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Top Open-Source GitHub Projects : colibri, ArtCraft, openGym, WeKnora, SCSKiller & Whirl #299 Transcript, AI Summary & Key Points

ManuAGI - AutoGPT Tutorials · Oct 10, 2026 · Science & Technology · 13:13 · EN-US

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AI Summary

Twenty trending open-source GitHub projects are covered in this weekly roundup, spanning local inference, AI agent tooling, self-hosted apps and developer utilities. diagram-design generates brand-matched diagrams as HTML/SVG via a Claude Code skill across 27 diagram types; ArtCraft is a Rust desktop IDE for AI image, video, music and 3D creation drawing on 62 models; Cursor Plugins hosts Cursor's plugin spec and official plugins; openGym is a self-hosted workout tracker; OpenCodeReview is Alibaba's AI code review CLI; Paperclip orchestrates a company of AI agents; WeKnora from Tencent turns documents into RAG agents and auto-wikis; colibri runs huge mixture-of-experts models from disk in pure C with zero dependencies; i-have-adhd stops coding agents burying the answer; SCSKiller eliminates shader compilation stutter on Windows; OpenAI's math repo publishes 722 AI-generated math manuscripts, many with Lean proofs; mortiflix-oss is a local AI motion studio driven by Claude; decider offers typed decision models with calibrated probabilities; Whirl is a self-hostable AI chat app with memory, docs and MCP tools; Fieldwatch passively observes Wi-Fi and Bluetooth including drone remote ID; REDox is Capcom's token-based structured data engine for .NET; vibe-wise teaches you to build while AI writes code; a C64 keyboard font is rebuilt from keycap photographs; Muse Gadgets lets you build AI hardware that runs Meta's Muse; and strands-decider is a small fast decision model for agentic workflows.

Key Points

  • diagram-design — a Claude Code skill that produces editorial-quality diagrams as self-contained HTML and SVG across 27 types in three variants, reading a website's palette and fonts and exporting to PNG or SVG
  • ArtCraft — an open-source desktop IDE for AI image and video creation, a native Tauri app in Rust for macOS, Windows and Linux, generating images, video, music, sound, 3D meshes and worlds from a catalog of 62 models across providers
  • Cursor Plugins — the open-source home for Cursor's plugin specification and official plugins, each a standalone directory bundling agent skills, editor rules and MCP server definitions, including continual learning memory, PR review canvases and parallel cloud agent orchestration
  • openGym — a self-hosted gym and bodyweight tracker where data lives in a folder you control, with supersets, a muscle map, progression that explains weight changes, imports from FitNotes/Strong/Hevy, passkey sign-in and Docker self-hosting
  • OpenCodeReview — Alibaba's open-source AI code review CLI pairing deterministic pipelines with an LLM agent that reads git diffs and full files, catching null pointer bugs, thread safety, XSS and SQL injection, working with OpenAI and Anthropic plus Claude Code and Codex plugins
  • Paperclip — a self-hosted NodeJS app with React dashboard for managing a team of AI agents like a company, adding org charts, governance, approval gates with rollback and activity audit, self-hosted on Postgres
  • WeKnora — Tencent's open-source LLM knowledge platform turning documents into RAG-based Q&A, a React agent orchestrating retrieval, MCP tools and web search, and a self-maintaining markdown wiki mode with a knowledge graph; ingests 10+ formats, syncs from Figma(?), Notion and others, works with 20+ LLM providers
  • colibri — an inference engine in pure C with zero dependencies that runs mixture-of-experts models on ordinary PCs, keeping the active MoE slice in RAM and streaming the rest from disk, a single C file serving an OpenAI-compatible API

AI in practice

Used for

Agents

  • WeKnora agent — Orchestrate retrieval, MCP tools and web search for multi-step document tasks; in wiki mode, agents distill documents into a self-maintaining interlinked markdown wiki with a knowledge graph. 2 held 04:42
  • Paperclip — Orchestrate a company of AI agents to run a business, with goals, budgets, and tracked work and costs. 2 held
  • Generate mathematical manuscripts with Lean proofs autonomously. 2 held
  • mortiflix-oss video agent — Produce an animated video from a brief, pausing at each stage for human approval. 2 held 07:44

