Liangke Li

A Go scanning engine that treats fingerprints, templates and port presets as data you can replace, with a DSL, saved workflows and a growing SDK surface for embedding it in your own tooling.

A C++ PlayStation 2 emulator with a built-in high-level BIOS, arcade dongle support, and an iOS story that is mostly about how to get just-in-time compilation enabled.

A Japanese-language JavaScript textbook whose chapters, inline code samples and printed edition all come out of the same repository, with prose linting and DocTest as part of CI.

What the public repository actually contains, how worktrees and canvases fit together, and what the absence of source code means for anyone building on it.

The Java code coverage library that has been chasing new Java releases for over a decade, and spends most of its release notes filtering out bytecode the compiler generated on your behalf.

A self-hosted Python and TypeScript platform where LLMs either reason about a market or execute a fixed Python rule set, with 86 quantitative factors scored by IC and ICIR behind the trigger layer.

The repository documents itself in about fourteen hundred characters, which is not much. What the tree reveals is a multi-module Kotlin app with locked dependencies, three distribution channels, and a release cadence measured in days.

Microsoft's open source library for reading and writing Word, Excel and PowerPoint files at the package and markup level, split across four NuGet packages and shipped on a daily build feed.

A small TypeScript CLI that composes conventional commit messages from interactive prompts, infers the type, scope and ticket from your branch name, and runs the same way from an editor, a script or an agent.

A single PHP file that creates tables and columns on demand, so an idea can be stored before anyone has designed a schema for it.

robosuite wraps the MuJoCo physics engine in a modular API for building manipulation environments, controllers and benchmark tasks. It is aimed at robot learning researchers, and it is only as useful as your willingness to read its documentation.

Eight years after the VimConf 2017 talk that explained the reasoning, Iceberg is still maintained, still precompiled from a template engine, and still the reason a lot of Vim users never touch a highlight group by hand.

A small framework of chainable filters where text filters run first, a convert filter turns Markdown into HTML, sanitization happens automatically, and node filters do the last pass. Started at GitHub, now standalone.

Materia is a GPL-2.0 theme for GNOME/GTK desktops with three colour variants, two size variants and ripple animations for GTK 3 and 4. It is installed from distro packages, Flathub, or a manual build, and the README lists elementary apps and downstream GNOME sessions as unsupported.

A Shell-based collection of Claude Code skills that turn marketing frameworks into instructions an agent loads and follows. The README claims 23 free and 10 paid skills, quick/standard/deep execution modes, and compatibility beyond Claude Code, but the repository's licence and the paid tier's terms are the first things to verify before adopting it.

InAppSettingsKit renders the same Settings.bundle plist inside your app, so one plist drives both the Settings app and an in-app screen. It fits UIKit apps with existing bundles and disappoints anyone expecting a SwiftUI-native settings model.

Nightingale is an open-source alerting engine that focuses on alarm generation and distribution, connecting to existing data sources like VictoriaMetrics and Elasticsearch. It offers a built-in MCP server for AI-driven alert management, but it is not an on-call platform.

Facemind is a desktop application that uses OpenCV, Mediapipe, and PyQt5 to analyze facial expressions in real time and map them to mental health indicators. It is a competition paper prototype, not a production tool, and its documentation is thin enough that you should verify every claim before adopting it.

GLips/Figma-Context-MCP is an MIT-licensed TypeScript MCP server that fetches Figma file, frame or group metadata and rewrites it before handing it to a coding agent. The README's claim is narrow and testable: reduced context makes one-shot design implementation more accurate than pasting a screenshot. Most of the interesting engineering sits in what it removes, not what it adds.

JSON Crack turns structured data into interactive graphs and trees, with conversion, validation, and code generation. It is a TypeScript monorepo with web, VS Code, and Chrome extensions, but its node limit and local-only processing shape its real-world fit.

Yeti is Foundation's successor to Foundation for Sites, shipped as one stylesheet that targets Baseline 2025 and describes itself to agents. The 7.0.0 line is still in beta, and the licence is not plain MIT.

