Tools Bench.

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

Last Brew Time: Aug 2, 2026, 10:35 AM PT

Insight

Builders are quietly shipping the plumbing that watches other AI agents

01.AGENT-SUPERVISION TOOLING

02.LOCAL OPEN-WEIGHT INFERENCE AT THE EDGE

03.AGENTS LET LOOSE ON THE OPEN WEB

Featured

GitHub64.5K

Panniantong/Agent-Reach

Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.

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Your AI Agent Is Missing Half the Internet... Until Now (Agent-Reach)

Market Signal

Why It Has Market Pull

Agent-Reach is a real, actively maintained open-source project with broad grassroots adoption among AI agent builders. Independent bloggers and directory sites cover it as a genuine utility, and its own issue tracker shows a wide, multilingual user base filing concrete bugs and feature requests rather than drive-by praise.

  • 64,500+ GitHub stars and 5,340 forks, still climbing as of early August 2026
  • 30 contributors and 179+ open issues from distinct users across English, Chinese, and Korean-speaking communities
  • Independently reviewed by third-party blogs (andrew.ooo, dashen-tech.com, dudarik.com) and listed in the mcpworld.com MCP directory
  • At least 3 unaffiliated GitHub forks/rebrands (mtcto, silently0801, EdisonChenAI) republishing or translating the project
  • Repo pushed as recently as July 25, 2026, showing sustained maintenance rather than a one-off drop. Independent long-term usage evidence beyond GitHub is still building, and one user flagged a supply-chain naming gap (the documented pip package name isn't yet registered on PyPI).

feedbacks

What People Are Saying

  • "PyPI name agent-reach is unregistered while docs point users to pip install agent-reach"GitHub issue

  • "Instagram adapter: whoami works but profile/user/followers/download return HTTP 400"GitHub issue

  • "In March 2026, yt-dlp was fully blocked by Bilibili's anti-bot systems, Agent-Reach automatically switched to the bili-cli backend with zero user action or disruption."Independent review

  • "Give your AI agent eyes to see the entire internet, one CLI, zero API fees."X reply

  • "Feature request: add Telegram support to Agent-Reach"GitHub issue

  • "doctor: linkedin/exa_search report 'ok' based on cwd name (substring match against config path)"GitHub issue

  • "Using Agent-Reach to feed a Publish Guardian verification layer"GitHub issue

GitHub56.8K

mvanhorn/last30days-skill

AI agent skill that researches any topic across Reddit, X, YouTube, HN, Polymarket, and the web - then synthesizes a grounded summary

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Google Can't Search This: One Free Command Reads Reddit, X, YouTube & Polymarket's Last 30 Days

Market Signal

Why It Has Market Pull

This Claude Code / agent skill for cross-platform trend research has gone genuinely viral among AI builders, climbing to tens of thousands of GitHub stars in about seven months and spawning an ecosystem of forks, mirrors, and third-party directory listings. It is an actively maintained open-source project rather than a one-off demo, though its long-term utility beyond the initial hype wave is still being debated by early testers.

  • 56,800+ GitHub stars and nearly 5,000 forks in roughly 7 months since its January 2026 creation
  • 211 watchers and 95 open issues point to an actively used, actively maintained project rather than an abandoned repo
  • Multiple independent skill directories (ClawHub, AgentSkill, SkillsMP, Open Agent Skill) index and review it, evidence of organic ecosystem pickup
  • Recorded star velocity of roughly 2,500+ new stars per day at its June 2026 peak
  • Independent long-term usage evidence beyond the initial hype wave is still thin, and some reviewers note it mainly formalizes a workflow power users already had

feedbacks

What People Are Saying

  • "The pattern detection alone is worth it — I'd miss things reading manually."Blog review

  • "instead of manually scrolling through subreddits and Twitter with date filters for two hours, you get a structured brief in seven minutes"Blog review

  • "I Found a Reddit AI Skill. It Was Useless to Me. So I Built Something Better."Medium article

  • "is just another shiny thing with a good README and a fast-growing star count"Medium review

  • "it worked, saved time, and gave useful perspectives"Medium review

  • "social engagement is not truth — it is attention"Blog review

GitHub20.2K

different-ai/openwork

The open-source alternative to Claude Cowork (powered by opencode)

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New Free OpenWork DESTROYS Claude Cowork?

