farmed or keyword-baiting, not enough to make the candidate list. #Productivity#AI

    travel planning

    mater1996Python★75

  • D awesome-instagram-username-checker A list page for an Instagram username availability checker, essentially an SEO aggregation article rather than a project. Somewhat informative for people wanting to grab names in bulk, but there's no code and no maintenance commitment, and such lists are everywhere. #Social#Marketing

    Curated instagram username checker list: availability tools, multi-network and domain checks, next steps.

    search-atlas-devLanguage unknown★17

  • D python-projects A personal collection of Python exercises covering data structures, validation, and automation basics; its 90 stars in one day likely come from newcomers upvoting each other. It has no reusable value for developers and cannot become a dependency, with zero commercialization and the only risk being wasted time. A typical learning repo that should not enter an investor's view. #Learning

    Python projects demonstrating programming fundamentals, data structures, validation, automation and application logic.

    sontakkevipulPython★90

  • D nano-gpt-alternatives A comparison page pitting NanoGPT against direct options like OpenAI, Anthropic and LiteLLM, essentially lead-gen content. Pricing goes stale quickly and there is no independent testing, so it helps little with selection. #LLMs#APIs

    Nano GPT alternatives compared: NanoGPT vs OpenAI direct, Anthropic direct, self-hosted LiteLLM, DeepInfra and Synexa.

    zimage-devLanguage unknown★12

  • D Spotify-Edition With only a one-line description, unknown language and 91 stars in 0.1 days, this is a typical fake installer repo riding the Spotify name and solves no real problem. Such growth usually comes from star farming or search hijacking; commercialization potential is zero and the risk is bundled malware, so skip it. #Scams#Downloaders#Streaming

    Streamlined desktop application

    BeatdesmanorLanguage unknown★91

  • D bnb-agent-chain Claims to be a BNB chain for agents, with a genesis containing only three system contracts and everything else deployed by agents, while admitting it's 'pre-release, nothing deployed.' Vision only, nothing runnable—just concept stacking. #Crypto#Blockchain#AI Agents

    A chain for agents, on BNB Smart Chain. Genesis carries three system contracts and three neutral tools — Multicall3, a CREATE2 deployer and Wrapped BAC. Every token, pool and market beyond that is dep…

    BnbAgentChainL2JavaScript★41

  • D PortainerPackage A new daily-workflow build published under the Portainer name, with unknown language, 88 stars in 0.1 days and no substantive content, matching the same batch of fake repos and riding the name for stars. It solves nothing and has no commercialization path; the risk is poisoned installers misleading ops staff, so skip it and verify versions on official channels. #Scams#Downloaders#DevOps

    Fresh build for daily workflow

    RoyalpluretortLanguage unknown★88

  • D ChromeRemote-Pro Claiming to be a Chrome Remote desktop version for advanced users, with unknown language, 89 stars in 0.1 days and no substantive description, this is a fake star-farmed repo riding the Chrome Remote Desktop name. It solves no real problem and has no commercialization possibility; the biggest risk is distributing tampered remote-control clients, so skip it and verify the source. #Scams#Downloaders

    Desktop edition for power users

    flagbursarcountLanguage unknown★89

  • D Awesome-Code-World-Models Yet another "code world model" list, with no description or inclusion criteria. Awesome repos like this farm stars off buzzwords, and early on both the information value and curation quality are questionable; readers are better off following the original papers and project pages. #Learning#LLMs#ML Research

    lxycopperLanguage unknown★21

  • D seedance-2-5-dev.github.io An SEO landing page about Seedance 2.5 duration and reference-image limits, meant to funnel traffic to some service. There is no code and no reproducible evaluation, so developers get nothing usable here. #Video#AI

    Seedance 2.5 doubles single-shot output to 30 seconds and raises the reference ceiling to 50 inputs. Where to run it, what it needs, and what nobody prices.

    seedance-2-5-devHTML★17

  • D seedance-api-dev.github.io A single page compiling Seedance API pricing, median render times and the async interface, essentially lead-gen content with a price list. If the numbers are accurate it has some reference value, but the repo is not a tool and has no independent verification beyond the vendor. #Video#APIs#AI

