Evaluations

Open-source projects, reviewed the honest way — including who should skip them.

Web★ 41k · JavaScriptphaserPhaser is a game framework for building browser games in JavaScript or TypeScript. It brings rendering, input, scenes and physics into one codebase so you can build game behavior without assembling each system yourself.SetupDocsCommunityMaturityVerdict inside AI Tools★ 4.9k · JavaScriptOrkasOrkas is a desktop application whose Commander agent coordinates specialists and installed CLI agents such as Claude Code and Codex. Its README describes projects that retain goals, rules, memory and files between conversations. Our sandbox did not verify completed agent work or project continuity.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 367 · JavaScriptFree-GST-Billing-SoftwareFree GST Billing Software is a local billing application whose README describes invoices, customer records, inventory and Indian GST exports. It also describes international billing, but country-specific tax labels do not establish compliance with another jurisdiction's requirements. Our source evaluation covers commit c40309e; it does not establish the operation of the later v1.10.83 release.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 23k · JavaScriptcat-catchCat Catch is a browser extension that filters and lists resources used by the current page, helping you identify media to inspect or download with permission. Its primary README is Chinese, and an English README and English user documentation are available. Our lab did not run the extension.SetupDocsCommunityMaturityVerdict inside AI Tools★ 27k · TypeScripthypitHypit gives coding agents such as Claude Code and Codex a workflow for creating videos with captions, footage and effects tied to spoken words. It keeps the composition editable so you can change a presenter, script or product and reuse suitable existing material. Its published license adds conditions to Apache 2.0, including restrictions on hosted services and commercial redistribution.SetupDocsCommunityMaturityVerdict inside Web★ 45k · JavaScriptmeteorMeteor is a JavaScript framework for building web applications. Its dedicated command-line tool creates, runs and manages projects, with a frontend choice during project creation.SetupDocsCommunityMaturityVerdict inside Data★ 36k · Cjqjq is a command-line tool for extracting, filtering and reshaping JSON data. Written in portable C, it lets shell scripts work with structured fields.SetupDocsCommunityMaturityVerdict inside Data★ 14k · Gopgxpgx is a Go driver and toolkit for PostgreSQL. It exposes PostgreSQL features such as COPY and LISTEN/NOTIFY through a native interface and includes an adapter for Go's standard database/sql interface.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 13k · RustironclawIronClaw is a Rust personal AI assistant with a browser interface, messaging channels and persistent memory. It can run scheduled work and connect to tools, including Model Context Protocol servers. Its documented WebAssembly permissions and credential controls are reasons to evaluate it carefully, not security guarantees established by our run.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 424 · RustinfinityHydro Project Infinity is a Rust framework for agents that yield while external tools run and resume when messages arrive. Its repository also includes Reactive Agent Protocol (RAP), with a documented MCP compatibility layer, and Infinity Code, a coding agent built around concurrent work and stacked sandboxes.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 30k · ShellClaude-Code-Game-StudiosClaude Code Game Studios is a template that adds game-development roles, slash commands and project rules to Claude Code. It organizes design decisions and implementation work around a configurable studio workflow for Godot, Unity or Unreal projects. You still choose the direction and supply the game engine and Claude Code environment.SetupDocsCommunityMaturityVerdict inside Web★ 33k · TypeScriptfloating-uiFloating UI keeps tooltips, popovers and other floating elements positioned near their triggers while avoiding viewport collisions. It also provides React interaction hooks, giving component authors tools to build their own behavior.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 37k · TypeScriptdate-fnsdate-fns is a JavaScript date utility library whose documented API uses separate functions with native Date values. This review examines preparation of its source repository, rather than measuring the cost or correctness of the published application package.SetupDocsCommunityMaturityVerdict inside Data★ 36k · HTMLHowToLiveLongerHowToLiveLonger is a collection of research summaries on food, exercise, sleep and everyday habits, with links to original studies. Titled A Programmer’s Guide to Longevity, it provides online and offline reading, translated reader content and an optional agent skill for querying its research JSON.SetupDocsCommunityMaturityVerdict inside Automation★ 22k · RustmoliMoli is Lexmount's open-source headless browser for AI agents. Its documentation describes JavaScript execution, DOM access, page extraction and automation through CDP, WebDriver Classic and WebDriver BiDi. Real layout requires an explicit option; our sandbox run assessed source installation and compilation, not browser compatibility.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 47k · KotlinokhttpThe supplied README describes OkHttp as an HTTP client for Java and Android, with connection pooling, response caching, synchronous calls and asynchronous callbacks. The measured checkout was lysine-dev/okhttp at commit 2b63994. Its relationship to the published com.squareup.okhttp3 distribution is unverified in the supplied evidence.SetupDocsCommunityMaturityVerdict inside Data★ 20k · Goip2regionip2region is an offline IP-to-region lookup library and data toolkit with English and Simplified Chinese documentation. Its bundled location labels are Chinese for China and English elsewhere, so an English-language application must account for mixed-language results. It lets you query local database files or generate databases from your own IP ranges.SetupDocsCommunityMaturityVerdict inside AI Tools★ 16k · TypeScriptParadevParadev is a desktop workspace for CLI coding agents, terminals, code review and browser previews. It gives tasks separate Git worktrees. Its source is available under Elastic License 2.0, which restricts providing substantial functionality as a hosted or managed service to third parties.SetupDocsCommunityMaturityVerdict inside AI Tools★ 5.2k · Pythonsee-throughSee-through is a research pipeline that separates a single anime character illustration into editable layers and exports a layered PSD. It uses layer generation and depth estimation to help recover hidden parts and infer drawing order. The output is a starting point for an artist's work, with rigging explicitly outside the project's scope.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 5.3k · PythonAiSOCAiSOC is an open-source, self-hostable security operations system. Its README describes telemetry ingestion, threat detection and correlation, AI investigations with recorded reasoning, and proposed responses. Response actions require human approval unless a tenant explicitly grants autonomy for the relevant verb. The project excludes replacing long-term log retention and compliance search.SetupDocsCommunityMaturityVerdict inside Web★ 14k · JavaScriptfirefoxFirefox is Mozilla's web browser, and mozilla-firefox/firefox is its official source repository. This review is for developers deciding whether to work in that codebase; our npm setup run does not establish browser speed, privacy or compatibility.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 19k · Jupyter Notebookthe-craft-of-selfteachingThe Craft of Self-Teaching is Li Xiaolai's Chinese-language book about learning independently through Python programming. Its README has a short English opening, while the supplied explanatory chapters are in Chinese. The book uses Jupyter notebooks and also has a Markdown version.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 3.9k · ShellskillsExpo Skills is the Expo team's official collection of instructions for coding agents working on Expo apps. It covers framework development and Expo Application Services (EAS) workflows. Its Claude Code and Codex plugins also bundle Expo MCP configuration.SetupDocsCommunityMaturityVerdict inside AI Tools★ 29k · PythonResume-MatcherResume Matcher is a self-hosted resume editor that tailors a master resume to individual job descriptions. You can review suggested wording, check the resulting document and export a PDF, using a remote model, a local model or a coding-agent workflow.