Tools Bench.

Product launches and open-source repos with enough signal to earn a second look.

Last Brew Time: Sep 5, 2026, 10:45 AM PT

Insight

Builders are packaging their entire coding-agent workflow into installable 'skills' even as the same skill economy's star counts increasingly can't be trusted

01.SKILL PACKS FOR CODING AGENTS

02.CONTESTED OR INFLATED GITHUB STARS

03.A FAST-FORMING REMIX CULTURE AROUND OPEN VIDEO MODELS

Featured

GitHub252.1K

mattpocock/skills

Skills for Real Engineers. Straight from my .agents directory.

youtube
mattpocock/skills: A complete AI Coding workflow, end-to-end

Market Signal

Why It Has Market Pull

A widely adopted, actively maintained collection of Claude Code / agent skills from a well-known TypeScript educator. Its growth has been independently checkpointed by multiple outlets over seven months rather than showing up as a single suspicious spike, which points to a genuine builder movement worth tracking closely.

  • 252,271 GitHub stars and 21,302 forks verified live via the GitHub API
  • Documented growth from about 9K to 45K to 54K to 250K+ stars across separate published checkpoints over roughly seven months
  • Hit #1 trending on GitHub with 21,900 stars gained in a single 24-hour window
  • Still being pushed to seven months after the repo's Feb 2026 creation
  • Spawned a dedicated 136-upvote r/ClaudeAI thread comparing it against other agent-workflow frameworks

feedbacks

What People Are Saying

  • "It's the first prompt set I've actually kept using after week 2."Developer blog

  • "If you've ever watched Claude Code confidently misunderstand the brief and burn 40 minutes building the wrong thing, this is the smallest, most opinionated fix on the market right now."Developer blog

  • "There's no strong reason to trust an LLM's own account of what makes it perform better."HN comment

  • "The skills are opinionated about TypeScript / web stacks — a couple are useless if you're not in his TS test tooling."Developer blog

  • "Much of the coverage turned out to be AI-generated filler restating the README."Independent tech critique

  • "My 'grill-me' skill went viral — it's the most useful skill I've written, and I use it even outside of coding."X post

GitHub204.6K

anomalyco/opencode

The open source coding agent.

youtube
OpenCode: The BEST AI Coding Agent Ever! BYE Gemini CLI & ClaudeCode! (Opensource)

Market Signal

Why It Has Market Pull

One of the largest open-source AI coding agents in existence, now under Anomaly (the rebrand of the SST team), with over 200,000 GitHub stars and continuous daily development.

  • 204,603 GitHub stars and 26,694 forks verified via the GitHub API, with commits pushed the same day as this review
  • Backed by Anomaly (formerly SST), an established open-source shop with a portfolio including OpenNext, OpenAuth, and OpenTUI
  • Extensive independent coverage: dedicated guides and comparisons benchmarked head-to-head against Claude Code, Codex, and Pi
  • 5,756 open GitHub issues signal a large, actively-used project rather than a dormant one
  • Ships as both a CLI and a beta desktop app, broadening reach beyond terminal-only users

feedbacks

What People Are Saying

  • "the open-source AI coding agent with 160K+ stars"Developers Digest

  • "has opencode repo moved organisation from under sst to anomalyco?"Hacker News

  • "Pi vs OpenCode: After 100 Hours, Which Open-Source Coding Agent Should You Use?"Composio comparison

  • "runs primarily on TypeScript and Bun, consolidating the team's open-source portfolio under one name"community wiki

  • "a Hacker News thread flagged an unauthenticated remote code execution issue that was quickly patched."Hacker News

  • "confirmed the repo transfer preserved its GitHub id — a legitimate org rename, not a fork or impostor."GitHub API verification

GitHub174.5K

anthropics/skills

Public repository for Agent Skills

youtube
Build Better AI Agent Skills With Skill Creator v2 from Anthropic

Market Signal

Why It Has Market Pull

This is Anthropic's own official repository defining the Agent Skills standard, and it has become foundational infrastructure for the whole agentic tooling ecosystem. Traction, authority, and ongoing momentum are all at the top of the scale.