    Seedance API access has numbers now: $0.1512 a second, a 124-second median render and an async task endpoint. How to read them before you wire anything up.

    seedance-api-devHTML★13

  • D XCopilot A Python project called XCopilot with an empty README, so you can only guess from the name that it wraps some Copilot. No usage and no explanation means no way to evaluate it; skip. #LLMs#Editors

    tonychuhaiPython★14

  • D PortainerPackage1 Another instance of a fake Portainer repo, with 86 stars in 0.1 days, unknown language and a single empty description, appearing alongside the same batch—clearly bulk star farming. It has no real functionality or commercial value; the risk is ops staff installing a poisoned package, so skip it and use only official images. #Scams#Downloaders#DevOps

    Fresh build for daily workflow

    FogStoryMattockLanguage unknown★86

  • D Insomnia-Modern A repo published under the Insomnia name offering a modern desktop experience, with unknown language, 79 stars in 0.1 days and no description, from the same batch of fakes. It has no real functionality or commercialization potential; the risk is API debugging tools being replaced and leaking keys and API credentials, so skip it. #Scams#Downloaders#APIs

    Modern desktop experience

    HallChronomancer90Language unknown★79

  • D HyperVBundle A fake Hyper-V packaging repo with unknown language, 77 stars in 0.1 days and a single empty description, showing clear bulk star-farming traits. It has no technical value or commercial path; the risk is tampered virtualization and system-level tools compromising whole-machine security, so skip it and get it from Microsoft officially. #Scams#Downloaders#Windows

    Modern desktop experience

    HandcuffbymesmerizeLanguage unknown★77

  • D Thunderbird-Studio1 A second instance of a fake Thunderbird-Studio repo, with 81 stars in 0.1 days, unknown language and duplicated description, clearly bulk-generated. It has no practical or commercial value; the risk is the same—a replaced mail client endangers all mailbox credentials, so skip it. #Scams#Downloaders#Email

    Clean interface, solid performance

    LakedendynamoLanguage unknown★81

  • D EtcherCompanion1 Packaged under the guise of official-style Etcher, with unknown language, no substantive README and 90 stars in 0.1 days, this is a typical fake distribution repo. It offers no new capability and stars look bulk-farmed; commercialization is out of the question and the biggest risk is tampered, poisoned installers, so skip it and be wary of this batch of same-name repos. #Scams#Downloaders

    Official-style desktop package

    LimitRogueCutter58Language unknown★90

  • D RustDesk-Suite A fake suite riding RustDesk, with unknown language, 81 stars in 0.1 days and only a slogan, star-farmed alongside the same batch. It has no real functionality or commercialization possibility; the risk is being used to distribute backdoored remote-control clients with serious consequences, so skip it and verify official signatures. #Scams#Downloaders

    Fast, minimal, effective

    SightBricklayerKind5Language unknown★81

  • D Trello-Plus A fake clean, fast companion tool for Trello, with unknown language, 80 stars in 0.1 days and no substantive content, part of the same star-farming or poisoning batch. It solves no real problem and has no commercial path; the risk is team collaboration data being stolen by a third-party client, so skip it. #Scams#Downloaders#Collaboration

    Clean and fast companion tool

    closedcabbiegranaryLanguage unknown★80

  • D codex-usage-dev.github.io A static webpage explaining why three Codex usage numbers disagree, a content site rather than a tool. The question is somewhat interesting, but all the value is in the article and the repo is just a traffic funnel; official docs and community posts cover it. #AI#LLMs#codex

    Codex usage is reported in three different places that do not agree. What /status, the Codex settings page and the API dashboard each actually measure.

    codex-usage-devHTML★37

  • D Firmware-Studio Claiming to be an official-style firmware tool package, with unknown language, 81 stars in 0.1 days and no substantive description, it is one of the same batch of fakes. It has no technical value or commercial path; the highest risk is tampered firmware tools bricking devices or implanting backdoors, so skip it and use only vendor official tools. #Scams#Downloaders#Embedded

    Official-style desktop package

    datalovebirdmindLanguage unknown★81

  • D Streamlabs-Plus A fake streamlined Streamlabs, with unknown language, 82 stars in 0.1 days and a vague description, part of the same star-farming or poisoning batch. It has no technical or product value; the risk is streamers installing it and leaking stream keys and accounts, so skip it and download from official channels. #Scams#Downloaders#Streaming