Tools & resources

18 items

ANo. 5356
AIAINotes.us AI product

ArtCraft

Open source · storytold/artcraft

ArtCraft is a desktop IDE for interactive AI image and video creation, developed by Storytold. It lets artists compose in 2D, stage scenes in 3D, and select models for image, video, music, sound, 3D-mesh, and world generation. Its visual tools include 2D and 3D compositing, image-to-location scene planning, image-to-3D mesh conversion, character posing and identity transfer, kitbashing, background removal, canvas editing, masking, inpainting, prompted image editing, text-to-image generation, and image-to-video animation. The project supports integrations including ArtCraft's catalog, Grok, Midjourney, Sora, and World Labs, and is distributed through stable Windows and macOS releases; Linux users can build it from source.

Mentioned in
2 videos
Kind
AI
CNo. 5337
AIAINotes.us Tool

C64 Keyboard

Open source · szabadkai/c64-keyboard-font

C64 Keyboard is a font that reconstructs the printed lettering on classic Commodore 64 keycaps from photographs of a Central European machine. It includes uppercase letters, numbers, punctuation, arrows, £, π, selected accented letters, function-key labels, and all 63 PETSCII graphic front legends; lowercase input displays as uppercase because the font represents keycap legends rather than the Commodore 64 screen font. The PETSCII symbols are reconstructed outlines with key identities and assignments based on the Ultimate Commodore 64 Reference, while frame thickness, curves, and print proportions are inferred from the photographs rather than traced exactly. The project provides TTF and OTF desktop fonts, a webfont, editable outlines, build scripts, documentation, and a browser-based specimen and type tester. Its repository contributions, including the font files, outlines, scripts, preview, mappings, and documentation, are dedicated to the public domain under CC0 1.0; the reference photographs and rights in historical keycap designs or trademarks are not included or granted.

Mentioned in
2 videos
Kind
Other
CNo. 1442
AIAINotes.us AI product

Colibrì

Open source · JustVugg/colibri

Colibrì is a pure-C inference engine and open research platform for running large mixture-of-experts models on consumer and heterogeneous hardware without engine dependencies. It treats VRAM, system RAM, and storage as a unified multitier inference hierarchy, streaming expert weights from disk and coordinating placement, storage I/O, scheduling, kernels, speculation, and CPU/GPU overlap. The project provides chat, server, and web front ends, with support for CPU, CUDA, Metal, and dual-SSD streaming; its design rules prohibit silently changing model precision or router semantics when fast memory is insufficient.

Mentioned in
3 videos
Kind
AI
DNo. 4993
AIAINotes.us AI product

decider

Open source · Mapika/decider

decider is an open-source AI model family and Python package for one-pass typed decisions with calibrated probabilities. Instead of generating text, it reads a text or JSON state and a set of typed questions—Choice, Score, or Noul yes/no questions—and returns a probability distribution over each question's allowed answers from one forward pass. It renders each question as an answer slot, reads the model's hidden state at that slot, projects it onto the valid option-label tokens, and applies a fitted temperature; there is no decoding or output parsing. The package provides `decide()` and `system_one()` interfaces, an HTTP server with `/decide` and `/v1/systemone` endpoints, and GGUF loading through llama.cpp. Models are available in sizes intended for CPUs and laptops as well as CUDA and Apple Silicon GPUs, and the repository includes training, calibration, serving, evaluation, and schema-caching components. The project is an independent reproduction of the System One model class, is not affiliated with TypeSafe AI, and is released under the Apache 2.0 license.