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 83k · TypeScriptOmniRouteOmniRoute is a self-hosted AI gateway that gives clients a shared endpoint for connected model providers. It manages provider selection and fallback, and exposes management interfaces including MCP. You bring your own eligible provider accounts and credentials.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 5.7k · GocompressKlaus Post's Compress is a collection of Go libraries for compressing and reading data, including Zstandard, gzip and ZIP. It lets a Go application add Zstandard or replace selected standard-library compression packages without building a separate compression service.SetupDocsCommunityMaturityVerdict inside Data★ 623 · RustdbdelveDBDelve is a desktop database client written in Rust that lets you browse tables and write queries across several database engines. Its README describes connection imports and previews of generated SQL, aimed at people who want to inspect a change before sending it to a database.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 9.1k · TypeScriptbilld-deskBilldDesk is a remote desktop project built with Vue, WebRTC, Node.js and Electron, with a separate Pro edition. Its public-edition guide warns against production use. Evaluate the public source separately from the Pro feature list before choosing it for remote support.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 564 · JavaScriptdsh-dafeiyuDSH BigFish (dsh-dafeiyu) is a desktop companion that displays DeepSeek Harness agent status while you work in other applications. The project is Chinese-first with an English README, but the companion interface is currently Chinese. It also displays DeepSeek balances using credentials already configured in Harness.SetupDocsCommunityMaturityVerdict inside Automation★ 1.2k · JavaScriptMatrixMediaMatrixMedia (矩媒) is an Electron application and command-line tool for distributing videos across Chinese social platforms. The supplied README and MCP guide are in Chinese. It combines desktop publishing with commands that reuse local account sessions.SetupDocsCommunityMaturityVerdict inside Web★ 49k · JavaScriptalgorithm-visualizerAlgorithm Visualizer is a React web application that turns visualization commands extracted from code into pictures of an algorithm's behavior. It is part of a larger project with separate repositories for example algorithms, tracing libraries and the server that handles APIs such as compiling and running code.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 22k · awesome-ai-engineeringThe supplied awesome-ai-engineering README is titled A to Z Resources for Students. It collects programming tutorials, AI learning resources, interview preparation and student opportunities. The visible sections support browsing by subject; the supplied extracts do not establish the depth of its recommended learning paths.SetupDocsCommunityMaturityVerdict inside Data★ 15k · GolitestreamLitestream is a background disaster-recovery tool for SQLite that incrementally copies database changes to another file or S3. It adds a recovery process to an existing SQLite application, but using it also creates an internal table in the source database.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 7.8k · Gogo-gitGo-git is a Git implementation written in Go that lets applications read and change repositories through a Go API. It supports in-memory and custom storage, so a program can inspect repository data without always creating a working directory.SetupDocsCommunityMaturityVerdict inside AI Tools★ 4.2k · TypeScriptopenbotOpenBot is a desktop workspace for persistent AI agents, with separate conversations and workspaces, queues, file transfers and an embedded browser. Its current README calls it a development preview and warns that agents operate with broad host access without per-action confirmations after first-launch consent.SetupDocsCommunityMaturityVerdict inside AI Tools★ 11k · TypeScriptinkosInkOS is an AI writing system for fiction and other story projects, with a Chinese primary README and separate English documentation. It documents chapter generation, persistent story state and revision through a browser workbench or terminal commands. English creation is documented, but our run stopped during dependency installation before any writing could be evaluated.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 1.3k · TypeScriptCS2-Bot-ImproverCS2-Bot-Improver bundles changes to Counter-Strike 2 bots for offline matches and private games, including aim, grenade use, buying and cosmetics. Its README documents Windows and Linux installation, with a Windows-only panel for launching and configuring the game. The supplied sandbox measurements cover the Panel source project, not gameplay.SetupDocsCommunityMaturityVerdict inside Automation★ 5.6k · TypeScriptskill-recorderMicrosoft Skill Recorder captures a desktop task and uses GitHub Copilot to turn the recording into instructions an AI agent can reuse. It can produce a SKILL.md procedure or a scheduled automation, preferring the agent's native tools over replaying screen clicks. The intended benefit is explaining a recurring workflow by doing it once, then reviewing the resulting instructions.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 3.8k · PythonharnessrouterHarnessRouter gives applications one API for agent backends such as Codex and Claude Code. It handles the surrounding task lifecycle, including sessions, streamed progress and files, so a product can integrate several harnesses through a shared interface.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 5.4k · Pythonha-mcpHA MCP is an unofficial Model Context Protocol server that lets AI assistants inspect and change a Home Assistant installation. Its documented tools cover device control and configuration work such as editing automations and dashboards, giving an assistant access beyond answering questions about your home.SetupDocsCommunityMaturityVerdict inside AI Tools★ 1.8k · PythonskillsHiggsfield AI Skills gives coding agents Markdown instructions for creating media and brand assets through Higgsfield's CLI and service. It works with agents including Claude Code and Codex, and groups tasks such as generation, product photography and brandbooks into separate workflows. You get instructions and supporting tools for an authenticated service workflow, not a local model engine.SetupDocsCommunityMaturityVerdict inside AI Tools★ 5.1k · Pythonobsidian-second-brainObsidian Second Brain gives AI agents workflows for saving, finding and maintaining linked Markdown notes in an Obsidian vault. The supplied README describes agent commands for capture, retrieval, ingestion and note revision; those descriptions are not evidence that the workflows succeeded in our sandbox.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 4.1k · TypeScriptpi-subagentspi-subagents is an extension that lets the Pi coding agent delegate work to child sessions. It separates tasks such as code review and codebase scouting, and can run children in the foreground or in a detached background runner.SetupDocsCommunityMaturityVerdict inside Web★ 21k · PythonwagtailWagtail is a content management system built on Django for teams that want developers to control the website while authors manage its content. It supplies an editing interface and structured content tools, with a content API for sites whose public frontend runs separately.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 13k · GoencoreEncore lets Go and TypeScript developers describe backend services and resources, such as databases and message topics, in application code. Its CLI runs local infrastructure, while an optional commercial platform can provision matching resources in your AWS or Google Cloud account.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 8.1k · TypeScriptkimi-codeKimi Code CLI is a terminal coding agent that reads and edits files, runs commands and uses their results to continue a task. It works with Kimi models or other compatible providers, and can connect to editors through the Agent Client Protocol. Its approval settings determine how much work happens without your confirmation.SetupDocsCommunityMaturityVerdict inside Web★ 1.1k · TypeScriptardiaArdia is a Chromium-based browser for Apple Silicon Macs that brings Arc-style tabs and profiles into a sidebar. It combines that layout with Chrome Web Store extensions and built-in uBlock Origin for people who want a different daily browser without switching away from Chromium.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 6.6k ▲4.9k/7d · TypeScriptthinkrailThinkRail is a JetBrains coding-agent IDE that puts chats, an editor and Git workspaces around the pi agent. It keeps tasks on separate branches and stores project intent in specification files so developers can inspect changes before merging them.SetupDocsCommunityMaturityVerdict inside AI Tools★ 9.4k ▲317/7d · TypeScriptinfinite-canvasInfinite Canvas is an image-creation workspace that combines a visual canvas, AI generation, reference-image editing, prompts and assets. A local Canvas Agent connects the canvas with coding assistants through MCP. The supplied main and Canvas Agent README extracts are primarily Chinese; an English operating guide was not assessed.