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Top Open-Source GitHub Projects : OpenPencil, Orchard, XERJ, librecalculator, BRUTAL & Remory #301 Transcript, AI Summary & Key Points

ManuAGI - AutoGPT Tutorials · 9 days ago · Science & Technology · 14:58 · EN-US

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AI Summary

Twenty trending open-source GitHub projects for developers, spanning design, AI agent tooling, and developer productivity. Highlights: Claude Code Plugins Directory is Anthropic's official plugin marketplace; Scientific Agent Skills offers 163 science skills connecting to over 100 databases; XERJ is an Elasticsearch-compatible search engine for AI agents; OpenShell is Nvidia's kernel-level sandbox runtime; Orchard orchestrates Tart VMs across Apple Silicon Macs; OpenPencil is a local-first, AI-native Figma alternative that reads and writes .fig files; BRUTAL is a C framework for games that already powers Kitten Space Agency and RimWorld's Way engine; Remory adds learned residual memory that survives context compaction. Many tools are local-first, run agents in sandboxes, or improve AI coding agent workflows.

Key Points

  • Claude Code Plugins Directory: Anthropic's official open-source directory of Claude Code plugins, split into internal plugins (front-end design, code review, code modernization, security, language server integrations) and external ones from partners like GitHub, Linear, Firebase, and Terraform; each plugin can bundle commands, agent skills, and MCP servers, installed with /plugin install
  • Scientific Agent Skills: an open-source library of 163 skills that turn a coding agent into a research assistant across biology, chemistry, medicine, and drug discovery, connecting to over 100 databases and tools like PubMed and the PDB; works with Claude Code, Codex, and Cursor
  • ruflo: a multi-agent orchestration harness for Claude Code that deploys swarms of specialized agents across machines and trust boundaries, with self-learning memory, federated communication, vector RAG, and a policy layer that caps spend, gates sensitive actions, and audits decisions
  • ECC: a performance optimization system for AI coding agents that layers skills, memory, per-stack rules, security, and a research-first workflow so the agent plans before building, verifies with tests, and reviews its own work from fresh context
  • XERJ: an Elasticsearch-compatible search engine for AI agents; one command indexes code, docs, logs, and PDFs with per-dataset indexes, tree-sitter code symbols, and a wire-in for Claude Code and Cursor via xerj init
  • text-to-cad: agent skills that let an agent write and edit parametric CAD in Python (Build123D on OpenCascade), exporting STEP, STL, 3MF, and DXF, plus skills for robot descriptions, inverse kinematics, and implicit CAD
  • Substrate: a Kubernetes-based system that runs agent workloads at higher density and lower latency by mapping idle actors onto worker pods, suspending and resuming them with state intact, isolating with gVisor, and staying framework-agnostic across ADK, LangChain, Claude Code, and MCP
  • OpenShell: Nvidia's secure-by-design runtime for autonomous agents; agents run unmodified inside kernel-level sandboxes governed by declarative YAML policy, credentials are injected only into requests bound for approved endpoints, and policy changes are formally verified

AI in practice

Used for

Agents

  • Deploy swarms of specialized Claude Code agents across machines, teams, and trust boundaries 2 held
  • Run autonomous AI agents (Claude Code, Codex, OpenClaw) unmodified inside secure, policy-governed sandboxes 1 held

Tools & resources

18 items

ANo. 6280
AIAINotes.us AI product

agentplay

Open source · Entelligence-AI/agentplay

agentplay is an open-source command-line tool and local web viewer maintained by Entelligence AI for replaying coding-agent sessions as a map and timeline. It discovers session data from Claude Code, Codex, Cursor, GitHub Copilot, OpenCode, and Kiro, parses transcripts or local database stores into redacted agentplay/v1 JSON maps, and serves them from a local viewer. The session map records files and repositories touched, shell verbs, tools, MCP servers, models, subagents, errors, retries, delays, outputs, token counts, and timing without storing prompt or assistant text, tool inputs or outputs, file contents, or command arguments. The viewer provides a radial session map, playback with step or wall-clock time, error and retry navigation, task and subagent scopes, and import/export of map files. It runs locally without an account or API key; session data remains on the device, with an optional email-signup network request that can be disabled. The CLI requires Python 3.11 or newer, has no runtime dependencies beyond the standard library, and is distributed under the Apache License 2.0.