Mentioned in
2 videos
Kind
AI
DNo. 1569
AIAINotes.us AI product

Diagram Design

Open source · http://github.com/cathrynlavery/diagram-design

Diagram Design is a diagram-generation skill for Claude Code, Codex, Factory Droid, and Pi. It produces self-contained HTML and SVG diagrams through 39 editorial visual types, including architecture, flowchart, sequence, state-machine, data-flow, timeline, Sankey, Wardley map, kanban, user journey, deployment, dependency graph, UML class, story map, and database-schema diagrams. It can read a website to match its brand, and can redraw draw.io or Mermaid sources at a selected format, size, and detail level. Its semantic system patterns describe behavior separately from layout, so queues, policy traces, and trust boundaries can use an existing diagram type without adding new layout types. The repository supplies each type in minimal-light, minimal-dark, and full-editorial variants. Static HTML is the default; optional accessible motion is available for ordered explanations. The diagrams require no build step, JavaScript, or external image dependency.

Mentioned in
5 videos
Kind
AI
FNo. 5017
AIAINotes.us Tool

Fieldwatch

Open source · OffGridPete/Fieldwatch

Fieldwatch is a receive-only Android observer for nearby Wi-Fi access points and Bluetooth Low Energy advertisements. It passively listens through the phone’s built-in radios, working offline without a dongle, account, backend server, or ads. The app provides configurable views, filtering, an extensible device-signature library, local storage, and reports of detected radio sources. It is distributed as a sideloadable APK for Android 10 and later, with source code and installation materials in the repository, and is licensed under the MIT License. It does not support Wi-Fi monitor mode, Bluetooth Classic inquiry, cellular detection, or direction finding.

Mentioned in
2 videos
Kind
Other
INo. 1363
AIAINotes.us AI product

i-have-adhd

Open source · ayghri/i-have-adhd

i-have-adhd is an open-source skill/plugin for coding assistants that formats responses as ADHD-friendly output. It leads with the next action, numbers multi-step tasks, suppresses tangents, restates state, gives specific time estimates, uses matter-of-fact errors, limits lists to five items, and ends with one concrete next step. The skill is installed through a coding assistant's CLI and can be customized by editing its SKILL.md file. It is licensed under the MIT License and does not require an ADHD diagnosis.

Mentioned in
8 videos
Kind
AI
MNo. 5345
AIAINotes.us AI product

Mortiflix

Open source · GTKottman/mortiflix-oss

Mortiflix is a local motion-design studio for producing AI-assisted videos with Claude. It guides a project through briefs, scripts, style frames, transition boards, animatics, builds, and final renders, pausing at approval gates between stages. Reviewers can pin notes to video frames, moments, or script paragraphs; subsequent sessions must address each note before continuing, while approved checks and preferences can be carried across projects. It runs through Claude Code with the user's login or through an Anthropic API key, and provides both a terminal CLI and a local web studio. Built-in pipelines cover explainers, vertical social shorts, and logo animations; renders use Remotion and are checked with ffmpeg. The repository also documents narration through ElevenLabs, local Qwen3-TTS via ComfyUI, user-recorded voice, Strudel-based music generation, asset acquisition through a browser harness, and Blender-based 3D tooling. Users can define additional pipelines as folders containing configuration, craft instructions, and skills. Mortiflix is distributed under AGPL-3.0.

Mentioned in
3 videos
Kind
AI
MNo. 5021
AIAINotes.us Tool

Muse Gadget SDK

Open source · facebookincubator/muse-gadget-sdk

An open-source SDK and firmware project for building custom Muse gadgets from off-the-shelf ESP32 boards, Raspberry Pi devices, or other Linux boxes. The ESP32 and Linux device SDKs let developers connect displays, buttons, audio, sensors, actuators, and custom commands, then pair the gadgets with the Muse app on iOS or Android. Gadgets require an SDK token and developer mode in the Muse app before pairing. The project is licensed under Apache License 2.0, with stated exceptions for specified third-party files and dependencies that retain their upstream licenses.

Mentioned in
3 videos
Kind
Other
ONo. 1274
AIAINotes.us AI product

OpenCodeReview

Open source · alibaba/open-code-review

Open Code Review is an open-source, AI-powered command-line code-review tool developed from Alibaba Group’s internal review assistant. It reads Git diffs and sends changed files to a configurable LLM through an agent with tool-use capabilities; the agent can read complete files, search the repository, and inspect other changed files for context before producing structured comments tied to source lines. Its hybrid architecture combines deterministic engineering with dynamic agent decisions: deterministic stages select and bundle files, match rules to file characteristics, and apply independent comment-positioning and reflection modules, while scenario-specific prompts and tools guide context retrieval and review. The `ocr scan` command audits complete files or directories without requiring a meaningful diff, and the project provides multilingual rules for issues including null-pointer exceptions, thread safety, cross-site scripting, and SQL injection. It supports configurable model endpoints, including OpenAI- and Anthropic-compatible endpoints, and requires Git 2.41 or newer.