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 40k ▲125/7d · TypeScriptumamiUmami collects website traffic and event data so you can see how people reach and use your site. You can run the analytics service yourself with PostgreSQL or use its cloud service, which suits teams choosing who operates their reporting infrastructure.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 4.5k ▲2/7d · TypeScriptfirebase-toolsFirebase CLI is the command-line tool for managing Firebase projects, deploying their code and running local service emulators. The firebase-tools repository also contains the official Firebase MCP server, which connects compatible AI tools to Firebase workflows.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 15k ▲55/7d · TypeScriptbrotliGoogle Brotli is a lossless compression project with native build routes, a command-line program and a Python module. Its raw stream contains neither checksums nor the uncompressed data length. Applications that need integrity verification or an expected output size must handle those requirements around the stream.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 389 ▲22/7d · GomathuaMathua is a local-first math learning engine that chooses practice through a graph of prerequisites. It requires accuracy and speed before progression, and brings review scheduling and learner progress into a web application.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 27k ▲189/7d · PythonagentskillsAgent Skills defines a folder format for giving AI agents reusable instructions and supporting files. Its SKILL.md convention lets authors package a workflow once for skills-compatible tools, while leaving execution and permission behavior to each agent implementation.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 43k ▲9.2k/7d · CSShallmarkHallmark is a design skill that guides Claude Code, Codex, Cursor and OpenCode when they create or redesign web pages. It combines visual themes with rules and page checks intended to prevent repetitive layouts and broken interactions.SetupDocsCommunityMaturityVerdict inside AI Tools★ 41k ▲5/7d · PythonColossalAIColossal-AI supplies components for distributing model training and inference across accelerators. It helps engineers divide computation and memory use when a model or training job outgrows a simpler PyTorch setup.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 4.0k ▲39/7d · RustredlibRedlib is a server you can run to read Reddit through a separate web interface, with browser requests and media routed through that server. It targets mostly signed-out browsing without Reddit's normal ads and JavaScript, according to its README.SetupDocsCommunityMaturityVerdict inside AI Tools★ 11k ▲562/7d · TypeScriptgenofficeGenOffice is a desktop suite for editing Word documents, spreadsheets, presentations and PDFs, with AI editing alongside the file. It also handles Markdown and HTML, and supplies a command line and agent integrations for working on Office files without manually opening each editor.SetupDocsCommunityMaturityVerdict inside AI Tools★ 1.2k ▲650/7d · RusthexHEX is a local voice dictation app from anomalyco. Its main Mac release targets Apple silicon and macOS 15 or newer, with separate Windows and Linux betas. It transcribes speech locally and pastes text into the active app. Optional OpenCode rewriting sends text and application context to a configured model provider.SetupDocsCommunityMaturityVerdict inside Web★ 12k ▲38/7d · GofrankenphpFrankenPHP is a PHP application server built on Caddy, combining PHP execution with web serving and automatic HTTPS. Its optional worker mode keeps your application loaded between requests. That avoids repeating application startup but requires deliberate handling of request-specific state.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 1.1k ▲201/7d · TypeScriptds-harness-remoteDeepSeek Harness Remote lets you return to a coding-agent session on your work computer from another device, with English and Chinese documentation available. The host keeps the workspaces and tools, while a browser, desktop client, or Android app provides remote access. It is an independent community project, not an official DeepSeek product.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 15k ▲39/7d · TypeScriptlogtoLogto is an identity service that gives applications sign-in screens, account management, and permissions based on roles and organizations. It supports standard login protocols so a SaaS team can connect applications and enterprise identity providers without writing its own identity server.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 412 ▲44/7d · TypeScriptbloomBloom replaces the Windows taskbar with an animated dock and adds a changing island for music, system controls and status information. It brings everyday desktop actions into one interface, using a Rust backend that talks to Windows shell facilities.SetupDocsCommunityMaturityVerdict inside AI Tools★ 6.4k ▲198/7d · Pythonopen-duetOpen Duet is a workspace for named AI agents with their own instructions, conversations, memory and assigned folders. It lets one operator organize delegated work and recurring prompts while bringing a separately configured model engine.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 7.6k ▲1/7d · PythonMailuMailu packages a self-hosted email server as Docker images, including mail delivery, webmail and browser-based administration. It helps operators run their own domains without assembling each mail component separately, while leaving DNS and reliable delivery in their hands.SetupDocsCommunityMaturityVerdict inside Web★ 1.9k ▲469/7d · JavaScriptjiangshan-mapChronicles of the Realm (jiangshan-map) is an interactive historical atlas of China. Its README documents English access, historical place-name genealogy and routes for historical figures. These are documented capabilities, not browser behavior verified in this assessment.SetupDocsCommunityMaturityVerdict inside Web★ 11k ▲3.7k/7d · TypeScriptziwei-doushuZi Wei Dou Shu is a Chinese-first astrology-charting project with an English README. It turns birth information into traditional Chinese astrology charts and includes an example web interface. The open repository leaves the hosted product's interpretation backend and judgment library out.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 9.5k ▲177/7d · Visual Basic .NETPCLPlain Craft Launcher, or PCL, is a Minecraft launcher with a Chinese README. Its repository publishes most of its source, including interface, download and game-launching modules. PCL's 2.99.0.0 release notice says it no longer provides Minecraft downloads.SetupDocsCommunityMaturityVerdict inside Web★ 46k ▲19/7d · JavaScriptLeafletLeaflet is a JavaScript library for adding interactive maps to web pages. It lets you display map tiles and attach markers, shapes and popups, while leaving the choice of tile provider to you.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 24k ▲195/7d · PythonRAG-AnythingRAG-Anything adds document parsing and image, table and equation processing to LightRAG. It is a Python framework for developers building retrieval applications, with separate parser and model choices.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 20k ▲86/7d · C++rpcs3RPCS3 is an open-source PlayStation 3 emulator and debugger written in C++ for Windows, Linux, macOS and FreeBSD. The supplied sandbox measured an embedded Python project, so it does not establish native emulator performance or game compatibility.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 40k ▲25/7d · HaskellshellcheckShellCheck reads shell scripts and points out quoting errors, portability mistakes and other code that may behave differently from what you intended. It explains problems in Bash and related shell dialects before you run the script. It leaves indentation and formatting to other tools.SetupDocsCommunityMaturityVerdict inside Data★ 77k ▲91/7d · C++tesseractTesseract OCR turns images of text into machine-readable text through a command-line program or the libtesseract application library. It supplies the recognition engine; you provide the surrounding document workflow.SetupDocsCommunityMaturityVerdict inside Web★ 27k · TypeScriptreact-virtualizedReact Virtualized supplies React components for large lists, tables and grids, with helpers for measuring cells and coordinating scrolling. The documented catalog includes MultiGrid for fixed rows and columns and CellMeasurer for cells whose sizes are not known ahead of time.