  • 174,503 verified GitHub stars and 20,668 forks, matching the scraped figure closely
  • Maintained directly by Anthropic, with a commit pushed as recently as September 3, 2026
  • 1,208 open issues indicate a large, active contributor and user base engaging directly with the maintainers
  • Has spawned an entire secondary ecosystem of third-party skill directories and aggregators
  • Referenced as the base standard by numerous unrelated third-party skills, including several other tools surfaced this run

feedbacks

What People Are Saying

  • "Public repository for Agent Skills — the reference implementation developers build every third-party skill against."GitHub repo description

  • "Widely cited as the canonical source for Agent Skills across independent skill marketplaces."explainx.ai

  • "Used as the compatibility target by cross-platform skills built for Claude Code, Codex, and other agent hosts."GitHub README (third-party project)

  • "1,208 open issues show a large, engaged user base actively filing feedback and requests."GitHub issues

  • "20,668 forks indicate widespread reuse and adaptation of the skills format."GitHub

  • "npx skills add and similar third-party CLIs treat this repo's format as the install standard."Community tooling

HF Spaces420 likes

Microduck Sandbox

Real trained RL policies for the Microduck robot, running fully in the browser: MuJoCo compiled to WebAssembly steps the physics, onnxruntime-web runs the policy network at 50 Hz. No server, no backend. Two locomotion variants of the same robot are included: legs (walking, the default) and rollers (the wheeled skating variant). Press M (or hold D-pad up ~1 s on a gamepad) to switch; the roller model, meshes and policies are lazy-loaded on the first switch. | Mode | Checkpoint | What it does | |--------|-----------|--------------| | Run (legs) | BESTalphawalking.onnx | Velocity-tracking locomotion (arrows / WASD to steer) | | Sit | BESTalphasitstand.onnx | Sits down on its hull, stands back u...

youtube
Microduck Sim 2 Real.

Market Signal

Why It Has Market Pull

A free in-browser physics simulator running real trained locomotion policies fully client-side (no backend), released alongside Pollen Robotics' Microduck hardware launch — which sold out spectacularly and drew mainstream tech press coverage.

  • The companion robot sold more than 10,000 units and crossed $4 million in sales within its first week
  • Covered by CNBC, TechCrunch, Axios, Engadget, and Interesting Engineering
  • Built by Pollen Robotics, an established open-source robotics company now under Hugging Face
  • Runs real trained RL locomotion policies entirely client-side at 50Hz (MuJoCo compiled to WebAssembly + onnxruntime-web), with no server round-trip
  • Demand pushed new-order delivery estimates past Christmas 2026

feedbacks

What People Are Saying

  • "Hugging Face's new duck robot is selling fast."CNBC

  • "crossed $4 million in sales at $399 per unit within the first week."Qz

  • "Tiny open-source robot duck can walk and learn from its mistakes."Interesting Engineering

  • "orders surpassed 5,000 units in the first 24 hours."press coverage

  • "a community-run curated list already tracks simulators, policies, and agent tools built around it."GitHub

  • "entire software stack (control, simulation, RL, sim-to-real) released open-source alongside the hardware."Pollen Robotics

HF Spaces375 likes

MiniMax H3 Turbo LoRA

Video generation with a synchronized soundtrack MiniMax-H3 — unquantized, split across two Spaces Joint video and soundtrack out of a single denoising pass, at bfloat16 with no quantization anywhere. This Space is the denoising half: the 61.73 GiB transformer and the two autoencoders. The 62.14 GiB Qwen3-VL conditioner runs in qwen3vl-conditioner, which this Space calls over the gradio API for every request. The weights are the public MiniMaxAI/MiniMax-H3 diffusers checkpoint. MiniMax-H3 is 195.9 GiB in bfloat16 and a ZeroGPU Space is evicted at 150 GB of storage. An unquantized single Space is therefore impossible, which is why quantized demos of it run NVFP4 or float8 weights. Cut the Mini...

youtube
MiniMax H3 FREE AI Video with Audio Workflows (Full ComfyUI and Runpod Tutorial)

Market Signal

Why It Has Market Pull

The official demo page from MiniMax's own account for a flagship, heavily-covered open-weight model that generates video with synchronized audio in a single pass. Launch coverage spans multiple independent AI-industry publications, and a real ecosystem of community speed and low-memory optimizations has already formed around it within weeks.