Mentioned in
2 videos
Kind
AI
ANo. 0854
AIAINotes.us AI product

Agent Substrate

Open source · agent-substrate/substrate

Agent Substrate is an open-source runtime and control plane for running agent-like workloads at high density. It manages the lifecycle of sandboxed actors, including creation, destruction, suspension, and resumption, and assigns them to a smaller pool of worker pods while routing traffic to the active workers. The system uses Kubernetes for infrastructure provisioning and pod lifecycle management, with support for sandbox technologies including microVMs and gVisor. It preserves actors' volatile memory and filesystem state through full-state snapshots, enabling sub-second suspend and resume operations and multiplexing many stateful actors across shared infrastructure. It manages standard OCI containers at the kernel level and is designed to support different agent frameworks and harnesses, including ADK-compatible actors, LangChain agents, coding environments, and MCP servers. Agent Substrate is intended for running agents at scale rather than building them, and its workloads do not have to be literal AI agents. The repository notes that the project is not an officially supported Google product.

Mentioned in
3 videos
Kind
AI
ANo. 6400
AIAINotes.us AI product

Air

plugins.jetbrains.com/plugin/33314-air-alpha/

Air is a JetBrains IDE plugin that provides a workspace for agentic software development. It lets users delegate coding tasks to supported agents such as Codex, Claude, Junie, and OpenCode from one place, with parallel sessions and IDE-based diff review tools.

Mentioned in
1 video
Kind
AI
BNo. 6287
AIAINotes.us Tool

BRUTAL

Open source · ahwootech/BRUTAL

BRUTAL is an open-source C# framework for making games or building a separate game engine. It provides a custom interop layer for direct access to native APIs, along with low-level libraries for unmanaged memory, collections, strings, mathematics, concurrency, logging, localization, and bindings for graphics, windowing, audio, networking, physics, and other native components. BRUTAL deliberately has no editor, scene graph, renderer, or general-purpose engine architecture. Developers assemble their own stack from separate NuGet packages, such as packages for Vulkan, GLFW, Dear ImGui, FMOD, RakNet, Jolt, and Box2D; the framework uses unmanaged memory, unsafe code, and allocation-avoiding components where appropriate. The repository contains the source for its published packages. BRUTAL is developed by Ahwoo Limited and is free to use, modify, and distribute, including in commercial games, under a licence based on MIT with attribution requirements.

Mentioned in
2 videos
Kind
Other
CNo. 6276
AIAINotes.us AI product

cc-stretch

Open source · pro-vi/cc-stretch

cc-stretch is a Claude Code plugin that presents replies as stretchtext: responses open in a short form, and clicking a linked phrase expands that phrase in place while keeping previously read words stationary. Claude is told which stretches were opened, and stretches can nest; during streaming, expanded content remains hidden until selected. The plugin also folds completed groups of Claude Code tool calls into a one-line summary while leaving running and errored calls visible. It requires Claude Code's fullscreen renderer in the terminal or the Claude desktop app, and it uses Claude's function-hook plugin API. Claude generates all expansion levels up front, so the plugin reduces the amount read rather than the token cost; unsupported interfaces display the markup fully open, and Windows clicking is reported as not yet supported.