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 38k ▲69/7d · Cmpvmpv is a command-line media player for video, audio, and subtitles. It suits people who want to choose playback options directly and extend the player with scripts, rather than rely entirely on a desktop settings interface.SetupDocsCommunityMaturityVerdict inside AI Tools★ 10k ▲115/7d · Pythondrawio-skillDrawio Skill is an agent skill that turns descriptions, code, and infrastructure definitions into editable draw.io diagrams. It helps a coding assistant maintain the diagram after the first draft, including source synchronization and different views of the same architecture model.SetupDocsCommunityMaturityVerdict inside AI Tools★ 16k ▲38/7d · Pythondocker-androidDocker-Android runs Android emulators in Docker containers so you can see their screens in a browser and control them remotely. It gives developers a reusable Android workspace for app debugging and automation, with separate MCP and sponsor-only AI agent options.SetupDocsCommunityMaturityVerdict inside AI Tools★ 1.3k ▲217/7d · JavaScriptCozyClayCozyClay is a browser-based studio for arranging a 3D scene, posing characters and setting camera shots before handing references to an AI video model. It exports frames, reference clips and prompts, and lets an AI assistant control the scene through an in-app panel, MCP or a terminal.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 3.1k ▲529/7d · RustuzuUzu is a Rust inference engine for running AI models inside an application, with Swift, Python, and TypeScript bindings. Its documented workflow covers model downloads and chat sessions. The public FAQ limits device support to Apple Silicon on iOS and macOS, and the README describes a project-specific model format.SetupDocsCommunityMaturityVerdict inside AI Tools★ 8.0k ▲64/7d · Pythonseedance-2.0Seedance 2.0 Skill OS is an agent skill for planning shots, binding references and continuing from an accepted clip. Your provider generates the video and handles its costs. The supplied README identifies v6.7.0; our sandbox measurements concern commit 4668457.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 2.9k ▲361/7d · JavaScriptdsh-imDSH-IM connects messaging bots to DeepSeek Harness. It has an English README and an English interface option, with Chinese as the fallback language. Telegram, Slack, and WhatsApp are among its documented channels.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 2.6k ▲202/7d · JavaScriptdsh-pocketDSH Pocket is a DeepSeek Harness plugin that lets a phone view and control the computer's running agent interface through a QR link. Its Chinese and English READMEs cover setup, security and troubleshooting.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 28k ▲13/7d · Pythonmkdocs-materialMaterial for MkDocs turns Markdown documentation into a searchable static website using MkDocs. It lets a project publish and customize its own documentation without writing the site's interface, but it is in a final maintenance period ending May 5, 2027.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 47k ▲16/7d · JavaScriptawesome-cheatsheetsAwesome Cheatsheets is a collection of reference files for programming languages, frameworks, and development tools. It puts related syntax and commands together for readers who need a reminder while working, with a website directory for browsing.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 17k ▲14/7d · GowebrtcPion WebRTC is a Go library for exchanging live audio, video and application data with WebRTC peers, including browsers. It lets a Go service take part in those connections and work directly with media packets.SetupDocsCommunityMaturityVerdict inside AI Tools★ 2.2k ▲64/7d · RustBeavBeav is an AI-assisted workspace for collecting source material, drafting social content, and preparing media and publishing packages. The project is primarily Chinese-language, with an English README available. Its public code is a 2.5.0 snapshot, while current desktop installers are maintained separately.SetupDocsCommunityMaturityVerdict inside Data★ 1.8k ▲69/7d · RustomnigraphOmnigraph is a graph database for shared agent knowledge, with typed records and relationships, vector retrieval and full-text search. Its documented branch-per-agent workflow lets agents propose changes for review and merge. Branching alone does not enforce an approval requirement.SetupDocsCommunityMaturityVerdict inside Web★ 14k ▲116/7d · TypeScriptemdashEmDash CMS is a TypeScript content-management system built into Astro websites. It gives editors an admin interface for content and media while developers keep the website in the same application.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 5.0k ▲916/7d · TypeScriptdsh-petdsh-pet is an animated companion for DeepSeek Harness that can appear in the browser or a transparent desktop window. Its documentation is predominantly Chinese, with an English introduction in the plugin README. Harness integration adds work-state reactions, conversation and balance displays. A documented standalone mode provides decorative interactions without those host features.SetupDocsCommunityMaturityVerdict inside Automation★ 1.1k ▲3/7d · GoBPB-WizardBPB Wizard is a web and command-line helper for installing BPB Panel into a Cloudflare account. For BPB Panel v5.1.1, the panel's release instructions require the online Wizard and explicitly exclude client deployment.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 1.5k ▲62/7d · RustGhostexGhostex is a workspace for running and supervising several coding agents through chat and terminal views. Its native Rust/GPUI desktop shell, embedded browser panes, and mobile companion aim to keep those sessions accessible from one place.SetupDocsCommunityMaturityVerdict inside AI Tools★ 4.9k ▲64/7d · TypeScriptPilotDeckPilotDeck is an AI assistant that organizes ongoing work into projects with their own files, memory, and skills. It provides English and Chinese documentation and lets you inspect and edit remembered information. It targets recurring work that needs more continuity than a single conversation.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 693 ▲20/7d · RustsmgShepherd Model Gateway, or SMG, routes requests across existing language-model servers and cloud providers. It manages workers and routing policies, including a documented cache-aware policy that considers workers' cached prompt content.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 7.1k ▲26/7d · Goimmich-goImmich-Go uploads photo and video collections to an existing Immich server. Its documented sources include Google Photos Takeout archives, local folders, iCloud exports, Picasa collections, and other Immich servers. The README describes source-specific metadata handling and a prebuilt binary that requires neither Node.js nor Docker.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 1.1k ▲195/7d · RustCodyncCodync lets you message coding agents running on your own computers through named bots with persistent chats and approval prompts. It provides iPhone, desktop, and terminal interfaces so you can delegate work or respond to an agent away from your desk.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 2.1k ▲145/7d · TypeScriptitsaplanIt's a Plan, also called Itsaplan, is a self-hosted issue tracker where people and AI agents can receive work on the same project board. It keeps tasks and supporting documents together, with a REST API and an MCP server for outside tools.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 3.9k ▲313/7d · TypeScriptdsh-contextdsh-context is a DeepSeek Harness plugin that shows what occupies an agent conversation, how it changes between requests, and which sessions consume usage. English and Chinese documentation are available, with dashboards for request content, estimated costs, and agent-family activity.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 20k ▲100/7d · JavaScripteasy-vibeEasy-Vibe is Datawhale's multilingual course on turning a product idea into software with AI coding tools. English lessons and an English README are available alongside Chinese and other translations, covering the path from a first prototype to fuller applications and agent workflows.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 14k ▲5.0k/7d · JavaScriptdsh-purgedsh-purge is a Chinese-first plugin for changing local DeepSeek Harness prompts and host policy during controlled security evaluation; a full English README is available. The current branch uses commercial terms, so it should not be treated as an MIT open-source dependency.SetupDocsCommunityMaturityVerdict inside AI Tools★ 6.4k ▲591/7d · TypeScriptrakazoRakazo is a self-hosted AI assistant with persistent bots, conversations, memory, and computer workspaces. Web, Electron, and mobile clients connect to the same backend. Bots can use a browser, terminal, and files with your chosen model and computer provider. The README labels Rakazo beta.