Mentioned in
7 videos
Kind
AI
ONo. 1380
AIAINotes.us Tool

openGym

Open source · DuarteSantos8/openGym

openGym is a free, open-source gym and body-weight tracker with an Android app and Docker-based self-hosting. It provides guided workouts with previous weights, timed rest periods, personal-record notifications, weekly routines, supersets, cardio, timed sets, warm-up sets, and progression rules including linear progression, Greyskull LP, double progression, and added time. The tracker records workout history, body weight, RIR or RPE effort ratings, estimated one-rep maxes, and progress through charts, muscle-balance, fatigue, strength, and training-heatmap views. It can import histories from FitNotes, Strong, Hevy, and Apple Health exports, and export routines as files or PDFs. The project states that it requires no account, cloud service, or telemetry; its code, releases, container images, and APK builds are distributed under the AGPL-3.0 license.

Mentioned in
3 videos
Kind
Other
PNo. 4484
AIAINotes.us AI product

Paperclip

Open source · paperclipai/paperclip

Paperclip is an open-source, self-hosted control plane for organizing and running teams of AI agents. Its Node.js server and React UI let users define company goals, assign agents roles and tasks, and monitor work, budgets, approvals, costs, and audit activity from a shared dashboard. Agents run through scheduled or event-based heartbeats. The system maintains organization charts, goal ancestry, task dependencies, persistent session state, isolated workspaces, scoped secrets, runtime skill injection, and atomic task checkout with budget enforcement. It supports agent adapters and runtimes including Claude Code, Codex, Cursor, Bash, HTTP/webhook agents, and plugins; recurring routines can create tracked issues and wake assigned agents. Paperclip supports multiple isolated companies in one deployment, governance and approval gates, cost hard stops, agent pause/resume/termination, company export and import with secret scrubbing, and optional OpenTelemetry and Sentry integrations. It can be installed through the Paperclip CLI or run from source; local setups use embedded PostgreSQL and file storage, while production deployments can use an external PostgreSQL database. The project is distributed under the MIT license.

Mentioned in
2 videos
Kind
AI
RNo. 5019
AIAINotes.us Tool

RE:Dox

Open source · CAPCOM-TD-OSS/REDox

RE:Dox is an open-source, Apache-2.0-licensed structured-data engine for .NET, developed by CAPCOM as a core component of its REX technology. It parses JSON and other supported formats into a compact token DOM/intermediate representation in which fixed-size tokens can retain source offsets, lengths, links, or inline values; this representation supports reading, editing, serialization, deserialization, and format conversion. The mutable token model provides node-like insert, remove, and replace operations without rebuilding a managed object tree, while lazy decoding can defer materializing strings, numbers, timestamps, and binary values. Its asymmetric I/O design writes known values directly through a DataWriter, while deserialization first builds an addressable token DOM for look-ahead, out-of-order constructor binding, reference resolution, and optional automatic parallel processing of large arrays. The core packages support JSON, JSON5, CBOR, MessagePack, INI, and the binary DOX format, with TOML, XML, HTML, and CSV integrations listed as preview components. A common DataReader/DataWriter and DataConverter model enables conversion between formats such as JSON, CBOR, MessagePack, TOML, XML, and DOX, subject to structural projection where formats have different data models. JSON5 editing can preserve comments and other trivia, and JsonSequence supports asynchronous processing of NDJSON or large top-level JSON arrays without loading the entire input. Compatibility packages are provided for System.Text.Json, Newtonsoft.Json, and DataContractJsonSerializer. The project requires .NET 10 or later, is distributed through CAPCOM.REDox.* NuGet packages, and is under active development; its README notes that APIs, package boundaries, and preview-format support may change before the first stable public release.