Mentioned in
2 videos
Kind
AI
DNo. 6297
AIAINotes.us Tool

DEsk

Open source · fyzugx/DEsk

DEsk is a beta Wayland desktop environment for Linux built on wlroots. It presents the desktop as a realistic skeuomorphic desk: application windows appear as paper sheets that can be folded or discarded, the dock is a drawer, applications are organized in binders on a bookshelf, notifications arrive in a post box, and system controls are built into the desk. It includes a compositor, session manager, launcher, notification centre, lock screen, settings application, calendar, memo pad, multi-monitor support, Xwayland support, and standard desktop integrations. The room is ray-traced with GLES 3 on the GPU when available, with a CPU renderer and a 2D fallback for systems without suitable graphics support. DEsk can be installed as a login session on Debian, Ubuntu, Arch Linux, Fedora and derivatives, or built with Meson; its installers can also install the recommended desktop programs. The project is distributed under the MIT license and is described as an early release with expected rough edges and ongoing changes.

Mentioned in
2 videos
Kind
Other
ENo. 3146
AIAINotes.us AI product

ECC

Open source · affaan-m/ECC

ECC is an MIT-licensed open-source agent-harness performance system maintained by affaan-m. It packages reusable skills, specialized agents, project rules, commands, hooks, memory, and security tooling for Claude Code as its primary target, with supported or limited adapters for Codex, Cursor, OpenCode, Gemini, Zed, GitHub Copilot, and other coding harnesses. Its core workflow turns plan, test, implement, review, verify, remember, and improve into reusable agent workflows. Skills are loaded for tasks such as test-driven development, research, security review, end-to-end testing, documentation, and refactoring; agents isolate planning, implementation, and review; rules provide always-loaded project or language standards; and hooks run event-triggered checks and session automation outside the model context. The optional Memory Vault stores inspectable Markdown handoffs and session context, while AgentShield scans agent files, hooks, MCP configurations, permissions, prompts, and secrets for security risks. ECC can be installed from its repository or through the ecc@ecc Claude Code plugin and ecc-universal package. The repository also provides selective installers, native or project-local integrations for several harnesses, a desktop dashboard, and the optional ecc-agentshield security-auditing package. Feature parity varies by harness: GitHub Copilot receives instructions and reusable prompts but not ECC hooks or agent delegation, while Codex has a native marketplace plugin with a narrower hook model.

JavaScript
Stars
★ 290,056
Forks
42,988
FNo. 2917
AIAINotes.us AI product

FreeLLMAPI

Open source · tashfeenahmed/freellmapi

FreeLLMAPI is an open-source proxy that aggregates free tiers from multiple LLM providers behind a single OpenAI-compatible `/v1` endpoint. It can also connect custom OpenAI-compatible chat, embedding, image, and audio endpoints, including local servers and remote gateways. Its router selects an available model, fails over when a provider is rate-limited, stores provider keys encrypted, and tracks per-key usage against free-tier limits. The router refreshes its model catalog from a signed feed; free installations receive periodic snapshots, while the hosted premium offering provides the live catalog. The project is intended for personal experimentation and is available as a self-hosted install with a hosted service at freellmapi.co.

Mentioned in
5 videos
Kind
AI
GNo. 6284
AIAINotes.us AI product

GPT with Taste

Open source · NB-Corp/gpt-with-taste

GPT with Taste is a behavioral recipe and system-instruction package for GPT-based coding harnesses, developed by NB-Corp. It provides a single English authoring recipe that compiles into host-specific instructions and event steering for OpenAI Codex, Claude Code, Kiki, Pi, Oh My Pi, and DeepSeek Harness. The instructions promote sensible defaults, continued execution, synthesis of delegated-agent results, and attention to engineering and visual details. For Codex, the installer writes managed prompt files and can add hooks that refresh scoped reminders when users submit work, child agents start, or supported wait results arrive. It supports a prompt-only installation or a Node.js-based installation with hooks, requires no npm packages, and leaves the model, provider, authentication, permissions, MCP servers, roles, and AGENTS.md unchanged. The repository includes harness porting, authoring, recovery, research, and comparison documentation and is released under the MIT License.