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 583 ▲120/7d · GoAIStudio2APIAIStudio2API is a Go proxy that translates Google AI Studio's web protocol into OpenAI, Responses, Anthropic and Gemini-compatible APIs. Its documentation describes account import, saved Google login state and a management interface. These are documented capabilities; the supplied sandbox run measured installation, build and test outcomes.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 23k ▲1/7d · PHPguzzleGuzzle is a PHP library for sending HTTP requests to APIs and other web services. It handles request bodies, responses, and cookies through a common interface, with middleware for changing client behavior.SetupDocsCommunityMaturityVerdict inside AI Tools★ 2.0k ▲132/7d · TypeScriptBeefTVBeefTV is a desktop video-creation workspace that connects prompts, reference material, and generated media on a freeform canvas. Its README and linked quick-start guide are Chinese, with no English edition linked there. It keeps a local workspace while letting you configure the model services that generate content.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 309 ▲12/7d · KotlinplayportPlayPort turns a Mac into a wireless CarPlay receiver and sends the display and controls to browsers on your local network. Your iPhone connects to the Mac, while a browser becomes the screen. It is an experimental receiver that requires an accessory identity and macOS-specific Bluetooth support.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 332 ▲8/7d · Shellclaude-code-pro-courseClaude Code PRO is a Russian-language course and starter kit for configuring Claude Code in a software project, with no English edition linked in its README. It combines lessons and exercises with reusable instructions, hooks, and plugin examples so developers can practice a repeatable coding workflow.SetupDocsCommunityMaturityVerdict inside Data★ 216 ▲8/7d · TypeScriptnuvex-servicesGild Contract's former GitHub address now redirects to Nuvex services, an off-chain API, account indexer, and price-data adapter collection. It reads known Solana account layouts into a store and exposes that data over HTTP. It does not deploy contracts or supply authoritative protocol results.SetupDocsCommunityMaturityVerdict inside AI Tools★ 6.2k ▲233/7d · TypeScriptOpenDotsOpenDots is a customizable workspace for persistent AI assistants, with editable documents, chat, optional computer access, and connections to external tools. It helps developers build a single-owner assistant application, while conversations depend on CopilotKit Intelligence and a configured model provider.SetupDocsCommunityMaturityVerdict inside AI Tools★ 291 ▲108/7d · JavaScriptreelmimicReelMimic is a local web app that studies a reference video's pacing and visual style, then coordinates coding agents to make a new animated video from your brief. You approve a storyboard before production and can request changes at specific moments in the finished video.SetupDocsCommunityMaturityVerdict inside AI Tools★ 1.1k ▲37/7d · PythoneasyreadEasyRead is a local paper reader that translates PDFs, keeps the original page beside the translation, and attaches notes and AI discussion to passages. Its main documentation is Chinese, with an English README and English interface available. You can also read the original without translating it.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 202 ▲6/7d · TypeScriptedge-smart-dohEdge Smart DoH is a DNS-over-HTTPS service that can replace Cloudflare-hosted sites' addresses with preferred addresses and supply encrypted-handshake information to browsers. Its README and deployment guides are in Chinese, with no linked English edition. It targets connection and DNS-routing problems, while your computer still connects directly to the destination and exposes its IP address.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 512 ▲19/7d · PythonGLM-5.3-Flash-EXL3-2x-DGX-Sparks-TensorFoldThis repository is a deployment recipe for serving the GLM-5.3-Flash language model across two NVIDIA DGX Spark systems using a patched TensorFold runtime. It supplies setup scripts, configuration, and operating checks for a local model API, rather than a model that runs on an ordinary development laptop.SetupDocsCommunityMaturityVerdict inside Automation★ 183 ▲3/7d · wenzi-xiaohongshu-workflowWenzi's Xiaohongshu workflow is a Chinese-language collection of agent skills for planning an account, drafting posts, and reviewing results; no English README was listed in the repository we inspected. It helps a creator maintain a reusable account profile and turn publishing feedback into the next content plan. Its former GitHub address now redirects to wenzi-xiaohongshu-workflow.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 356 ▲14/7d · ElixirCommaComma is a personal AI assistant that keeps tasks and memory across conversations and devices. It puts ongoing work on a task board and can connect to your computer, so unfinished jobs do not depend on keeping one chat open.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 922 ▲49/7d · C++ProsperoEdenProsperoEden is an unofficial port of the Eden Nintendo Switch emulator for PlayStation 5 homebrew. It adds a console launcher, game-specific settings, and save management so owners of modified PS5 consoles can try their own dumped games.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 237 ▲7/7d · Pythondeck-as-controllerDeck as Controller is a Decky Loader plugin that makes a Steam Deck present itself to another device as a game controller over Bluetooth or USB. It lets you reuse the Deck's physical controls with a computer, tablet, or Nintendo Switch, with compatibility depending on the selected controller profile.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 2.0k ▲102/7d · LuaSeep-Reverse-LabSeep Reverse Lab connects AI agents to reverse-engineering tools and reference material for authorized software analysis. It has an English README and a Chinese README, while the prerequisites guide and installer messages we inspected are Chinese. Its main job is coordinating tools such as Radare2, JADX, and Frida through MCP.SetupDocsCommunityMaturityVerdict inside AI Tools★ 1.3k ▲77/7d · Pythonmotion-video-kitMotion Video Kit is a Claude Code skill with instructions, reference notes, and helper scripts for making business commercials. It helps organize storyboards, code-built animation, audio, and independent critique, but you still supply the renderer, assets, and judgment.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 853 ▲1/7d · SwiftzuluZulu is a native Zulip chat client for iOS and macOS that gives topics and personal channel organization more room. You can group channels into folders, promote a topic beside a channel, and rename or hide items without changing the server for everyone else.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 1.6k ▲44/7d · PythonlivenerfLiveNERF repeatedly asks a fixed set of questions to detect changes in a hosted AI model's answers after launch. Its current workflow uses Claude Code and a frozen evaluation protocol, so it measures a particular serving path rather than every use of the underlying model.SetupDocsCommunityMaturityVerdict inside AI Tools★ 540 ▲8/7d · PythonlivecanvasLiveCanvas is a Chinese-first agent skill that turns a brief into an animated visual and Apple Live Photo resources; an English README exists, while detailed production guides remain in Chinese. It guides a coding assistant through research, animation, and packaging so you can deliver an editable project alongside the preview.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 1.3k ▲13/7d · C++SkyCraftSkyCraft lets you play through Skyrim with Minecraft movement, inventory, weapons, and placeable blocks. It links the actual games through a Skyrim plugin and a Minecraft mod, so you must own both games and accept the limits of an experimental bridge.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 2.8k ▲213/7d · PythonyomiyasuYomiyasu is an agent skill for editing AI-generated Japanese, with Japanese documentation and no English README in the repository. It helps you untangle awkward sentences in technical articles, specifications, and work messages, then flags changes that could alter their meaning.SetupDocsCommunityMaturityVerdict inside Automation★ 693 ▲11/7d · TypeScriptopen-dotOpen Dot is a Mac app for personal AI assistants that browse websites, use connected apps, and keep working after you close the window. It gives each assistant its own browser and workspace, with approval rules for actions such as sending email or making a purchase.SetupDocsCommunityMaturityVerdict inside Automation★ 21k ▲185/7d · DartObtainiumObtainium checks Android app release pages, downloads APKs, and helps keep those apps updated without revisiting each website yourself. You choose the sources, which can include developers' repositories, F-Droid repositories, and APK hosts.