Market Signal

Why It Has Market Pull

OpenWork is a real, fast-growing open-source desktop app positioning itself as a self-hostable alternative to Claude Cowork, built on top of opencode. It has genuine builder momentum: over 20,000 GitHub stars and 2,000+ forks accumulated within months of launch, daily commit activity, and backing from Y Combinator, making it one of the stronger prospects worth tracking closely.

  • 20,238 GitHub stars and 2,084 forks as of early August 2026, with commits pushed the same day this was checked
  • Y Combinator-backed (batch P26); YC's own listing cites 14k+ stars and 150k+ downloads within roughly 3 months of launch
  • Show HN launch post drew 231 points and 60 comments, with the founder actively responding to license and roadmap questions in-thread
  • Ships as desktop app, Slack/Telegram connector, and MCP integration for Codex, Claude Code, and Cursor, aimed at enterprise self-hosted compliance use cases (HIPAA, SOC 2, GDPR)
  • One independent hands-on review found it still rough around onboarding and prone to stalling on some workflows versus Claude Cowork

feedbacks

What People Are Saying

  • "Looks great. I don't use opencode myself but like a lot Claude skills, agents, I have like 50 different ones for personal life, work, dating, whatever."HN comment

  • "yo this is so sick, could def incorporate this into my workflow"HN comment

  • "This doesn't seem to be open source, it's currently "all rights reserved" and not under an OSI or FSF license"HN comment

  • "Awesome! Very cool project, and kudos for making it MIT licensed."HN comment

  • "Still feels a bit technical. The Claude approach is designed for "Susan in Accounting" - what thoughts do you have to reduce the technical barriers?"HN comment

  • "Openwork often runs its own controlled browser instance...in testing, Openwork struggled to show progress and appeared to stall on the same workflow compared to Claude Cowork."Dev.to article

  • "The word "open" in software names has completely lost its meaning."HN comment

GitHub19.9K

antirez/ds4

DeepSeek 4 Flash and PRO local inference engine for Metal, CUDA and ROCm

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For the DGX Spark owners. This is what you get with DS4 in your hardware.

Market Signal

Why It Has Market Pull

DS4 is a highly credible, fast-moving open-source project from Salvatore "antirez" Sanfilippo, the creator of Redis, building a purpose-built local inference engine for the DeepSeek V4 Flash model. It went viral within days of release, drew deep technical scrutiny on Hacker News and Reddit, and is already being actively used by developers running the model locally on high-memory Apple Silicon and CUDA machines.

  • 19,943 GitHub stars and 1,771 forks within about three months of an early-May 2026 release
  • Reached roughly 8,000 stars in its first four days and topped Hacker News with 497 points and 157 comments
  • Dedicated third-party review coverage (andrew.ooo, pasqualepillitteri.it, knightli.com) benchmarking real throughput numbers
  • Reported 26.68 tokens/s running a 284B-parameter model on a 128GB MacBook Pro M3 Max with a 1M-token context window
  • Built by a widely respected systems programmer, which itself carries strong credibility as an adoption signal

feedbacks

What People Are Saying

  • "runs a 2-bit quant on Apple Silicon hardware and 96GB or 128GB RAM"HN comment

  • "I've been keeping an eye on Antirez's Metal fork for llama.cpp, but I totally missed this"HN comment

  • "I could run Deepseek v4 Flash locally (even at really slow speeds), then it would be worth my time"HN comment

  • "trying to understand how gracefully it might degrade on 64GB RAM...using SSD offload for the weights"HN comment

  • "If you can imagine in your mind the small good local model experience as A, and the frontier model you use online as B, DS4 is a lot more B than A."Blog post

  • "I've been running llama.cpp with V4 Flash and getting ~15 t/s on the same M3 Max. ds4 gave me 26."Reddit r/LocalLLaMA

GitHub10.7K

TencentCloud/TencentDB-Agent-Memory

TencentDB Agent Memory is a team-level memory hub for AI Agents — turning conversations, docs, and code into four reusable memory assets (Chat Memory, Skill, LLM-Wiki, Code-Graph) that are governed, shared, and equipped across agents and frameworks.