Mentioned in
2 videos
Kind
Other
SNo. 5323
AIAINotes.us Tool

SCSKiller

Open source · BlueHeisenberg/SCSKiller

SCSKiller is a free, open-source Windows tool that pre-compiles a game's shaders into the NVIDIA or AMD GPU driver's cache before play, reducing stutter caused by in-game shader compilation. It reads the shaders shipped with a game, determines the pipelines to build, and compiles them in a separate process while the game is closed; an optional recorder can capture pipelines encountered during play when the files do not provide them. It supports DirectX 12 games and DirectX 11 games on NVIDIA, detects games from several PC launchers or from user-added locations, and can recompile caches after driver updates. The tool does not modify game files during normal operation and leaves anti-cheat games alone apart from reading their files, with documented opt-in exceptions for offline sessions of Elden Ring and Armored Core VI. It is distributed for 64-bit Windows 10 and 11 under GPL-3.0-or-later, with an additional permission covering certain bundled components.

Mentioned in
2 videos
Kind
Other
SNo. 5005
AIAINotes.us AI product

Strands Decider

Open source · strands-labs/strands-decider

Strands Decider is a small decision model for agentic AI workflows, developed for use with the Strands Agents SDK. It selects among options, answers yes/no questions, or scores inputs against an ordered rubric, returning a calibrated confidence value for each decision. These capabilities support tasks such as model routing, tool selection, argument checking, triage, guardrail checks, and evaluation. The model uses a pretrained decoder LLM torso with its language-modeling head replaced by a pointer head. The head compares hidden states at the answer position and at each option's final token, scoring all options in one forward pass without text generation or a decoding loop. The same masked-softmax design supports its choice, noul, and score question types. The repository includes a command-line interface, a local HTTP server, an example that gates a Strands agent's tool call, and optional image inputs through a vision mode. It can run on CUDA, Apple silicon through MLX or MPS, and CPU. The project is distributed under the Apache License 2.0 and can be installed with pip.

Mentioned in
3 videos
Kind
AI
VNo. 5002
AIAINotes.us AI product

VibeWise

Open source · nykooi1/vibe-wise

VibeWise is a Claude Code plugin that supports learning-oriented software development while Claude writes the code. It asks the developer to propose an approach, works through architecture, tradeoffs, failure cases, and unfamiliar concepts, and uses Build, Design, and Implementation checkpoints before writing code. The developer confirms or discusses each decision; Claude then implements the agreed step, runs tests, and reports what changed, how it works, and which checks passed. Teaching support can be adjusted for beginner, intermediate, or advanced users, with configurable checkpoint frequency and project-specific learning notes and maps stored in `.vibe-wise/`. The plugin requires Claude Code and Python 3, uses no additional Python packages, has no extra account, backend, or telemetry, and is released under the MIT license.

Mentioned in
2 videos
Kind
AI
WNo. 3784
AIAINotes.us AI product

WeKnora

Open source · Tencent/WeKnora

WeKnora is an open-source, LLM-powered knowledge platform from Tencent for turning documents into queryable knowledge bases, retrieval-augmented Q&A, autonomous reasoning workflows, and self-maintaining Markdown wikis. It supports RAG-based quick Q&A and a ReAct agent that orchestrates retrieval, MCP tools, sandbox skills, and web search for multi-step tasks. Its Wiki Mode distills source documents into structured, interlinked Markdown pages with an interactive knowledge graph, manual editing, revision history, line-level diffs, and rollback. The platform ingests formats including PDF, Word, Markdown, HTML, images, spreadsheets, presentations, and XMind, and can synchronize sources such as Feishu, GitLab, Tencent IMA, Notion, Yuque, and RSS. Its modular pipeline supports interchangeable parsers, LLMs, embedding providers, vector databases, and storage backends, with dense, sparse, hybrid, parent-child, and graph-based retrieval strategies. WeKnora provides a web interface, REST API, command-line client, MCP server, website embed widget, and integrations with messaging channels. It can be deployed locally, with Docker, or on Kubernetes, including private and offline deployments. The repository states that it is licensed under the MIT License and supports workspace RBAC, scoped API keys, audit logs, and Langfuse-based observability.