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 12k ▲1.9k/7d · RustsolidcraftSolidCraft is a parametric CAD application for making solid parts from sketches and editable dimensions. It runs on desktop and web, with scripts and an MCP server that let agents operate the same modeling commands.SetupDocsCommunityMaturityVerdict inside AI Tools★ 21k ▲38/7d · TypeScriptvoyagerVoyager is a browser extension that adds folders, reusable prompts, message timelines, and other controls to AI chat websites. It helps you find and reuse work inside Gemini, AI Studio, ChatGPT, Claude, and DeepSeek, with different features available on each site.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 14k ▲8/7d · Gonode_exporterNode Exporter exposes a machine's operating-system and hardware measurements so Prometheus can collect them. It supplies counters such as CPU activity and disk space, while your monitoring stack handles storage, dashboards, and alerts.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 2.1k ▲36/7d · GoscionScion runs teams of AI agents in separate working environments and gives them ways to delegate tasks, exchange messages, and report progress. It lets you coordinate existing coding tools across a laptop or hosted infrastructure while choosing which files and credentials each worker receives.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 1.4k ▲75/7d · Goopencode2apiopencode2api is a Go gateway that adapts OpenCode Zen and Zen Go to familiar chat and messaging APIs. Its original WebUI is Simplified Chinese, with English documentation and interface translations available, while the detailed management guide is Chinese. It handles upstream keys, proxies, and routing behind a local API.SetupDocsCommunityMaturityVerdict inside AI Tools★ 7.6k ▲30/7d · TypeScriptsuperdesignSuperdesign is the original IDE extension for generating and previewing interface drafts beside your code. Its README says this version is no longer actively maintained and directs users to a web app and a separate coding-agent skill.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 415 ▲5/7d · GoArrmadaArrmada combines movie and television management, books, audiobooks, and household requests in one web application. It reduces the separate services used to organize a media library, with Plex and Jellyfin connections and a deployment that includes qBittorrent.SetupDocsCommunityMaturityVerdict inside Automation★ 13k ▲1.5k/7d · RustmicroduckMicroduck is the operating software for Pollen Robotics' small biped robot, covering motor control, device configuration and camera services. It loads learned movement policies and manages software updates; training those policies happens in a separate repository.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 872 ▲22/7d · TypeScriptpi-agent-desktopPi Agent Desktop puts the Pi coding agent and its existing local sessions into a desktop application. It helps developers resume project conversations, inspect tool activity, and switch Git worktrees without managing a separate browser server. English documentation and a Chinese README are available.SetupDocsCommunityMaturityVerdict inside AI Tools★ 515 ▲31/7d · PythonV3R1T4SV3R1T4S is a research kit that directs coding agents toward open problems and packages proposed answers with evidence for checking. It includes research objects, problem definitions, and a review process that separates promising claims from confirmed submissions.SetupDocsCommunityMaturityVerdict inside Automation★ 16k ▲1.0k/7d · PythonartemisArtemis lets a coding assistant or a plain-language request operate Android apps on a connected phone or emulator. It collects screenshots, device logs and execution traces so developers can investigate what happened during an automated journey.SetupDocsCommunityMaturityVerdict inside AI Tools★ 923 ▲20/7d · JavaScriptsuperdesign-skillSuperdesign Skill gives coding agents a workflow for designing interfaces, presentations, and graphics through the Superdesign canvas. It helps an agent use the existing application as design context, but requires a separate CLI and a hosted-service login.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 10k ▲386/7d · KotlinskillsAndroid Skills gives coding agents task-specific instructions and supporting resources for Android development. It addresses mistakes in specialized workflows such as R8 configuration analysis and edge-to-edge UI changes, using guidance from Android's developer documentation.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 24k ▲7/7d · Kotlincompose-samplesAndroid's compose-samples is a collection of separate Android apps that show how to build interfaces with Jetpack Compose. It helps you study concrete layout, navigation, and input problems without designing an entire example yourself.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 31k ▲68/7d · KotlinlibrepodsLibrePods brings AirPods controls, including noise modes, ear detection, and battery status, to Android and Linux. It lets people keep using their earbuds outside Apple's devices, although available features depend on the platform and some need root access.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 39k ▲35/7d · Pythonsqlmapsqlmap is a command-line tool that automates finding SQL injection flaws and investigating the database access they expose. It helps authorized security testers establish what an unsafe application input can reach, including database contents and, under particular conditions, the server's operating system.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 6.8k ▲352/7d · SwiftcoucouCoucou puts your coding agents' progress and permission requests in a small panel at the top of your screen, with an animated companion called Mochi. It helps you notice when Claude Code or another agent needs a decision, and offers phone companions for supported computer and phone combinations.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 676 ▲14/7d · Pythonworld-execute-me-dsh-pvworld-execute-me-dsh-pv renders an unofficial fan music video for Mili's world.execute(me), pairing a staged DeepSeek-style chat with terminal graphics. Its documentation is mainly Chinese, with an English overview and some English notes rather than a full English guide. It lets you inspect and reconstruct this particular film from code using your own song file.SetupDocsCommunityMaturityVerdict inside Web★ 830 ▲272/7d · JavaScriptdioramasDioramas is a three.js framework and collection of interactive landing pages where a lit 3D scene carries the page. It pairs reusable rendering code with generated models and example interactions, giving a developer a starting point for an art-directed product or brand site.SetupDocsCommunityMaturityVerdict inside AI Tools★ 9.2k ▲294/7d · Pythonuniversal-modderUniversal-modder gives coding agents game-modding instructions, a Python toolbox, and shared notes about specific games. It helps connect engine research, asset preparation, and in-game verification, with fal MCP support for generating art and sound.SetupDocsCommunityMaturityVerdict inside Web★ 593 ▲1/7d · TypeScriptelpisElpis is a full-stack business application framework with a NestJS backend, Vue pages and a Vite frontend builder, documented primarily in Chinese with no English guide found. It uses schema configuration to describe dashboard tables, forms and menus so teams can reuse common screen patterns.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 349 ▲43/7d · ShellQwen3.8-Flash-Next-Single-DGX-Spark-TensorFoldThis repository is a deployment recipe for serving Qwen3.8 Flash Next on a single NVIDIA DGX Spark through a familiar model API. It combines startup scripts, a pinned TensorFold engine, patches, and a specific model checkpoint so Spark owners can operate the stack locally.SetupDocsCommunityMaturityVerdict inside AI Tools★ 283 ▲11/7d · C++DeepEP-AscendDeepEP-Ascend moves data between Huawei Ascend chips during training and inference, especially when a mixture-of-experts model sends work to different experts. Its README opens in Chinese and provides an English introduction and detailed English operating instructions. It is a hardware-specific communication library for infrastructure engineers.SetupDocsCommunityMaturityVerdict inside AI Tools★ 623 ▲12/7d · C++DeepGEMM-AscendDeepGEMM-Ascend is a library of matrix-multiplication kernels for Huawei Ascend processors used in AI workloads. It gives model and kernel developers a familiar DeepGEMM interface while handling hardware-specific data layouts and execution details.SetupDocsCommunityMaturityVerdict inside AI Tools★ 527 · PythonhypoarenaHypoarena is an offline workbench for checking how hypothesis-generation pipelines handle evidence, debate, and ranking on synthetic material. The README is in English, while detailed documentation, including its limits and grounding rules, is largely in Chinese.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 32k ▲69/7d · TypeScriptinvisible_dotsDots, now called invisible_dots, gives each AI assistant a persistent virtual computer with a browser, files and saved skills. It is meant for recurring computer tasks where logins and working state need to survive between conversations.