Mentioned in
2 videos
Kind
AI
GNo. 6399
AIAINotes.us Tool

Gr8r Studio

Open source · gr8rstudio/gr8r-studio

Gr8r Studio is an open-source project management workspace with a home dashboard, inbox, task management, and project views for boards, lists, tables, calendars, timelines, and files. It also includes members, teams, activity, settings, and workspace features such as subtasks, archiving, drag-and-drop interactions, keyboard shortcuts, and a command palette. The application is built with plain JavaScript ES modules and CSS, bundled by Vite without a UI framework or runtime dependency. Its rendering functions generate HTML from shared application state, while delegated action handlers update that state and trigger re-rendering. It requires Node.js 18 or newer for local development and includes linting, formatting, and production-build checks in continuous integration.

Mentioned in
1 video
Kind
Other
INo. 6398
AIAINotes.us AI product

Insomnia

Open source · krishhgg/Insomnia

Insomnia is an open-source macOS menu bar app for timed awake sessions on Apple Silicon Macs running macOS 26 or later. It keeps a MacBook awake when its lid is closed, turns off the display and keyboard backlight, can freeze selected applications, mute audio, enable Low Power Mode, and optionally join a configured iPhone hotspot. A recovery journal records each change before it is made, while a launchd recovery agent attempts to undo session changes after a crash or missed end time. It can also nudge selected tmux panes running coding agents after a network outage. The project warns that recovery can fail and that a running timer is not a safety guarantee; installation adds a recovery agent and a sudoers rule. It is distributed under the MIT license.

Mentioned in
1 video
Kind
AI
LNo. 6292
AIAINotes.us Tool

Libre Calculator

Open source · tonyzedginidze/librecalculator

Libre Calculator is a free, open-source collection of web and desktop calculators for finance, construction, cooking, physics, education, health, geometry, statistics, unit conversion, and other domains. The web version uses Astro and React, while the desktop app uses Tauri; calculators are organized into optional packs, and each calculator has its own web page with offline caching for active packs. Each result is generated from the user's inputs and includes the calculation steps, a diagram, and a short lesson explaining the formula. Its calculation engines are pure functions with written numeric contracts and fixture tests; arithmetic uses 50-digit decimals and rounds only for display, while invalid input produces an explicit failure instead of a guessed result. The desktop app provides a quick panel opened with Cmd/Ctrl+Shift+C. The project is distributed as open-source software through its website and GitHub repository, with desktop builds for macOS, Windows, and Linux.

Mentioned in
2 videos
Kind
Other
ONo. 6397
AIAINotes.us AI product

OpenPencil

Open source · open-pencil/open-pencil

OpenPencil is an open-source, local-first design editor and Figma alternative developed as a programmable toolkit. It opens and writes native .fig files and supported .pen documents, supports components, variants, auto layout, CSS Grid, real-time peer-to-peer collaboration over WebRTC, and exports designs to formats including SVG, PDF, HTML, JSX, Tailwind JSX, Storybook stories, and .fig. Its built-in AI assistant uses more than 100 tools to create and modify design nodes, manage components and variables, analyze design tokens, and export assets. Users provide their own API key for supported providers such as OpenRouter, Anthropic, OpenAI, Google AI, DeepSeek, Z.ai, and MiniMax. A headless CLI can inspect document trees, query nodes with XPath, run Figma Plugin API JavaScript, lint and analyze files, convert formats, import HTML/CSS as editable layers, and control the running editor. An MCP server exposes design inspection, modification, and export tools to coding agents and other MCP clients, while a headless Vue SDK supports custom editing surfaces. OpenPencil runs as a Tauri desktop application for macOS, Windows, and Linux, as well as a browser PWA, and is available through Homebrew, downloadable releases, and the web app. The project is in active development and is licensed under the MIT License; its optional cloud server and administration components use the Apache License 2.0.

Mentioned in
1 video
Kind
AI
ONo. 4606
AIAINotes.us AI product

OpenShell

Open source · NVIDIA/OpenShell

OpenShell is an open-source runtime from NVIDIA and a structural safety safeguard for running fleets of autonomous AI agents in isolated sandboxes, complementing model-based policy checks. It lets agents read files, install packages, call APIs, and use credentials while enforcing declared filesystem, process, and network policies. Each agent runs in a sandbox where kernel-level controls govern file access, system calls, and network connections. OpenShell also uses formal verification to review policy changes before approval, flagging newly permitted access such as connections to additional hosts with credentials or calls to new API methods. Credentials are withheld from agents and added only to requests bound for approved endpoints. The project provides a CLI, local gateway, sandbox lifecycle management, policy tooling, inference-provider routing, Kubernetes deployment, extensibility APIs, and Python, TypeScript, Go, and Rust SDKs.