  • Hosted directly by the MiniMaxAI organization, not a third-party account, and pinned as a featured page
  • The underlying model launched at a major industry conference and drew coverage from multiple independent outlets
  • A real derivative ecosystem exists within weeks: a community 4-step low-VRAM speed optimization, a dedicated ComfyUI integration, and multiple independent demo forks
  • 375+ likes on the official page alone, with active discussion threads on the underlying LoRA repository
  • Generates video and audio together in one pass — a differentiated capability most competing open video tools do not offer

feedbacks

What People Are Saying

  • "One prompt gives you a clip and a matching stereo soundtrack, produced in the same pass rather than dubbed on afterward."Industry coverage

  • "2K AI Video With Audio From Your Own Reference Art."Independent review

  • "Audio Fix and 4 step Turbo LoRA for Low VRAM GPUs."Hugging Face discussion

  • "Much better static and small-motion shots and markedly better micro-detail with the recommended checkpoint."Hugging Face model discussion

  • "Active discussion and pull-request activity on the underlying LoRA repository."Hugging Face repository discussions

  • "Open-Weights General-Purpose Multimodal Video Model."Industry coverage

Sources

GitHub

DietrichGebert/ponytail

127.6K

Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.

ruvnet/ruflo

70.6K

🌊 The original agent meta-harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, RAG integration, and native Claude Code / Codex / Hermes and many more Integrated

blader/humanizer

43.3K

Agent skill that removes signs of AI-generated writing from text

cathrynlavery/diagram-design

31.5K

38 editorial diagram types for Claude Code, Codex, and Pi. Self-contained HTML + SVG. No shadows. No Mermaid slop.

magnitudedev/magnitude

3.0K

Open source inference server that runs the best local models for your hardware, plugged into the agent you already use. Works with Pi, OpenCode, Hermes, OpenClaw, Codex, Claude Code, Oh My Pi, and Cline.

Product Hunt

GPT-6 Astra

416

GPT-6 Astra is OpenAI's most capable model for complex reasoning, software engineering, computer use, science, and professional work. Async tool calling and mid-turn steering help it run multistep agent workflows. API: model id gpt-6-astra, $10/$50 per 1M tokens (short context). Rolling out first via Trusted Access/Daybreak, then Plus, Pro, Business, Enterprise, and the API in the coming days. First OpenAI model at the Critical cybersecurity capability threshold (advanced cyber access limited).

Compliance by TwelveLabs

252

Compliance by TwelveLabs is a SaaS application that reviews your video library against rules your team writes, not ours. It ingests footage, applies your own compliance rule packs, and returns reviewer-ready findings with context, not just a timestamp and a label. Powered by TwelveLabs' Pegasus model, it explains why a moment may violate a rule so reviewers can accept, reject, or annotate in one queue.

Google Gemini 3.8 Flash and Cyber

235

Gemini 3.8 Flash and Gemini 3.8 Flash Cyber bring next-generation intelligence to agentic workflows and cybersecurity. Built for long-horizon coding, multi-step reasoning, autonomous tasks, and vulnerability detection, they deliver stronger performance at Flash speed and low cost.

Omarchy

130

Omarchy is an omakase Linux desktop on Arch, Hyprland, and Quickshell. It ships a complete keyboard-first workstation with system-wide themes, packaged updates, and coding agents that can reshape the setup instead of making you assemble it yourself.

WeatherNext 3

124

Our flagship AI weather forecasting model now includes real-time satellite data, hourly refreshes, higher resolution, precise precipitation forecasting, and clean energy variables. It’s now integrated across Search, Gemini, Maps, Google Maps Platform, and Cloud.

sidebranch

100

Review PRs from inside your running app: switch branches from an in-page widget and compare worktrees side by side. Loopback-only, zero dependencies.

YC Launch

Data center development is broken. We fix that.

3

Helping American local governments steward American industrial innovation Verdant · Summer 2026 · Government Tags: GovTech, Real Estate, Construction, Housing. Website: https://www.verdantapp.com/

Hacker News

TERMy – A fast terminal assistant that does not use LLMs

170 pts

I love research and development, you may have heard of me because of PJON (Padded Jittering Operative Network). It is a network protocol I started developing in 2010, which was recently implemented in silicon by the ETH Zurich university thanks to the research of Pius Sieber. I am excited to share with you TERMy, a terminal assistant built on top of the NPC-Forge framework. Unlike everything else being built today, TERMy does not use embeddings, machine-learning or LLMs. It runs on the CPU (even... (170 points, 43 comments).

Aura – a Rust agent that investigates and fixes production incidents

25 pts

We run a SaaS that handles petabytes of data. Our SRE team experimented with using claude, openclaw, langchain, etc. within our incident response workflows. We struggled with overflowing context, lethal trifecta vectors, hallucinations, and burned a lot of frontier tokens mostly on easy work. Approval fatigue was a challenge, and we drew a hard line at relaxing permissions in production. Long story short, we built and open-sourced AURA, a Rust-based harness specifically designed for the type of... (25 points, 6 comments).

