Local decision engine with typed, calibrated outputs (Noul/Choice/Score): cheap→strong cascade, ECE/Brier calibration, SystemOne protocol interop. Apache-2.0.
:house_with_garden: Open source home automation that puts local control and privacy first.
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
Structured Outputs
structured outputs for llms
an ambient intelligence library
🎮 ⌨ An easy to use tool to change the behaviour of your input devices.
Knowhere extracts, parses, and outputs structured chunks ready for AI Agents and RAG.
Mirix is a multi-agent personal assistant designed to track on-screen activities and answer user questions intelligently. By capturing real-time visual data and consolidating it into structured memories, Mirix transforms raw inputs into a rich knowledge base that adapts to your digital experiences.
OAuth2 goodies for the Djangonauts!
Tookie is a advanced OSINT information gathering tool that finds social media accounts based on inputs.
Everything for pentest. | 渗透测试知识库,以 AI Agent 可执行的格式沉淀安全方法论。
⚠️ Experimentelle Skill-Sammlung für deutsches Recht (Arbeits-, Gesellschafts-, Insolvenz-, Datenschutz-, Prozessrecht u.a.) – inzwischen verbessert und im Alltag getestet, aber weiterhin Experiment. Bitte selber ausprobieren, Issues/PRs willkommen! Keine Rechtsberatung. Mandatsgeheimnis (§§ 203/204 StGB, § 43e BRAO), DSGVO, US-Transfer, KI-VO & Co
AI coding agent skills for KiCad electronics design. Works with Claude Code and OpenAI Codex. Analyze schematics, review PCB layouts, EMC pre-compliance, SPICE simulation, download datasheets, source components, and prep boards for fabrication.
Non-destructive compression gateway for AI coding agents. Cuts token bills 25% on turn 1 to past 85% in long or saturated sessions, and fits ~3× more turns in the same context window. Powered by our open-source code-native 4B model. Drop-in for Claude Code, Cursor, Codex, OpenHands, and any BASE_URL agent.
Keymapper config to make Linux keyboard shortcuts work like a 'Tosh! And more. (A Kinto alternative.)
A customizable, cross-platform tool for parsing WhatsApp chat databases from Android and iOS/iPadOS backups. Supports Android .crypt12, .crypt14, .crypt15, and the latest database formats. Outputs chat history in readable HTML or structured JSON.
Self-hosted outdoor activity tracker :bicyclist: [mirror of codeberg repository: https://codeberg.org/FitTrackee/FitTrackee]
Open-source AI video replacement workflow by TEIN. Combine depth maps, SAM segmentation, face meshes, and audio processing to replace characters and objects with Seedance. Includes a local web UI to prepare inputs, review masks, preview generations, and export with original audio.
RelateAnything: Real-Time Open-Vocabulary Relation Prediction From Any Inputs
AutoEvals is a tool for quickly and easily evaluating AI model outputs using best practices.
Python DataFrames as Interactive DataTables
Reconcile stuck AI-agent tasks after restarts and timeouts. Preview SQLite changes, close stale delivery states, and never guess success.
PettingZoo and Gymnasium bindings for popular reinforcement learning environments outside of Farama
Puts DLSS 5 neural rendering into games that never shipped it, and brings the game's own DLSS up to date - super resolution, ray reconstruction, frame generation. Scans your library, picks one of eight routes, fetches every part from its publisher at run time, then says what happened. One exe, no admin; uninstall puts the game back.
An open-source AI based digital marketing operating system for strategy, SEO, AEO/GEO, paid media, content, CRM, and analytics - grounded in brand context, human approval, and verifiable outputs. Best for Brands, Agencies and one person campanies.
Scratchpads & many goodies for Hyprland & others [maintainer=@fdev31]
Span-level grounding verification for RAG, code, and tool-grounded AI outputs.
Creative coding skills for Claude Code, claude.ai and Cowork. Motion, micro-interactions and design systems across Web (GSAP, Motion, Three.js, CSS), Android (Jetpack Compose) and Apple (SwiftUI). Proposes an interaction thesis you approve before it writes any code. Anti-AI-slop.