Rust
Stars
★ 19,703
Forks
1,949
ONo. 6396
AIAINotes.us Tool

Orchard

Open source · openai/orchard

Orchard is an open-source orchestration system from OpenAI for running Tart virtual machines across a cluster of bare-metal Apple Silicon machines. It uses an Orchard Controller and Orchard Workers to manage VM fleets, with access through a command-line interface or a built-in REST API; the video description says V2 also supports Linux workers. The repository documents macOS 15 Sequoia or later and provides installation through Homebrew, with a local development mode that starts a controller and worker on one machine.

Mentioned in
1 video
Kind
Other
RNo. 6281
AIAINotes.us AI product

Remory

Open source · fudan-generative-vision/Remory

Remory is an open-source system for adding learned residual memory to large-language-model agent context compaction. It supplements an agent’s generated summary with soft memory conditioned on that summary, allowing a frozen model to continue work after earlier conversation history is discarded. During compaction, its hook reads the actor model’s hidden states and runs a memory network; during continuation, the saved soft tokens are inserted after the summary. The repository provides SGLang and Transformers deployment, model checkpoints, a Python Harness and Client API, a Codex integration, and training procedures for reconstruction and summary-conditioned residual-memory networks. It is released under the MIT License.

Mentioned in
2 videos
Kind
AI
TNo. 1048
AIAINotes.us AI product

text-to-cad

Open source · earthtojake/text-to-cad

text-to-cad is a library of agent skills for creating, inspecting, sourcing, slicing, previewing, and handing off CAD, CAE, CAM, robotics, and hardware-design artifacts from local project files. Its skills generate and edit CAD models from plain-language or image requests, primarily producing STEP files with optional STL, 3MF, and GLB exports; preview local CAD and robot files in a browser; source off-the-shelf STEP parts; and create DXF drawings from Python sources or CAD geometry. Additional skills write URDF robot structures, SRDF/MoveIt2 planning and collision data, and SDF simulator models and worlds; check DXF and STEP files for SendCutSend; measure mesh printability by wall thickness, overhangs, support volume, and build orientation; slice supported meshes into validated, printer-profiled FDM G-code using slicer command-line tools; and dry-run, upload, and cautiously start local Bambu Lab print jobs. An experimental implicit-CAD skill creates browser-native models with GLSL signed-distance fields and CAD Viewer raymarch rendering. The library is installed with the Skills CLI, including `npx skills add earthtojake/text-to-cad`, or through provider-native plugins for Codex, Claude Code, and Grok Build.

Mentioned in
5 videos
Kind
AI
XNo. 6251
AIAINotes.us AI product

XERJ

Open source · xerj-org/xerj

XERJ is a local AI search engine and Elasticsearch-compatible server that automatically indexes folders for code search, RAG, security audits, log analysis, and agent memory. Its autoindexer detects datasets and file types without a user-defined schema or ingestion pipeline; source code is parsed with tree-sitter into AST-aware records containing symbols, full text, and line numbers, while documents, logs, PDFs, SQLite databases, CSVs, and other formats are indexed into typed, queryable datasets. It supports full-text, vector, semantic, hybrid, aggregation, and kNN search through the Elasticsearch REST API, and includes an MCP server with tools for search, memory, code-reference retrieval, index mapping, and a rule-based natural-language query planner. XERJ is distributed as a standalone Apache-2.0 binary for Linux, macOS, and Windows on x86-64 and arm64, with authentication enabled by default; its insecure mode disables TLS and API-key authentication and is intended for a local development-machine boundary.