    Streamlined desktop application

    flintvolunteercordLanguage unknown★82

  • D Thunderbird-Studio A fake packaging repo named after Thunderbird with a clean interface and solid performance, unknown language and 83 stars in 0.1 days, clearly sharing traits with the same batch. It has no real functionality or commercial path; the risk is luring users to download a tampered mail client that directly threatens mailbox credentials. Skip it. #Scams#Downloaders#Email

    Clean interface, solid performance

    keylocksmithmomentumLanguage unknown★83

  • D EtcherCompanion Another fake Etcher packaging repo, with 89 stars in 0.1 days, unknown language and an empty description, sharing naming and growth traits with the same batch, judged as bulk star farming or poisoned distribution. It has no technical value or commercial path; the only risk is users downloading an implanted installer. Skip it. #Scams#Downloaders

    Official-style desktop package

    skinjourneymanslashLanguage unknown★89

  • D PS5-FPKG-RESTORE A C tool related to unofficial PS5 package installation and recovery, with an empty README. Such things usually serve modding or piracy, and with no stated purpose or instructions, best left alone. #Games#Downloaders#Piracy

    thanhsondevC★13

  • D Brave-Pro A fake repository riding the Brave browser name, with 74 stars in 0.1 days, unknown language, and only a marketing phrase, from the same batch as similar repos. It has no practical value or commercial potential, and the risk is a replaced browser stealing all sessions and accounts, so skip it and install only from official channels. #Scams#Downloaders

    Polished and ready to use

    wavesupportsolveLanguage unknown★74

  • D igtap-modkit A 41-module mod for the incremental idle game IGTAP, including movement, economy and speedrun tools. It's a game cheat, so it scores low by rule and isn't recommended. #Game Cheats#Games#Automation

    41-module Cheat/Trainer for IGTAP: an Incremental Game That's Also a Platformer — movement tools, power economy, clone automation, progression and speedrun utilities.

    AmplitudechodefineLanguage unknown★14

  • D jev-to-answer An "answer book" toy riding the jev naming wave, with no substantive feature description. It is neither a new approach nor a practical little tool, and readers will find no reusable engineering detail in ten minutes, so skip it. #AI#LLMs#Prompting

    Book of Answers jev

    csskrtaoJavaScript★14

  • D US-China-Life-Playbook A life operations manual for families split between China and the US, covering medical, tax and insurance matters. It is pure content organization with no code or executable tool, and such personal experience lists are hard to verify for accuracy, so it is unsuitable as an open-source recommendation. #Knowledge Base#Documents

    A life operations manual for dual-resident China-US, high-income first-generation immigrant families: healthcare, insurance, taxes, law, social relationships, parental eldercare, cross-border living, …

    gjimzhouPython★12

  • D ComptyAI A pitch converting token activity into compute power and protocol fees funding GPUs, built on Robinhood Chain, all vision and no implementation. Such narratives recur periodically in crypto, and with no verifiable code or token economics details, it should not be listed. #Crypto#GPU#Blockchain

    Turn token activity into compute. A compute-access protocol designed for Robinhood Chain: protocol fees fund GPU capacity for token holders.

    hazelpeJavaScript★41

  • D jev-browser-skill One of the jev-series repos called browser skill, with an empty description, so it's unclear who it's for or how to install it. An empty shell in the naming trend, impossible to evaluate, skip. #AI Agents#Agent Skills#Browser Extensions

    hqmanTypeScript★29

  • D star-projects A student project showcase page from some academy, essentially a collection of school assignments. It has no reusable tools and no unified engineering standards, so it offers no reference value to readers of this list. #Learning#Knowledge Base

    A showcase of exceptional student projects from Lords Institute of Engineering and Technology

    lordsinstituteDart★42

  • D RustDesk-Suite1 A second version of a fake RustDesk-Suite repository, again with 79 stars in 0.1 days, unknown language, and a vague description, showing clear signs of batch generation. It has no technical or commercial value, and the risk is a backdoored remote-control client, so skip it and use only the official version. #Scams#Downloaders