Free open-source game save backup manager for Windows & Linux. Drag & drop a launcher shortcut to set up a game; auto-finds saves for Steam, Epic, GOG and 28+ emulators (RetroArch, Dolphin, Yuzu...). Desktop shortcuts for one-click backup, zip rotation, optional cloud sync.
Research pipelines as semantic execution units: each skill declares inputs/outputs, acceptance criteria, and guardrails. Evidence-first methodology prevents hollow writing through structured intermediate artifacts.
🔥🔥 Awesome Jev: open-source models, projects, benchmarks, and independent evaluations for Jev and System One models.
Chaumian ecash wallet and mint for Bitcoin
A loop pedal for your webcam: hold a key to record, release to loop, press to go live. Outputs a virtual camera.
Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE)
Control and inspect an iPhone from Codex through iMessage and Shortcuts
Fast, free voice assistant for your Mac. No API key: runs on your Claude Pro or Max plan. Sends background agents for big jobs, remembers you and learns your shortcuts. Hold ⌃⌥Space and talk.
Mira-Scene: Pixel-Aligned Layouts for Generative 3D Scene Reconstruction
Automatically transforms mixed song recordings into playable five-piece school band arrangements through audio separation, music transcription, arrangement, and difficulty adjustment. Outputs include MIDI, print-ready PDF scores, and editable MuseScore (.mscz) files.将混音歌曲音频自动分轨、扒谱并改编为适合五人校园乐队演奏的伴奏总谱,支持难度调整,并输出 MIDI、PDF 总谱和可编辑的 MuseScore(.mscz)文件。
Streaming FSM validation + layered repair for LLM outputs with embedded structured components
Structured decisions with DiffusionGemma and vLLM. Native image inputs, image choices, live camera sampling, and a compact one-step inference path.
[Public alpha] Probability forecasting protocols, delayed-reward agent rollouts, and verifiable real-world task environments.
Forward videos from IM to transcript, Markdown, and your knowledge base — with raw and skill-updated outputs.
CraftBot is an architect AI agent. It interprets design briefs, grounds its thinking in domain knowledge through ingesting documents, images and other references, and outputs Python code that procedurally defines a building design.
🎬 OraRL — Annotations as Rollouts for efficient, scalable reinforcement learning of unified video MLLMs.
Not Ai isn’t just about bypassing AI detectors. It puts good writing first, creating clear, honest prose shaped by human writing standards. It’s perfect for college and school projects, LinkedIn/X posts, emails, factual articles, personal essays, social media posts, and technical documentation, especially GitHub READMEs
Turn repeated Claude Code, Codex, and Cursor prompts into reusable slash commands. Local Python history extractor + Agent Skill.
Turn photos into source-faithful editorial artworks with an Agent Skill — adaptive layouts, controlled abstraction, and a Strict Fidelity composition path.
Standalone per-pin 12VHPWR overcurrent watchdog for ASUS ROG Astral GPUs. Shuts down your PC before the connector melts.
Non-autoregressive decision engine on ModernBERT (151M) with calibrated uncertainty (RLCD), TypeSafe AI Jev benchmark audit, and in-browser WebGPU playground
Evaluate GitHub projects from an outside contributor's perspective. An agent skill with a read-only collector and evidence-based methodology.
Image inputs for Laya: calibrated, non-generative typed decisions over images + text (SmolVLM-256M backbone)
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LoopWAM: Closed-Loop Generalist Policy Improvement from Deployment Rollouts
Agent Skills von LOGIN zur freien Nutzung - SKILL.md-Format fuer Claude Code, Claude-App und API
Self-hosted memory server for AI agents. Your brain is a git repo, served over MCP and REST.
语幕 VoxSub:仍在开发中的 Windows 实时双语字幕工具(开发测试版)
Attempts to fix the H3 motion-context degradation issue
Chatpin puts your AI’s chat template under inspection and lock. Compare it with the publisher’s original, flag suspicious conditional logic, and pin the version you trust so unexpected changes fail CI before deployment. Built for GGUF and safetensors workflows. Your model has a chat template. Give it a tamper alarm.
Computational ledger for two room-temperature Luttinger-compensated magnet candidates, YBaMnFeO5 and KV[Cr(CN)6]: raw QE inputs/outputs, checker, re-runs