Mentioned in
1 video
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AI

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Transcript

Searchable transcript of Top Open-Source GitHub Projects : OpenPencil, Orchard, XERJ, librecalculator, BRUTAL & Remory #301 — ManuAGI - AutoGPT Tutorials (14:58). 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 design editors to AI agent orchestration. Without [clears throat] wasting time, let's get started.

00:19 >> Before we jump into today's project updates, here's a quick announcement for everyone. 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.

00:45 Subscribe now to get weekly videos, in-depth guides, and real time project breakdowns. The link is right there in the description. Don't miss it. All right, let's get into today's video. >> Project number one, Claude Code Plugins directory. Anthropic's official marketplace of Claude Code Plugins. This is Anthropic's official open-source directory of highquality Claude Code plugins.

01:07 It's split into internal plugins maintained by Anthropic like front-end design, code review, code modernization, security, and language server integrations, and external plugins from partners and the community such as GitHub, Linear, Claywrite, Firebase, and Terraform. Each plug-in can bundle/comands, agent skills, and MCP servers. And you install any of them from Claude Code with /plugin install name at clog plugins official.

01:35 You should trust a plugin before installing it. Browse it and extend cloud code. >> Before we move to the next project, let's introduce something for the engineers and developers. This part is sponsored. Jetrains just launched a new IDE plug-in. It is called Jet Brains Air in IDE. Jetrains builds the tools a lot of us already use. Air in IDE is their agentic workspace.

02:00 Inside those idees, you bring the coding agents you already use, Codeex, C-Pilot, Claude, Cursor, Juni, or other ACP compatible agents and run them from one place. Keep several projects open. Run sessions in parallel. See where something needs your attention. When an agent finishes, review the diff with the IDE tools you already trust. navigation, refactoring, tests, debugging.

02:30 You stay in control. If you want to try it without burning your own subscription, Jet Brains is offering Juny Light free for a limited time. That is their efficient baseline agent for normal tasks, not their strongest model. It is enough to test the workflow. You need a Jet Brains account for that. Cloud Run still need a Jet Brains AI subscription. So try this plugin right now.

02:55 Okay, let's move to the next project. >> Project number two, Dan Scientific Agent Skills. Dan's 63 science skills for your coding agent. Scientific Agent Skills is an open-source library of 163 skills that turn a coding agent into a research assistant across biology, chemistry, medicine, and drug discovery. Each skill is a markdown file that teaches the agent how to query a specific resource connecting to over 100 databases and tools like PubMed, Uniro, and the PDB.

03:29 It works with Claude Code, Codeex, and Cursor. And you install just the skills you need. Install it and run your science. Project number three, Rofflow multi-agent swarm orchestration for Claude Code. Ruflow is an open-source multi-agent orchestration harness for Claude Code. It lets you deploy swarms of specialized agents across machines, teams, and trust boundaries, layering self-learning memory, federated communication, vector rag, and enterprise policy controls.

03:56 Hooks automatically route tasks, spawn agents, and learn from what works, so you use cloud code normally. A CLI manages swarms, agents, and memory. And a policy layer caps spend and concurrency, gates sensitive actions, and audits every decision. Install it and orchestrate a swarm. Project number four, ECC, performance optimization system for AI coding agents.

04:20 ECC is an open-source system for making coding agents better engineers working across clawed code, codecs, open code, cursor, and more. It layers on skills, memory, per stack rules, security, and a research first workflow. So the agent plans before it builds, verifies changes with tests, reviews its own work from a fresh context, and remembers what matters.

04:42 It ships commands like review pier, learn, and consult, plus a security layer, agent shield. Install it as a plugin or via setup. Level up your agent. Project number five, Nim XERJ, a search engine for AI agents. Elastic Search compatible. XERJ is an open-source search engine for AI agents. Pointed at a folder, one command indexes code, docs, logs, and PDFs.