    Modern desktop experience

    superdukedwellLanguage unknown★79

  • D OBS-Center The description is only "everything in one place," with no features or usage, yet the repo got over seventy stars in a day. Such big and empty repos are usually star-farmed or name-squatting, and there is no way to judge usability, so skip it. #Streaming#Video#obs

    Everything you need in one place

    capitalbudgietwistLanguage unknown★73

  • D duo-fold-live A Kotlin experiment repo with no description or docs; the name doesn't reveal whether it's a foldable-screen demo or a wallpaper project. There's not enough information to judge its purpose, skip it. #Android#UI Design

    joeconsortiKotlin★20

  • D VirtualBox-Modern 36 stars in 0.1 days, with a description of only "simple, focused workspace," yet the name mentions VirtualBox, so it's unclear what it has to do with virtual machines. It says neither what it does nor how, a typical name-squatting or star-farmed repo, skip. #Windows#Operating Systems#Hardware

    Simple, focused workspace

    ninjapugilistshapeLanguage unknown★36

  • D mobile-codex A mobile codex project written in Java with an empty README, so it's impossible to tell whether it's a client, a bridge, or experimental code. Without a description there's no basis for usability, skip. #AI Agents#LLMs#Android

    nokryongJava★12

  • D YunQi-Athenaeum A Python project with an empty README whose name points to some 'library', but you cannot tell if it is a crawler, search or knowledge base. With no description there is no basis to judge; skip. #Knowledge Base#Documents#Databases

    wangjia5289Python★18

  • D correcao-cp1 Grading materials for a Brazilian university course, just HTML pages with no reuse value outside the course and no technical points explained. It's a coursework repo not worth opening. #Learning#Web Frontend#Documents

    Coreção do CP1 - Estruturas Semânticas

    1TDSPB-26HTML★22

  • D MedJev The name points to medical plus Jev, but the repo has no description, so it's unclear whether it's a model, dataset or app. Insufficient information; skip. #LLMs#Health#AI

    JunMa11Python★48

  • D facebook-reporting-bot An automation script for bulk-submitting Facebook violation reports and appeals, with a description that is pure keyword stuffing. Its purpose is mass reporting as pressure, harming both the platform and ordinary users; skip. #Scams#Social#Automation

    Automated reporting assistants are programmed software mechanisms designed to streamline and aggregate the submission of appeals or violation notices regarding Facebook profile, page, or group acc rep…

    tracksteamsoarLanguage unknown★31

  • D AnyDo-Suite 55 stars in 0.1 days with the description 'simple, focused workspace', worded identically to another repo from the same day, suggesting bulk name-squatting. No actual feature description; skip. #Productivity#Self-Hosted#Collaboration

    Simple, focused workspace

    wantnoviceresideLanguage unknown★55

  • D qu The description is only "coming soon," with no features, usage or code explanation. Whoever is behind it, such a repo effectively does not exist for today's readers and should be marked as not listable. #Crypto#Blockchain

    coming soon

    electric-capitalPython★18

  • D jev-poly-crypto-demo No description, and the name rides both the jev and crypto prediction market trends, with no implementation notes visible. Such demo repos can neither be installed nor used, so it is judged not worth readers' time. #Crypto#LLMs

    frankdaTypeScript★35

  • D hunt-showdown-1896-hack-2026-hunter-toolkit The title says Hunt Showdown cheats and aim assist, a typical cheat tool. Whether or not the implementation is real, such repos only bring bans and security risks and have no engineering value worth discussing, so exclude it outright. #Game Cheats#Games#hunt-showdown

    Hunt Showdown 1896 Hack 2026 themed PC companion for Hunter loadouts, weapons, traits, manual aim practice, match planning and performance analytics

    grace-6879Language unknown★16

  • D hootsuite-dev.github.io A review traffic site using the Hootsuite name, with an organization name imitating the official one. It is neither a tool nor independent review, its value is in affiliate links, and readers have no reason to spend time on it. #Social#Marketing#hootsuite

    A Hootsuite review for people deciding in 2026: what the five-product Social OS covers, who it is priced for, and the lighter option for a small team.