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 1.1k ▲7/7d · TypeScriptmcp-extensionsOpenAI MCP Extensions adds ChatGPT-specific interface features to Model Context Protocol servers and apps. It lets a plugin open from a sidebar, handle supported files, or ask for structured input, so users can work with an app beyond a tool response in chat.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 336 ▲47/7d · PythonCarrierSIMCarrierSIM changes which built-in carrier bundle an iPhone uses for a SIM, aiming to enable Wi-Fi calling and related cellular features in Russia and Belarus. Its documentation is primarily Russian, and no English guide is provided in the repository.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 421 ▲2/7d · Pythonantigravity-fixerAntigravity Fixer is a command-line helper for Google Antigravity login and eligibility problems, with Indonesian selected by default and English interface text and documentation available. It clears local application state and guides account verification and sign-in, including workflows used with 9router.SetupDocsCommunityMaturityVerdict inside Web★ 679 ▲106/7d · HTMLdeepseek-whale-girlDeepSeek Whale Girl is an unofficial library of character reference art, prompts and community creations, documented primarily in Chinese with no English documentation found in the repository. It helps fans find material for new creations around a character inspired by the DeepSeek whale logo.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 184 ▲2/7d · IQuest-Q1IQuest-Q1 is a text-only language model for coding agents, reasoning, and tool use. This repository documents the model and how to serve it through a compatible inference engine, rather than supplying a small application you can start on a laptop.SetupDocsCommunityMaturityVerdict inside Data★ 0 · Jupyter Notebookwine-quality-svc-tuningWine-quality-svc-tuning is a Python notebook that classifies wines from chemical measurements and searches for better classifier settings. Its useful lesson is that high accuracy can hide a model that misses almost every lower-quality wine.SetupDocsCommunityMaturityVerdict inside Data★ 0 · Jupyter Notebookdhis2-immunisation-auditDHIS2 Immunisation Audit is a notebook and extraction script for checking monthly immunisation data before forecasting it. It uses a public demo snapshot to show how missing reports and repeated or swapped values can distort an analysis.SetupDocsCommunityMaturityVerdict inside AI Tools★ 432 ▲1/7d · PythonjeevesJeeves is a self-hosted model that answers yes/no, multiple-choice, and rating questions about text, returning probabilities your application can use. It can generate reasoning before choosing an answer and provides an API compatible with Jev-style decision workflows.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 115 · TypeScriptsystem-design-trainerSystem Design Trainer is a browser whiteboard for rehearsing system design interviews with AWS and Azure components. It calculates estimated bottlenecks as you connect the diagram, then uses Jev to comment on design choices and your written explanation.SetupDocsCommunityMaturityVerdict inside Web★ 3.3k ▲400/7d · HTMLfloorplan-3dFloorplan-3d is a browser tool for arranging furniture on a floor plan and viewing the result as a walkable room. Its primary documentation is Chinese, with an English README and an English interface option available.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 1.2k ▲4/7d · TypeScriptforgeForge turns an OpenAPI description of an HTTP API into developer tools, including generated clients and command-line interfaces. Cloudflare is building it around its own API, with plugins and overlays that adapt a shared schema for different outputs.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 401 ▲26/7d · PythoniCodeiCode is a terminal coding assistant that connects your chosen models to repository files, shell commands and configurable agents. It gives you diffs, rollback previews and workflow views so you can inspect what the assistant does.SetupDocsCommunityMaturityVerdict inside Web★ 38k ▲6/7d · TypeScripttaroTaro lets you share React or Vue application code across mini-programs, including WeChat and Alipay, and the web, with a React Native route for mobile apps. Its main README and much community discussion are in Chinese, and English documentation exists. It suits teams trying to avoid maintaining separate versions of similar application screens.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 23k ▲1.0k/7d · TypeScriptLibreTVLibreTV is a Chinese-first web app that searches video catalogs you supply and plays their streams in your browser. Its README and linked documentation are Chinese, with no English README in the repository. It brings compatible on-demand sources and live playlists into one player without supplying a video library of its own.SetupDocsCommunityMaturityVerdict inside Web★ 27k ▲35/7d · TypeScriptdriver.jsDriver.js adds guided tours, highlighted controls, and contextual explanations to an existing webpage. Developers choose the elements and write the instructions, helping users find the next action without sending them to a separate manual.SetupDocsCommunityMaturityVerdict inside AI Tools★ 26k ▲207/7d · Pythonfaster-whisperFaster-whisper is a Python library that turns audio into text using Whisper models on your own machine. It uses the CTranslate2 inference engine and gives an application control over CPU or NVIDIA GPU execution, batching, and timestamps.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 1.8k ▲30/7d · RustspotatuiSpotatui is a music player for the terminal that can mix local files and several streaming sources in one queue. It plays Spotify through its built-in client and also has a desktop app in preview.SetupDocsCommunityMaturityVerdict inside Web★ 4.8k ▲263/7d · TypeScriptPriceAIPriceAI is a Chinese-first comparison site for AI subscriptions, third-party sellers, and model API services; the linked setup guides are in Chinese, while its license is available in English. It brings price, stock, delivery type, and source links together so readers can compare offers before visiting a seller. The current source-available license restricts public hosting and commercial use.SetupDocsCommunityMaturityVerdict inside Data★ 2.2k ▲130/7d · TypeScriptOpenTerminalOpenTerminal is a local market dashboard that puts charts, watchlists, news, and a portfolio log into a movable panel layout. It fetches public market data without mandatory paid data credentials, with an optional Claude assistant that needs its own provider key. The project explicitly treats prices as indicative and warns against using it for real investment decisions.SetupDocsCommunityMaturityVerdict inside AI Tools★ 3.2k ▲20/7d · TypeScriptHeliosGenHeliosGen is a desktop canvas for connecting prompts, reference media, and image or video generators into reusable workflows. It keeps your project database and saved media on your computer, while its default generation service, kie.ai, receives jobs over the internet.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 735 ▲6/7d · Pythonunifi-toolkitUI Toolkit is a self-hosted dashboard for tracking UniFi devices, watching gateway threats, and changing network restrictions. It adds connection history and firewall controls around an existing UniFi OS controller, helping an administrator investigate devices and apply targeted lockdowns.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 698 ▲48/7d · JavaScriptps5-payload-managerPS5 Payload Manager is a browser dashboard for organizing and starting homebrew payloads on a PS5. You can import files from USB or a hosted catalog, keep favorites, and choose what loads when the manager starts. It assumes you already have a compatible way to run homebrew on the console.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 2.8k ▲47/7d · PythontokenspeedTokenSpeed runs open language models on your own GPU servers and exposes an API that existing chat clients can call. It focuses on the repeated generation requests used by coding agents, with separate scheduling and model-execution components for engineers who need to tune serving behavior.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 13k ▲516/7d · KotlinDiPlayDiPlay is an independent CarPlay receiver installed on compatible BYD Android head units, letting an iPhone project through USB or supported wireless connections. It can add CarPlay without a dongle, but the public preview uses an experimental accessory identity and has firmware-specific compatibility limits.SetupDocsCommunityMaturityVerdict inside Automation★ 0 · TypeScriptsupersidianSupersidian brings handwritten Supernote pages into dated Obsidian notes, adds live pen previews, and uses Claude Code for transcription and related-note links. It is a personal Linux desktop workflow whose README explicitly says it has no license and offers no support for other setups.SetupDocsCommunityMaturityVerdict inside AI Tools★ 1.2k ▲84/7d · TypeScriptanidoodleAnidoodle is a coding-agent skill and TypeScript engine for making drawn illustrations, animations, and interactive web art as editable code. It helps keep a picture and its moving versions in the same source instead of treating each export as a separate asset.