05:08 So, an agent asks questions instead of reading files into context. Autoindex sniffs each file and makes an index per data set. code with tree sitter symbols and line numbers plus CSV, JSON, SQLite, DOCX and mail. It speaks the elastic search API so clients work and Xerjnit wires it into cloud code and cursor. Install it and let agents search. Project number six, text to CAD agent skills that give your agent CAD powers.

05:38 Text to CAD is an open-source library of agent skills that give your agent CAD superpowers. Ask it to model a part and it writes and edits parametric CAD in Python. Build 123D on Open Cascadased, exporting step, STL, 3MF, GB, and DXF. A browser viewer previews the result, plus robot files and G-code, and stable at CAD references let you request precise edits.

06:03 Other skills cover robot descriptions, inverse kinematics, and implicit CAD. Install it into clawed code or codecs and model from text. Project number seven, agent substrate. Run agent workloads at scale on Kubernetes. Agent Substrate is an open-source system built on Kubernetes that runs agent-like workloads at higher density and lower latency. It maps idle actors onto a pool of worker pods, suspending and resuming them with state intact for multipplexing.

06:33 It keeps the Kubernetes control plane off the request path. Isolates workloads with G Visor and stays framework agnostic across ADK, Langchain, Cloud Code, and MCP. It runs on any cluster through a cubectl plug-in and it's early. Deploy it and scale your agents. Project number eight, Mines Open Shell secure policy governed sandbox runtime for AI agents.

06:57 OpenShell is Nvidia's open-source secure by design runtime for autonomous AI agents. Agents like clawed codeex and open claw run unmodified inside kernel level sandboxes governed by declarative YAML policy. You declare what each agent can touch and open shell enforces it. Agents never see credentials. It injects them only into requests bound for approved endpoints, blocking exfiltration.

07:23 Policy changes are formally verified, so risky access waits for review. It runs on prem in Docker or Kubernetes with SDKs. Deploy it and sandbox your agents. Project number nine, free LMAP stack free LLM tiers behind one endpoint. Free LMAP is an open-source open AAI compatible proxy that stacks the free tiers of 34 LLM providers, 635 endpoints, billions of tokens monthly behind one flash v1 endpoint plus any custom OpenAI compatible endpoint.

07:56 It routes and fails over automatically and assigned catalog syncs new models and quotas. Provider keys are AES256GCM encrypted in SQLite and your app C1 unified token. Launchers keep credentials out of cloud code and codeex configs. It's local first for personal use. Install it and point your app at it. Project number 10. Orchard. Orchestrate Tart VMs across Apple Silicon Max.

08:22 Orchard is OpenAI's open- source orchestrator for running Tart virtual machines across a cluster of Apple Silicon Max. A controller and workers let you create, run, and manage a fleet of Mac OS VMs through a CLI or a built-in REST API. A local dev mode starts a controller and worker. It now runs Linux workers through V2, so one cluster can mix architectures and operating systems.

08:46 It's written in Go and installs with Homebrew. Set it up and orchestrate your VMs. Project number 11, Nous Open Pencil AI native open-source Figma alternative you can program. Open Pencil is an open-source AI native design editor. A local first MIT licensed Figma alternative. It reads and writes native.fig fig files and its own pen format, so you copy and paste nodes between it and Figma.

09:11 And there's a built-in AI assistant. Everything is programmable. A headless CLI inspects, queries, lints, and exports to PNG, SVG, PDF, HTML, and more. An MCP server exposes it to claude code, codecs, and Gemini. And a Vue SDK builds custom editors. Install it and design locally. Project number 12, Zer Studio. A comm open-source project management workspace.

09:37 Zer Studio is an open-source calm project management workspace. It gives you a home dashboard, an inbox, a my tasks view, and projects you can see as a board, list, table, calendar, timeline, or files, plus members, teams, activity, and settings. It's built with plain JavaScript ES modules and CSS bundled by Vite with no UI framework and no runtime dependencies.