    hootsuite-devHTML★28

  • D kimi-api-dev.github.io A static SEO landing page about the Kimi API, neither official nor a tool. The information is available directly from the official pricing page, and the repo has nothing runnable, skip. #LLMs#APIs#kimi

    Kimi API review from outside Moonshot AI: which models the site names, what the K3 page claims, where pricing lives, and when another API suits you better.

    kimi-api-devHTML★17

  • D kiro-cli-dev.github.io A standalone review site named after Kiro CLI, with an org name imitating the official one. It's a content-driven landing page with no code and no verifiable conclusions, not recommended to open. #AI Agents#CLI#kiro

    Kiro CLI puts agentic engineering in the terminal: executable specs, hooks and parallel sessions. An independent review of what V3 changed and who should skip it.

    kiro-cli-devHTML★23

  • D PremiereSuite 70 stars in 0.1 days with only 'clean interface, solid performance' as a description, borrowing the Premiere name without saying whether it is a plugin, a crack or something else. A typical star-farmed placeholder repo; don't waste time. #Video Editing#Video

    Clean interface, solid performance

    serpentversebayLanguage unknown★70

  • D facebook-reporting-tool A tool named as a Facebook reporting utility, 32 stars in 0.1 days with no description at all. Such mass-report tools are usually for malicious account bans, a grey-market area; not recommended. #Scams#Social#Automation

    tperry4Language unknown★32

  • D Revo-Suite Beyond the line 'Streamlined desktop application,' there's nothing checkable: no what, who, how to install, or language. With 16 stars hours after creation, it looks like a placeholder or leaderboard gaming; wait for the README to explain one thing. #Productivity#UI Design#Windows

    Streamlined desktop application

    BureaucratTrolleyLanguage unknown★16

  • D MySQLKit The description is only "an updated desktop experience," saying neither what it does nor how it connects to a database. The repo got dozens of stars within hours yet has no readable description, a typical empty-shell repo, so not worth clicking. #Databases#Windows

    Updated desktop experience

    gripenchanterrailLanguage unknown★67

  • D Outlook-Hub The description is only "cross-platform ready package," with no features or usage, yet it got dozens of stars within hours. A typical empty shell squatting on a name, impossible to evaluate its purpose, skip. #Email#Documents

    Cross-platform ready package

    lowspongeagoraLanguage unknown★59

  • D JioAF Only a name and Shell language, no description at all, so what it does is unclear. Unless documentation is added later, its value can't be judged. #CLI#Automation#Linux

    FrozenxcShell★15

  • D VJ-Course-Extractor-Bot A course-content extraction bot that also carries a disclaimer that it is not officially maintained by Tech VJ. Its purpose points to scraping paid course content, with no technical details, so treat it as a piracy tool. #Piracy#Downloaders#Automation

    This Public Source Code Is Not Written Or Maintained By Tech VJ.

    VJBotsPython★13

  • D Wagg13Patch_Morphe A Morphe patch set with no description; from the name, it likely removes feature limits in some app. It does not say what the patches do, and such patches often bypass payments and checks, so a low score. #Crack#Activation Bypass#Android#Plugins

    WaggBRKotlin★15

  • D nerdearla An empty repo with no description or language info, only a name pointing to a Latin American tech conference. Nothing to review. #Learning#Social

    Coding-LatamLanguage unknown★15

  • D INALCO_Techniques_web_en_python_2026 Classroom materials for an INALCO master's course, a collection of Jupyter notebooks. It's a course-notes content repo with nothing directly usable for developers outside the course. #Learning#Documents#Science

    Matériel de cours M2 INALCO

    DinarqueJupyter Notebook★15

  • D Edge-Center Description is only 'clean and fast companion tool,' unknown language, 25 stars within 0.1 days. Neither name nor description points to any concrete function; treat it as a placeholder repo. #Scams#Productivity#Windows

    Clean and fast companion tool

    DiskBookkeeperLanguage unknown★25

  • D MarkText-Kit Uses the MarkText name with only 'reliable desktop companion' as a description, unknown language, 60 stars within 0.1 days. A typical placeholder repo riding a well-known project's name. #Editors#Documents#Scams

    Reliable desktop companion

    EntranceryograspLanguage unknown★60

  • D Valorant-External An external cheat for Valorant with no description. It's a game cheat, scores low by rule, and isn't recommended for anyone. #Game Cheats#Games#valorant