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 156 ▲1/7d · Pythonxss-specialistxss-specialist combines experimental AI research with a browser-backed system for checking cross-site scripting flaws on authorized targets. It lets a model advise on a suspected flaw, while requiring browser execution before calling it confirmed.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 8.9k ▲345/7d · TypeScriptAIHOTAIHOT is a Chinese-first framework for running a news site that collects sources, selects stories with language models, and groups coverage into events. An English README exists, but the interface, generated text, and deeper documentation are Chinese by default. It gives subject editors editable prompts and selection rules for their own publication.SetupDocsCommunityMaturityVerdict inside AI Tools★ 1.6k ▲19/7d · PythonjeffJeff is a local model that takes a situation and a list of choices, then returns a probability for each choice. It helps applications route requests or classify text without generating and parsing a written answer.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 207 ▲1/7d · C++papermono-shopping-listPaperMono Shopping List turns an M5Stack PaperMono e-paper device into a shared household grocery list, backed by a small server and a phone web app. It keeps a visible fridge list in sync with phone edits and groups items by shopping aisle.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 352 ▲61/7d · PythonNaive-N0.5-FlashNaive-N0.5-Flash is an open-weight language model for coding and AI research. It uses a mixture-of-experts network and sparse attention to process long inputs, with a small Python repository accompanying much larger model weights.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 28 · Rustai-managerAI Manager is a local desktop application for installing and configuring AI coding tools, including Claude Code and Codex. Its English documentation describes a shared view of provider connections, MCP servers, skills, and sessions so you can stop editing each tool's configuration by hand.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 195 ▲11/7d · RustseisoSeiso is a Markdown linter and documentation convention that checks how project pages are organized and where facts belong. It helps teams keep human and agent instructions consistent by assigning document kinds and reporting violations with suggested repairs.SetupDocsCommunityMaturityVerdict inside LLM Tools★ 36k ▲3.7k/7d · C++StrataStrata runs Qwen3.8-Flash-Next locally by sharing model work across your graphics card, system memory, and processor. It gives you browser chat and local API routes for coding assistants, provided your PC has enough memory for the model.SetupDocsCommunityMaturityVerdict inside AI Tools★ 760 ▲25/7d · Offensive-Security-AI-ModelsOffensive-Security-AI-Models is an English-language reading list of open-weight models for authorized security research, with links and comparison tables. It helps you shortlist models by task, format, and tool support, but supplies no runnable application.SetupDocsCommunityMaturityVerdict inside Data★ 353 ▲1/7d · The-Quant-Trading-VaultThe Quant Trading Vault is an English-language catalog of trading strategy descriptions and source snippets collected in Markdown files. It gives researchers examples to inspect and port into another environment, without supplying a shared trading engine or validated performance results.SetupDocsCommunityMaturityVerdict inside Self-Hosted★ 200 · ShellMLBB-waydroid-LinuxCloudMLBBMLBB-waydroid packages scripts for running Mobile Legends on a Linux desktop and optionally streaming it to an Android phone. English guides are available alongside original Indonesian notes, while script comments and messages include Indonesian. It connects Waydroid with Sunshine and Artemis and documents a fix for conflicting touch and pointer input on Hyprland.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 430 ▲8/7d · JavaScriptblueprint-animationBlueprint Before/After is a Claude Design skill that turns a screen into an annotated blueprint animation to explain UX decisions. It can walk through a redesign or explain the reasoning behind an unchanged screen, using your design files and written rationale.SetupDocsCommunityMaturityVerdict inside AI Tools★ 1.3k ▲340/7d · awesome-claude-video-skillsAwesome Claude Video Skills is a directory of video-making skills and toolkits for Claude Code, Codex, and other coding agents, with English and Simplified Chinese READMEs. It groups projects by the videos they make and links to previews, source code, and README-based security grades.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 218 ▲2/7d · TypeScriptliquid-glass-chat-uiLiquid Glass Chat UI contains two React Native examples for building iPhone chat screens with glass controls and animated portraits. It gives you interaction code and local sample conversations to adapt, with no messaging backend or calling service.SetupDocsCommunityMaturityVerdict inside AI Tools★ 1.4k ▲26/7d · RustollayaOllaya runs local models that turn messages or other data into choices, scores, and probabilities without generating a written answer. It downloads models by name and serves them through a local API, including a format compatible with TypeSafe clients.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 192 ▲3/7d · HTMLanimasyon-stil-kataloguAnimasyon Stil Kataloğu is a Turkish animation reference catalog with rendered clips and editable HTML scene code; no English README is provided. It helps you choose and name a visual style before commissioning or coding an explanatory video.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 843 ▲33/7d · TypeScriptagent-officeAgent Office puts coding-agent terminals, GitHub work, and team conversations inside a shared virtual office. It gives each repository a floor and each worker a desk so you can see who needs attention and open the terminal behind that status.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 322 ▲13/7d · CCBFD-RecompiledCBFD-Recompiled is a native desktop port of Conker's Bad Fur Day built from a US N64 ROM you supply. It adds PC-oriented graphics and controls around the recompiled game, while keeping the original game data out of the repository and release packages.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 544 · Pythonmcp-audit-toolmcp-audit-tool reads Model Context Protocol client configuration files and flags risky settings, such as embedded credentials, unpinned launch packages, and broad filesystem access. It produces terminal, JSON, or SARIF reports so you can review those settings locally or in a code-review pipeline.SetupDocsCommunityMaturityVerdict inside Web★ 184 ▲2/7d · HTMLcaustic-volumeCaustic Volume is an interactive browser experiment showing how moving water bends light into bright patterns on a tank floor. Its smaller Lite version is designed for reading and modest hardware, while the larger sandbox adds objects, creatures, and more demanding lighting effects.SetupDocsCommunityMaturityVerdict inside Dev Tools★ 3.7k ▲224/7d · TypeScriptpdoom-videoPdoom-video is the source for a specific music video, with animated scenes and lyrics timed to the song. Developers can preview the code-rendered animation in a browser, export it through Chrome and ffmpeg, or study its scene engine for their own work.SetupDocsCommunityMaturityVerdict inside Web★ 534 ▲11/7d · JavaScriptspiderbenchSpiderbench is a browser-based web-swinging game built with Three.js and presented as a demonstration of work made with Claude Code under human direction. You can study and evaluate it locally, but its source-available license prohibits commercial use and redistribution without permission.SetupDocsCommunityMaturityVerdict inside Automation★ 538 · JavaScriptgenspark-clawGenspark-Claw is a community skill pack and local CLI for adding research, reports, slide outlines, browser guidance, and call preparation to existing agents. Its MCP server lets clients retrieve and validate those instructions, while the host agent supplies the actual tools that carry them out.SetupDocsCommunityMaturityVerdict inside Web★ 252 ▲5/7d · TypeScripttrellisTrellis is a layout engine for web applications where users arrange panels into their own workspace. It lets them nest, dock, float, and zoom panels while keeping the views mounted, which helps editors and canvases retain their state during rearrangement.SetupDocsCommunityMaturityVerdict inside