10:01 It's a polished front end ready to wire up to rest and Postgresque. Deploy it and run your projects. Project number 13, Insomnia. Keep a MacBook awake, lid closed for agents. Insomnia is an open-source Mac OS menu bar app. An eye icon that safely keeps your MacBook awake with the lid closed for a timed agent session. It turns off the display and keyboard backlight, saving their brightness, and if Wi-Fi drops, it can join your iPhone's hotspot.

10:29 It's careful with permissions, a narrow pseudo's rule, owner only files, and signed releases. It needs a recent Apple Silicon Mac and is experimental. Use a ventilated surface, not a closed bag. Install it and run overnight. Project number 14, Brutal Framework. Open-source C framework for games and engines. Brutal is a free open-source C framework for making games or building your own engine on top.

10:56 It's a framework, not a full engine. A custom interop layer exposes native APIs, Vulcan, and low-level C++ libraries, SDL, Gave, Jolt, and Box 2D physics, FOD Audio, Imgabi, GLTF to C with low allocations and minimal overhead. from Aahu and Rocket Works. It already powers Kitten Space Agency and Rim World's Way engine. It's free for commercial games.

11:22 No royalties. Clone it and build. Project number 15. Libra Calculator. Free private calculators for everything countable. Libra Calculator is a free open-source collection of calculators for everything countable, the universe, and numbers. It gathers 72 calculators across math, geometry, unit conversion, finance, cooking, health, construction, physics, dates, and statistics.

11:45 And each one explains its answer rather than just a number. It's fast and private with no sign up and no ads. Use it in a browser at Libra Calculator com or run the desktop app on Mac, Windows, or Linux with a quick panel and keyboard shortcut. Open it and calculate. Project number 16, GPT with taste. Better judgment and taste for GPT and Codeex. GPT with taste is an open-source behavioral recipe that gives GPT and Codeex better judgment and taste with less ceremony.

12:15 From one recipe, it compiles system instructions plus per message steering through hooks. The prompt sets the behavior and a reminder follows each of your messages. Instead of hedging and self-justifying, the model is pushed to choose sensible defaults, preserve supported claims, synthesize useful results, and finish work with care. It's backed by research on defensive writing.

12:36 Install it and give GPT taste. Project number 17, CC Stretch. Short replies that expand phrase by phrase on click. CC Strest Stretch is an open- source clawed code plugin that turns replies into stretch text, short by default, with each phrase expanding in place when you click it. You read the skim version, then open just the parts you want more on, so a long answer stays scannable.

12:59 A full mode opens everything. It works in Cloud Code's full screen TUI and everywhere else. Every phrase shows open, so nothing is ever hidden. Install it from its marketplace and read less. Expand on demand. Project number 18, desk. A skuorfic whan desktop that's literally a desk. Desk is an open-source skewfic whan desktop for Linux where the desktop is a literal desk.

13:23 Your windows are sheets on a walnut desk. The dock is a drawer. Your apps are binders on a bookshelf and notifications arrive in a post box. Nothing is a symbol. Take a sheet and the app opens on it. The room is ray traced, lit by one desk lamp. It's written in C and an early beta. Log in and work at your desk. Project number 19, memory. Learned memory that survives context compaction.

13:47 Memory is an open-source project. Learning residual memory for context compaction from FAN's Fusion Lab. When an agent compacts its context into a summary, detail is lost. Memory supplements that summary with learned soft memory from its history. A memory network reads the model's hidden states and stores residual memory in a local SQLite file, keeping more of what mattered.

14:11 It runs alongside codeex compaction, ships quen and GLM checkpoints, and needs two 80 GB GPUs, clone it, and compact with memory. Project number 20, Agent Play. Replay coding agent sessions as a map and timeline. Agent Play is a free open-source tool that replays your coding agent sessions as an interactive map and a timeline. A final answer hides the story.

14:34 Failed tests, approaches tried, errors fixed along the way. So, agent play reads your clawed code, codecs, cursor, and co-pilot sessions and shows what the agent did, where it stalled, and how it got there. It runs locally with no tracing setup and no runtime dependencies, and nothing leaves your machine. Run it with UVX and replay a session. Thanks for watching. See you in the next update.