    ExitHornbillPourLanguage unknown★17

  • D Steam-Lab Description is only 'reliable desktop companion,' unknown language, 0.1 days old. Nothing explains its relationship to Steam; treat it as star-farmed placeholder. #Games#Scams#Windows

    Reliable desktop companion

    FragmentSortLanguage unknown★13

  • D FPKGI-Data-package A data pack of 871 PKG games for use with fpkgi. It's essentially an index of pirated game resources, so it scores low by rule. #Piracy#Games#Downloaders

    871 PKG games for fpkgi

    OptiTronOfficalLanguage unknown★25

  • D FireAlpaca-Portable Named as a FireAlpaca portable version with only 'updated desktop experience' as description, unknown language, 46 stars within 0.1 days. A typical name-squatting placeholder repo. #Scams#Images#Windows

    Updated desktop experience

    Pointzumwatch31Language unknown★46

  • D GoodNotes-Manager Description is just three words—'fast, minimal, effective'—unknown language, 42 stars within 0.1 days. It doesn't say what it manages or how to use it; treat it as a star-farmed repo. #Scams#Productivity#iOS

    Fast, minimal, effective

    ProvostRecallLanguage unknown★42

  • D Flameshot-Portable A portable-version repo riding the Flameshot name, with only 'clean interface, stable performance' as description, unknown language, 62 stars within 0.1 days. No verifiable substance. #Scams#Images#Windows

    Clean interface, solid performance

    RoyalEmirHideLanguage unknown★62

  • D Audacity-Platform Rides the Audacity name with only 'reliable desktop companion' as description, unknown language, 64 stars within 0.1 days. A typical star-farmed placeholder; don't download any artifacts. #Scams#Audio#Windows

    Reliable desktop companion

    RoyalSmithDeliverLanguage unknown★64

  • D dressmaker-modkit Dressmaker is a 37-module modifier for a game, with cheats like coins, instant sewing and orders. It is a game cheat, so under the rules it gets a low score outright. #Game Cheats#Games#Automation

    37-module Trainer/Cheat for Dressmaker — coins and shop, instant sewing and pattern cutting, order fulfilment, sketchbook design and cozy atelier tools.

    SnatchStageRoof13Language unknown★17

  • D Roblox-skript A Roblox script repository with no description; judging by the name, it is game cheat scripts. Low score, not recommended. #Game Cheats#Games#roblox

    ZettafitzcolonnadeLanguage unknown★13

  • D MongoDB-Suite No description, unknown language, 96 stars within 0.1 days of creation—a typical star-farmed placeholder repo. With no README saying what it does, it can't be evaluated and isn't worth evaluating. #Databases#Scams#DevOps

    BansheeLightLanguage unknown★96

Show HN 5

A

Show HN: Drop – A rootless Linux sandbox with gVisor support

Show HN

A rootless Linux sandbox using namespaces plus gVisor to give locally run untrusted dependencies and third-party programs a disposable isolated home, solving the pain of one package install compromising the whole machine; 153 points on HN shows strong developer resonance, turning around after two unnoticed launches thanks to gVisor support. Could serve as the execution base for AI-generated code. Risks: firejail/bubblewrap and containers already occupy the space, and it's Linux-only.

I created Drop because I always felt uneasy installing and running third-party programs using my main user account. A single compromised dependency means a full compromise of the system. What is even …

#Linux#App Security#DevOps#Privacy

▲153

A

Show HN: InstinctFlash – High-Performance Serving Runtime for Robotics Models

Show HN

An inference acceleration runtime for robot VLA and world models that cuts diffusion sampling from 25/50 steps to 2/4, directly addressing control-loop latency, a deployment bottleneck; backed by Jetson Thor measurements and Samsung/Siemens usage, though HN gave 23 points and GitHub only 42 stars, so momentum is just starting. Could become the vLLM of robotics. Risks: AGPL and pressure from NVIDIA's Isaac/TensorRT ecosystem.