Mentioned in
5 videos
Kind
AI
WNo. 4994
AIAINotes.us AI product

Whirl

Open source · whirlchat/whirl

Whirl is a full-stack, self-hostable AI chat application developed by Anterra and published under the MIT license. Built with Next.js and Convex, it routes conversations through multiple models using OpenRouter, allowing users to switch models and adjust thinking levels within one conversation. It provides long-term memory for preferences and projects, live web search and page reading, MCP integrations with OAuth, installable skills, voice input, image generation, file attachments, and editable living artifacts such as documents, charts, and interactive pages that can be shared by link. It also includes encrypted locked chats, incognito mode, message queueing, folders, conversation sharing, and an installable mobile web app.

Mentioned in
2 videos
Kind
AI

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Searchable transcript of Top Open-Source GitHub Projects : colibri, ArtCraft, openGym, WeKnora, SCSKiller & Whirl #299 — ManuAGI - AutoGPT Tutorials (13:13). Search for a phrase, then click its timestamp to jump straight to that moment in the video.

Captions sourced from the original video on YouTube, published by ManuAGI - AutoGPT Tutorials. The video, its captions and all related intellectual property remain the property of their respective owners; AINotes claims no ownership. Provided for research, accessibility and search — see the Transcript Notice and Copyright Policy.

00:00 Every week, developers release new open-source projects on GitHub. And this is our weekly GitHub project update video covering the best of them. Top trending open- source GitHub projects. This week, you'll discover useful and trending developer tools from local inference engines to AI agent skills. Without wasting time, let's get started. >> Before we jump into today's project updates, here's a quick announcement for everyone.

00:23 We've launched a brand new YouTube channel called AI Agent Studio dedicated entirely to AI Agent projects, tutorials, and tools. So, if you're interested in staying up to date with the latest AI Agent open source projects, learning how to build your own agents, or exploring cuttingedge agent frameworks, make sure to check it out. Subscribe now to get weekly videos, in-depth guides, and real time project breakdowns.

00:49 The link is right there in the description. Don't miss it. All right, let's get into today's video. >> Project number one, diagram design editorial brand match diagrams for claude code. Diagram design is an open-source claude code skill that makes editorial quality diagrams as self-contained HTML and SVG. It covers 27 types: architecture, flowchart, sequence, timeline, quadrant, pyramid, and more.

01:17 Each in three variants with no build step. Point it at your website and it reads your pallet and fonts, maps them to semantic tokens and checks contrast so every diagram matches your brand. Export to PNG or SVG and install it into Claude code or codeex. Install it and draw your diagram. Project number two, Non Artcraft, an IDE for AI image and video creation.

01:40 Artcraft is an open-source desktop studio for interactive AI image and video creation. an IDE for artists, designers, and filmmakers who want real control. On one canvas, you select models, add reference images, and edit prompts to generate images, video, music, and sound, 3D meshes, and worlds, drawing on a catalog of 62 models across providers. It's a native Tari app for Mac OS, Windows, and Linux, written in Rust, and part of the open-source crafting app suite.

02:09 Download it and craft. Project number three, Cursor Plugins plug-in spec and official plugins for Cursor. Cursor plugins is the open- source home for Cursor's plug-in specification and its official plugins. Each plugin is a standalone directory with its own manifest and can bundle agent skills, editor rules, and MCP server definitions listed in one marketplace manifest.

02:32 Official plugins cover developer workflows. Continual learning writes memory into agents. MD PR review canvas renders diffs as canvases, orchestrate fans tasks across parallel cloud agents, and the SDK plug-in helps you build on cursor, browse it, and extend your editor. Project number four, Open Gym, self-hosted gym and workout tracker you own. Open Gym is an open-source self-hosted gym and bodyweight tracker.

02:59 Your data lives in a folder you control, plan routines, and log workouts, super sets, warm-ups, and cardio. And a muscle map shows what's trained, fatigued, or d-trained. Progression sets each session's weights and explains why. Mist reps hold the load, and stalls trigger a de lo. It imports from fitnotes, strong and heavy, signs in with pass keys, and installs as an offline app that syncs across devices.