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腾讯刚开源的 Agent Memory 火了！我把 TencentDB-Agent-Memory 装进 OpenClaw 里实测，AI 拥有"长期记忆"能力了｜完整安装教程＋避坑＋效果

Market Signal

Why It Has Market Pull

A Tencent-backed open-source memory layer for AI agents that went from launch to #1 on GitHub Trending within months, with a concrete technical benchmark story (token savings, higher task pass rates) rather than just hype. Backing from a major cloud vendor gives it real staying power, though independent (non-vendor) validation of the benchmark claims is still limited.

  • 10,800+ GitHub stars and 1,024 forks accumulated in under 4 months since its April 2026 creation
  • Reached #1 on GitHub Trending on July 8, 2026 (per Trendshift)
  • Covered by MarkTechPost as a '4-tier local memory pipeline for AI agents' with zero external API dependencies
  • Vendor-reported benchmarks claim up to 61% token-usage reduction and a 51% relative pass-rate improvement when integrated with OpenClaw
  • Backed by Tencent Cloud, with active GitHub Discussions and a Discord for direct developer contact

feedbacks

What People Are Saying

  • "4-tier progressive pipeline for local, long-term agent memory with zero external API dependencies."MarkTechPost article

  • "Raises PersonaMem accuracy from 48% to 76% in the reported evaluation."MarkTechPost article

  • "Reached #1 on GitHub Trending shortly after launch."Trendshift listing

  • "Open Issues and Discussions boards show developers actively filing bugs and feature requests."GitHub issue tracker

  • "A Discord channel lets developers talk to the core team directly."GitHub CONTRIBUTING doc

  • "Independent (non-vendor) long-term usage evidence is still thin relative to the star count."evidence gap

Sources

GitHub

esengine/DeepSeek-Reasonix

28.9K

DeepSeek-native AI coding agent for your terminal. Engineered around prefix-cache stability — leave it running.

NomaDamas/k-skill

6.9K

한국인을 위한 스킬 모음집 - 에이전트를 한국인으로

usekaneo/kaneo

6.0K

🎯 All you need. Nothing you don't. Open source project management that works for you, not against you.

Product Hunt

NudgeForMe

316

NudgeForMe scans your sent conversations, finds threads where someone never replied, and drafts natural follow-ups inside your own mailbox. It starts in draft mode, so you stay in control. You can review each opportunity, select the useful ones, and send from Gmail, Outlook, or IMAP/SMTP. Built by the Snoooz team after processing millions of emails, NudgeForMe is focused on one painful workflow: making sure leads, deals, partnerships, and customer conversations do not quietly go cold.

DeepSeek-V4-Flash-0731

315

DeepSeek-V4-Flash-0731 is the official release of V4-Flash, featuring a massive leap in agentic capabilities. It outperforms V4-Pro (Preview) on key benchmarks, natively supports the Responses API, and is fully adapted for Codex CLI.

Port22

251

I'd start a long agent run, walk away, and come back to find it had spent 20 minutes waiting on me to approve one file edit. Port22 puts every coding agent running on your Mac onto your phone. See which are working and which are stuck. When one needs permission your phone buzzes and you tap the actual option it offered, not a guessed keystroke. It attaches to what you already run. No wrapper, no config, no new terminal. Free for one Mac and two sessions, every feature on.

TerminalWidget

141

Display command output, progress, sparklines, and images in customizable widgets for macOS, iOS, and iPadOS. Universal app, one-time purchase.

Terminal Candy

125

Terminal Candy is a real, native macOS terminal you live inside. Pick a skin — Game Boy, cassette deck, Pip-Boy, or your own art — and draw the terminal square right on it. It pings you (sound + dock bounce) when Claude Code or Codex actually needs input, so you stop babysitting the window. The Skin Builder turns any image into a terminal; 84 palettes, CRT effects, ⌥Space hotkey, community skin marketplace. 14-day free trial, then $10 once — no subscription. macOS 14+, Apple Silicon.