A Python service for Linux laptops with two GPUs that switches the whole graphics stack between them at login, wraps Prime offloading so it survives a reboot, and gets out of the way on Wayland.

SketchCode applies a CNN encoder and LSTM decoder to hand-drawn mockups, treating HTML as a caption. It is a frozen proof of concept pinned to TensorFlow 1.1.0 and the Keras of that era, and its own README says it does not generalise to real wireframe variability.

aldefy/compose-skill is a plugin that injects 24 Compose reference guides and six files of real androidx source into AI coding tools. It targets one narrow failure mode: assistants that write Compose code which compiles but gets state, modifiers, and navigation wrong.

Twine is a GUI for creating nonlinear stories, shipped as a browser app and an Electron desktop app for Windows, macOS and Linux. This review covers the source build, the story format split, and where the desktop build can damage your files.

Android_CN_OAID is a Java library that reads OAID, AAID and legacy Android identifiers through vendor interfaces. It exists because individual developers are not eligible for the official MSA SDK, and its own README says so.

AgentScope Runtime wraps agent frameworks in a FastAPI-derived server with a hardened tool sandbox, A2A and OpenAI-compatible endpoints, and local or serverless deployment. The repository is in read-only mode because its capabilities moved into AgentScope 2.0, which changes who should look at it at all.

USB Army Knife packs BadUSB, mass storage emulation, USB network impersonation and ESP32 Marauder WiFi/BT attacks into one ESP32-S3 dongle, scripted in an extended DuckyScript and controlled from a browser. It is built for physical access engagements, and it is a poor fit for anyone who needs a stable, versioned toolchain.

Eyeballer is BishopFox's TensorFlow classifier that sorts web penetration test screenshots into five labels so a large scope can be triaged. It is a pure post-capture step with no scanning of its own, and the per-label recall figures decide how much trust a triage queue built on it can carry.

BuilderBot is a TypeScript framework for building WhatsApp conversation flows with a provider-agnostic core. It suits small teams shipping an MVP, but the README is thin and the real documentation lives on the project site.

react-notion-x turns a Notion page into a recordMap and renders it as React components, with heavyweight blocks opt-in. It is a good fit for Next.js sites that live off a Notion workspace, and a poor fit for anyone who needs the official Notion API.

LiteRT-LM is Google's open-source orchestration layer for running large language models on edge devices. It wraps LiteRT with a cross-platform API, a CLI, and prebuilt C libraries, but its real value depends on the model formats and delegates you plan to use.

CodexGuide is a VuePress documentation site about using OpenAI Codex across the desktop app, CLI, cloud and IDE. It is a tutorial project, not a tool you install to do the work, and its own documentation is the product.

Echo v5 is a Go web framework built on the standard library's net/http, adding a radix-tree router, binding, middleware, and centralized error handling. This review covers its mechanism, setup, limits, and who should pick it.

Meshery is an open source, CNCF project that provides a single interface for designing, deploying, and managing Kubernetes infrastructure across multiple clusters and clouds. This review examines its core mechanisms, practical setup, and the trade-offs you should weigh before adopting it.

The Epic Stack is an opinionated full stack starter built on React Router and Prisma, maintained by Kent C. Dodds and contributors. It is for teams who would rather inherit decisions than debate them.

CAPEv2 runs Windows malware in an isolated guest, hooks API calls, captures network traffic, and adds automated unpacking plus static and dynamic configuration extraction. It is for analysts who need payloads and C2 configs, not just a behaviour report.

Surf is a Node CLI that drives Chrome through a browser extension and a native messaging host, so any agent that can run shell commands can click, read and screenshot a page. The design is sound for local, agent-agnostic automation; the install ceremony and the trust model of a remote credential are the parts to inspect before adopting.

PrismOS-AI is a Tauri 2 desktop app that answers questions about your own documents using a local Ollama model. The README is unusually specific about what leaves the machine, and unusually honest about what the installers cost you.