03:23 Self-host it with Docker and own your training. Project number five, nonopen code review. AI code review CLI from Alibaba. Open Code Review is an open-source AI powered code review CLI from Alibaba. Its hybrid design pairs deterministic pipelines with an LLM agent. It reads your git diff and the agent reads full files, searches the codebase, and inspects changes, then returns line level comments.

03:50 A multi- language rule set catches issues like null pointer bugs, thread safety, XSS, and SQL injection, and it can auto apply fixes. It works with OpenAI and Anthropic with plugins for Claude Code and Codeex. Install it and review your code. Project number six, Paperclip. Self-hosted app to run a company of agents. Paperclip is an open-source self-hosted app for managing a team of AI agents.

04:15 If an agent is an employee, Paperclip is the company, a NodeJS server and React dashboard that orchestrates agents to run a business. You bring your own agents, any provider, any runtime, assign goals, set budgets, and track work and costs. It looks like a task manager, but adds org charts, governance, approval gates with roll back and activity audit.

04:37 It self-hosts on Postgress. Deploy it and manage your agents. Project number seven, be wig Nora. Turn documents into rag agents and auto wiki. Wiggora is an open-source LLM powered knowledge platform from Tencent that turns documents into knowledge three ways. Ragbased Q&A for lookups, a React agent that orchestrates retrieval, MCP tools, and web search for multi-step tasks, and a wiki mode where agents distill documents into a self-maintaining interlin markdown wiki with a knowledge graph.

05:09 It ingests 10 plus formats, autosyncs from FU, notion, and UK. Works with 20 plus LLM providers and swaps vector databases. Self-host it with Docker and query your documents. Project number eight, Gibbri. Run huge MOI models from disk. In Pure C, Galibri is an open-source inference engine. In Pure C with zero dependencies that runs mixture of experts models on hardware you already own, ane model uses only a slice of itself per token.

05:39 So, Calibri keeps that slice in RAM and streams the rest from disk on demand. So, a model of hundreds of billions of parameters, runs on an ordinary PC. It's a single C file, no blaz, no runtime Python, and serves an open AI compatible API. Install it and run a huge model. Project number nine, I have 8HD skill that stops coding agents burying the answer.

06:02 I have ADHD is an open-source skill for AI coding assistants that stops them from burying the answer instead of a wall of preamble and hope this helps. It makes the assistant lead with the next action number multi-step tasks. Cap lists give concrete time estimates and end with one clear next step. It's 10 rules adapted from an 8HD toolkit. You install it into claw code or codeex and invoke it.

06:28 Install it and get straight to the point. Project number 10, Necess Killer. Kill shader compilation stutter before you play. SCS Killer is a free open-source Windows tool that kills shader compilation stutter before you play. The hitch happens when your GPU driver compiles a new shader mid-frame. SCS Killer reads the shaders a game ships with and compiles them into the driver cache with the game closed so they're there when you launch.

06:52 It recompiles after driver updates, skips anti-che games, and keeps everything on your PC. It fixes shader stutter on Nvidia and AMD. Install it and play without stutter. Project number 11, OpenAI Math 722 AI generated math manuscripts, many with lean proofs. Math is OpenAI's public open-source repository of 722 mathematical manuscripts produced by an internal frontier model grouped into 372 families.

07:21 It spans pure math, theoretical computer science, and mathematical physics, number theory, complexity, geometry, and more. With many results backed by computer checkable lean proofs, each ships as a PDF with source and citations, and nearly everyone came from a single prompt to a single agent. The results are machine generated and not peer-reviewed.

07:42 Clone it and read the proofs. Project number 12, Mortiflick EAS, local AI motion studio, where Claude makes videos. Mortifix is an open- source motion design studio that runs on your machine and uses Claude to make animated videos step by step. You approving each stage. It's the harness, pipelines, gates, a review room, and memory across sessions. You start a brief, let it run until something needs you.