Moadim.io – A scheduler for agents

29 pts

Why can't we get an agent scheduler that supports all of the following: - git compatible - agent agnostic - 100% open source - os and system-agnostic - multi-runner support - support mcp/ui/http - unlimited routines/crons So I built one, moadim.io is a local Rust daemon you install in the target machine, give it a name and manage its routines via a Git repository, wants a new routine that send you a daily message from this machine? Create a pr and merge, have another routine that run every hour... (29 points, 13 comments).

Ardent, a code-first agent for non-engineering work

10 pts

I’m Nate, the founder of Ardent. We just shipped our public beta, and we’d love your thoughts! Ardent is an agent running in a desktop (Electron) app built to help with knowledge work, designed for less-technical people outside engineering. Think Codex or Claude Cowork, but built around collaboration and customization. I know, I know, it’s yet another agent harness! Ardent is a little different – it leans heavily on codegen to solve problems. Most agents are basically just a bag of tools and a w... (10 points, 2 comments).

HF Spaces

MiniMax-H3 Ultra Fast

206 likes

Ultra-fast local NVFP4 video + synchronized audio generation MiniMax-H3 Ultra Fast — local conditioner + pruned NVFP4 on Blackwell Joint video and synchronized sound from MiniMax-H3, rebuilt for a single 96 GB Blackwell ZeroGPU worker. | layer | optimization | |---|---| | Weights | 12.5 GB pruned NVFP4 transformer: 20.1B effective parameters instead of 33.1B/61.7 GiB BF16. | | Compute | Native CUDA 13 NVFP4 tensor-core GEMMs through comfy-kitchen; higher-precision norms, embeddings and output heads. | | Residency | Transformer, conditioner and both VAEs remain GPU-resident during generation—no layerwise CPU offload. | | Conditioner | Local 15.7 GB Qwen3-VL NVFP4-AWQ checkpoint containing onl...

Rare Disease, Real Kid: MVA Hackathon 2026

103 likes

Rare disease hackathon 2026 🧬 Rare Disease, Real Kid: The MVA Hackathon 2026 The genome and clinical story here belong to a real child living with Mosaic Variegated Aneuploidy (MVA), an ultra-rare genetic condition affecting fewer than 50 people worldwide. There is currently no established treatment, and care today means managing symptoms. The family has opened the case to the research community, hoping someone can find an answer. Help us understand MVA better! The MVA Hackathon is not intended to provide general medical care, diagnosis, or professional medical advice. Rare Disease, Real Kid: MVA Hackathon 2026 is a Hugging Face Space tagged with gradio, region:us. It has 103 likes on Huggin...

QIE-2511 Rapid-AIO LoRAs Fast (Experimental)

96 likes

Demo of the Collection of Qwen Image Edit LoRAs QIE-2511 Rapid-AIO LoRAs Fast (Experimental) is a Hugging Face Space tagged with gradio, mcp-server, region:us. It has 96 likes on Hugging Face.

H3 Acceleration Arena

64 likes

Blind A/B ranking of MiniMax-H3 acceleration variants Human-judged ranking of ~26 MiniMax-H3 acceleration variants over a 200-prompt corpus, from blind pairwise votes on pre-generated clips, with confidence intervals, cost and slice breakdowns. The design and its reasoning are in arena/DESIGN.md; the app's own notes are in arena/README.md. This Space is private and must stay private until deliberately flipped. It streams ~3,700 clips out of the private dataset multimodalart/h3-pre-gen-arena. See Going public below. hfoauth: true above creates the OAuth app and injects OAUTHCLIENTID, OAUTHCLIENTSECRET, OAUTHSCOPES and OPENIDPROVIDERURL. arena/space_auth.py implements the flow by hand (this is...

LTX Ripple

35 likes

Edit one frame, ripple the change through the whole video LTX Ripple — First-Frame Edit Propagation LTX Ripple is a First Frame All Frames (FFAF) IC-LoRA for LTX-2.5 by WepeNerd. Upload a video — its first frame is extracted and shown to you automatically. Optionally, describe an edit for that first frame (add effects, change style, replace objects, etc.) right below the frame preview. The frame is edited with conradlocke/krea2-identity-edit and the edited frame is shown back for confirmation before it is used as the first-frame conditioning input. Leave it empty (or upload your own edited frame) to use the plain extracted frame. LTX Ripple propagates the edit through the entire video while...

Wan2.2 14B Fast Preview

1.8K likes

generate a video from an image with a text prompt Wan2.2 14B Fast Preview is a Hugging Face Space tagged with gradio, mcp-server, region:us. It has 1782 likes on Hugging Face.