NetAlertX is a self-hosted network visibility platform that scans for devices, records changes and pushes alerts. It installs as a privileged Docker container, and its plugin model is the part that decides whether it fits your network.

huashu-report is an MIT-licensed Agent Skill for producing institution-grade research reports. Its conventions were reverse-engineered from 41 real 2026 reports, and it ships as plain text plus three Python files with no external services.

Piper is a GTK application that talks to the ratbagd DBus daemon to configure gaming mice on Linux. It owns no device protocols of its own, so what it can do depends entirely on libratbag.

Miniforge ships minimal installers for conda and mamba with the conda-forge channel as the only default channel. It is aimed at users who want conda-forge packages without Anaconda's defaults channel, and it supports x86_64, ppc64le and aarch64 including Apple Silicon.

Elixir School is a Markdown lesson and blog repository, not a runnable website. What it contains, how the translation version report works, and where the project stops.

Nilearn is a BSD-3-Clause Python library that wraps GLM based analysis and scikit-learn estimators around neuroimaging data. Its value is the glue between NIfTI files, brain masks, atlases and surface meshes, and the cost is a dependency stack and a pre-1.0 API.

The Dart charting library for Flutter, where the documentation lives in the repository rather than a docs site, the examples ship as a full desktop and mobile app, and the release line has slowed to a bug fix cadence.

A small teaching repository that signs and verifies JWTs with jsonwebtoken and level, ships a four-endpoint server and a test suite, and stops short of refresh tokens and key rotation.

LightC is a free Windows desktop utility for junk cleanup, disk analysis and system maintenance, built with React, TypeScript, Rust and Tauri. It is broad in scope and honest about what it will not touch, but the README leaves the licence and the rollback story underspecified.

A folder-based library of SKILL.md playbooks for design and game work in AI coding agents. The format is plain Markdown, the install story is copy and point, and the real question is whether you want your prompts versioned as files.

JimLiu/Illustrated-Agent-Skills is not a framework. It is the resource repository for the book 图解 Skill, holding the full appendix, chapter examples, skill templates and the skill that illustrated the book itself.

Asciidoctor parses AsciiDoc into a document model and converts it to HTML 5, DocBook 5 and man pages. This is what it does, how to install it, and where its Ruby dependency and converter split become a problem.

The conda-forge/feedstocks repository is a machine-generated summary of every package feedstock on conda-forge. It is not where issues, recipes, or builds live, and treating it as such will waste your time.

Screenity is a GPL-3.0 Chrome extension for recording tabs, windows, camera and audio with on-screen annotation. It is free, requires no sign-in, and the self-hosted build runs in local-only mode.

The Modular Platform repository ships the Mojo compiler and standard library alongside the MAX inference server and accelerator kernels. This article maps the directory layout, the release cadence, the licence split between Apache 2.0 with LLVM Exceptions and the Modular Community License, and the cases where it is the wrong dependency.

LLaVA-OneVision-2 is an Apache-2.0 8B multimodal model release that pairs a codec-aligned vision encoder with an end-to-end published training pipeline. The interesting part is the token budget argument; the awkward part is that the README stops before the training commands.

PhotoEditor is a Kotlin Android library that puts paint, text, emoji, stickers and filters onto a PhotoEditorView. It is for developers embedding editing into their own app, not for people looking for a free online photo editor.

Swarm packages a type-safe tool layer, a pluggable inference provider, composable workflows and optional MCP and OpenTelemetry surfaces into one Swift package. The interesting part is the trait system that decides how much of it you actually compile.

Celestia renders the solar system and nearby stars in real time from text catalogs you can edit. It is a desktop tool for teaching and tinkering, not a photorealistic renderer, and its last push was on 2026-09-26.

MinecraftForge patches the Minecraft base files to give mods a shared API, so mods written separately can load together. This covers what it does, how the installer works, which Java version each Minecraft release needs, and where it stops being the right tool.

Fantasy puts several model providers behind one Go API, with tools and a system prompt attached to an agent value. It is a pre-1.0 library built to power Charm's own coding agent, and its scope stops at text and tool calls.