08:08 Review and approve or request changes until delivered. It adds narration, your own voice or a model, a music engine, and Blender 3D. Bring your own key, install it, and direct a video. Project number 13. Decider. Open-typed decision models with calibrated probabilities. Decider is an open-source family of decision models that return typed answers with calibrated probabilities in a single forward pass.

08:34 A language model that doesn't generate text, feed it a state, and typed questions, and it returns a probability per question, a choice of up to 255 options, a 2 to 10 score, or a yes, no. It's an open reproduction of the system one class from mode 8b up to a 35b plus a vision model that decides from images. Clone it and decide. Project number 14. Whirl self-hostable AI chat with memory docs and tools.

09:01 Wh is an open-source self-hostable AI chat app. The full code behind World. at under the MIT license. It puts every top model in one place with real memory, living documents, and your own tools connected over MCP, OOTH included. Installable skills teach it new tricks. And if you leave a provider's keys out, Whirl hides the features they'd power. It's built on NextJS and Convex, and you can run it locally or in production.

09:28 Deploy it and own your AI chat. Project number 15, Fieldwatch. Receive only Wi-Fi and Bluetooth observer for Android. Fieldwatch is an open-source receive only Wi-Fi and Bluetoothle observer for Android. It passively listens for the Wi-Fi and BLE radios around you and never transmits. Watching without connecting, it decodes drone remote ID broadcasts, logging a drone's ID and coordinates and flags anomalies like a radio that changes its address on every packet.

09:57 A privacy mode masks remote ID details, and you can export sightings to Wiggle and CSV. It's a sideloaded APK. Install it and watch the airwaves. Project number 16- Redux. Capcom's tokenbased structured data engine for.net. Redux air ducks is an open-source tokenbased structured data engine for.NET from Capcom's technical research division, a core of Rex, the technology behind its next generation game engine.

10:24 It's more than a JSON serializer. It parses formats into a token representation. So you can read, write, and convert them. JSON, JSON 5, CBOR, message pack, TOML, XML, HTML, NI, CSV, and a fast binary docs. It adds dynamic DOM access and system.ext, JSON, and NOSH compatibility as Nougat packages. Add it and work with structured data. Project number 17, Vibe Wise.

10:53 Learn how to build while AI writes code. Vibe Wise is an open-source claude code plug-in that helps you learn how to build while the AI writes the code. It puts learning first, forcing design checkpoints and step-by-step reasoning before any code is written, so you stay in control. Run vibewise, learn in a project to start, pause, and resume any time or reset to learn a codebase from scratch.

11:16 Your preferences, notes, and a project map live in a local.vibewise/folder. Install it and learn while you build. Project number 18, C64 keyboard font. A font rebuilt from Commodore 64 keycaps. C64 keyboard is a free public domain font reconstructed from photographs of classic Commodore 64 keycaps. It recreates the printed key legends, not the C64 screen font.

11:41 So you get uppercase letters, numbers, punctuation, smooth vector PKY graphics, the function keys, and the Commodore logo. It ships as desktop fonts, a web font, and editable outlines with an interactive type tester. Click a key to insert its symbol. It's unofficial, not endorsed by Commodore. Install it and type like a C64. Project number 19, Muse Gadgets.

12:06 Build your own AI hardware that runs Muse. Muse Gadgets is Meta's open-source SDK and firmware for building your own AI hardware that runs Muse. Two SDKs cover it. Flash the ESP32 firmware onto a board and wire up displays, buttons, and sensors, or install the Linux SDK to turn a Raspberry Pi into a gadget. Muse can run commands on. Gadgets pair with the Muse app and coding agents like Muse code can build it for you.

12:31 It's Apache licensed. Build it and make a Muse gadget. Project number 20, Strands Decider, a small fast decision model for agents. Strands decider is a small open-source decision model, a system one model for agentic workflows. It reads a state and a question and picks an option or rates a scale faster than an LLM and with calibrated confidence. For hybrid agents, the LLM makes hard calls and a decider the wrote ones.

12:58 In a strand agent, it gates a tool call on yes no decisions. It ships a 2B model, a vision variant, and a CLI. Install it with pip and decide. Thanks for watching. See you in the next update.