Hey HN, Guanming here, cofounder of General Instinct. We just released InstinctFlash, a high-performance serving framework for robotics models. It’s licensed under AGPL-3.0. On Jetson Thor, we see spe…

#Robotics#GPU#Performance#ML Research

▲23

A

Show HN: AI·rete·RAG – a Rete rule engine decides, RAG explains why

Show HN

Uses a Rete rule engine to issue verdicts while the LLM only explains with cited policies, solving decisions that must be auditable like credit risk and clinical use, with Verdict reproducibility as a real selling point; 34 points on HN and an MCP client show early developer experimentation. The monetization path is clear (compliance audit SaaS). Risks: a closed-source engine squeezed by Drools/IBM ODM and built-in model guardrails.

Hi HN, I built ai·rete·rag because I kept seeing teams put an LLM in charge of decisions that need to be auditable (lending, fraud, clinical triage), then bolt on "guardrails" after the fact. It runs …

#RAG#MCP#AI

▲34

A

Show HN: Training a model to identify AI web content from structure alone

Show HN

Judges whether a web page is AI-generated by structure rather than words, with 98% accuracy that rewriting struggles to evade, addressing marketing teams' need to detect AI slop; 37 points on HN and YC backing show commercial traction, already embedded in the Sitefire product. The path is a content-quality API. Risks: an arms race between detection and evasion, and human samples limited to 2020–2022.

Hey HN! We’re Vincent and Jochen from Sitefire ( https://sitefire.ai). We have been working together for years, with backgrounds in RL/optimization at Stanford and software engineering from Technical …

#AI#ML Research#Marketing#Content Writing

▲37

B

Show HN: JevBench, a reproducible benchmark for typed decision models

Show HN

A reproducible benchmark for decision models like Jev that return constrained options and probabilities, solving the lack of unified evaluation for non-autoregressive models; 53 points on HN shows topic heat, and public tasks plus scoring code boost credibility. If adopted it could become standard like lm-eval. Risks: vendor-led with the top of the leaderboard being its own model—a conflict of interest that's hard to sustain credibility against.

Hi HN! I built JevBench because Jev kicks ass, and the world deserves to know how the serious open source and fake lookalike projects really perform in comparison. Jev-class models return bounded choi…

#Benchmarks#ML Research#AI

▲53

Hot New Repos

  1. jev-chat/jev-chat-jarvis★3723 A conversation copilot installed on your phone: understand the other person in WeChat / QQ / X / Feishu, get candidate replies, and fill them into the input box with one tap — you decide whether to send. Non-invasive, screen-read only, no hooking or repackaging.
  2. unreallabsai/unreal-agent★895 Async-first agent harness
  3. Rizzo-AI-Academy/rizzo-flow★347 The open, local take on Jev: typed decisions from an LLM, without generating a single token
  4. jev-chat/jev-chat-windows★252 A reply assistant attached alongside WeChat (Windows 4.x): window screenshot + local offline OCR to read the other person's messages → Jev judges intent → 3 candidates filled in with one tap, sending is always manual
  5. freestylefly/WeChatBridge★250 Native macOS tool for one-click forwarding of WeChat chat records to AI Agents and Obsidian
  6. deepopen-com/deepopen★206 A non-autoregressive System 1 decision engine designed for structured type decision scenarios. DeepOpen Multilingual, non-autoregressive System 1 decision engine.
  7. malevrigns/agent-jev★202 AgentJev-0.6B - a fast 'System One' decision model for AI Agents: feed it any unstructured state (diffs, traces, logs) and structured questions, get calibrated probability distributions back in one ~50ms forward pass. Zero output-token decoding.
  8. jev-chat/jev-chat-jarvis-mac★172 WeChat message intent recognition floating window (macOS): screen reading + a local small model to judge intent and risk, then generate reply candidates based on talking points. Purely read-only, no injection into WeChat.
  9. miuuyy/Astra-Ares★145 Adaptive reasoning effort for GPT-6 Astra during Codex tasks, powered by Jev to reduce token usage.
  10. TianyuCodings/JevHarness★141 LLM-authored task-specific Jev harnesses with optional full-trajectory reward reflection and GEPA evolution.

Star gain 1d

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  4. jaredpalmer/kev+1786★4200
  5. mizorewww/laya-mlx+1656★5425
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  7. cloudflare/security-audit-skill+1236★20948
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