SyncStaq

107

SyncStaq syncs Stripe billing data into Google Sheets — charges, invoices, invoice line items, customers, subscriptions, payouts and disputes, each in its own structured tab. What's different: most exports and scripts pull by created date, so records that change later (refunds, subscription updates, disputes) quietly go stale. SyncStaq syncs from Stripe's event stream, so your sheet updates when the data changes. Read-only Stripe access. Hourly sync. 14-day free trial.

YC Launch

Palette - An AI-Native Media Platform

24

Unify the creative workflow into a single, high quality generation engine Palette · Summer 2026 · B2B Tags: Generative AI, Video, AI. Website: https://palettelabs.com/

Hacker News

Echologue – the private AI voice journal I built for myself

29 pts

I have tried journaling many times but nothing stuck. So I decided to make my own app for myself with these features: * Voice first * Private first * AI chat * Automatic tagging, meaning extraction, and semantic retrieval using embeddings stored locally * Export to LLM the AI angle is especially interesting for me. It allows me to ask questions like: * "remind me highlights and crazy nights in the last 3 months" * "How was I feeling during my trip in Spain and how big of a problem was my breakup... (29 points, 13 comments).

Sprocket – The Best AI Agent for Hardware and Software Development

51 pts

Hey HN, I am 16y/o and have been working on Sprocket for a while. It's an open-source AI agent that beats every other agent out there at both hardware and software. And here's the best part: Sprocket can (on its own) buy anything from any website when you tell it to do so. From hardware parts to SaaS subscriptions. Sprocket retrieves best-in-class context from the web for everything it does. It is therefore incredibly reliable. The agent harness's quality, performance, and UI rival that of Codex... (51 points, 1 comments).

Flashpaper – Self-destructing secret sharing with no database

25 pts

Hi everyone! This is my first HN and I’m very new to the scene. My name is Min from Bangkok. At first, I just want to create a dead man's switch for personal use and for fun. then, I think about information that self destruct like a spy movie. after that, I try to come up with the better version of Privnote or Bitwarden with self-destruct and some kind of censoring or blocking download ability. Somehow, end up with this product. :O Flashpaper is for sending any information that would be burned a... (25 points, 11 comments).

NixOS-DGX-Spark – Nix and NixOS on the DGX Spark

9 pts

Try DGX Spark playbooks using Nix on DGX OS, or install NixOS on your DGX Spark for the full Nix experience. The repository provides USB images and a NixOS module with settings for DGX Spark systems. This works on the NVIDIA DGX Spark itself and also on the Asus Ascent GX10. See my 5 minute lightning talk from Planet Nix for an intro: https://youtu.be/AvK_gi_snJE?si=MPKv3iiuS9B5elIE (9 points, 2 comments).

Wienerdog – memory and self-improving skills for Claude Code/Codex

8 pts

The idea of Wienerdog was born out of my experience setting up my own simple but effective system of memory, self-improving skills and hooks for Claude Code and Codex. As I was teaching my friends and colleagues how to set up their own I found myself automating more and more of my system setup and finally I decided to publish it on GitHub to help others get more out of their AI usage. So what is Wienerdog? Simply put, it is just files — no daemon, no server, no telemetry: a collection of instruc... (8 points, 2 comments).

Tuneloop – a local CLI for analyzing coding agent session transcripts

5 pts

Hey HN, I think session transcripts written by coding agents like Claude Code and Codex are very interesting because they offer a detailed window into how work gets shipped. You can see the sequence of decisions that resulted in the final PR, what the agent got wrong, tools used etc. So I built a cli that analyzes these sessions and provides a local dashboard that shows what each session shipped (PRs, features), how much each PR cost, and recommendations for more effective usage. Concretely, it... (5 points, 0 comments).

HF Spaces

Qwen-Image-Edit-2511-LoRAs-Fast

2.2K likes

Demo of the Collection of Qwen Image Edit LoRAs Qwen-Image-Edit-2511-LoRAs-Fast is a Hugging Face Space tagged with gradio, mcp-server, region:us. It has 2191 likes on Hugging Face.

Bonsai 27B WebGPU Kernels

415 likes

Run a 1-bit 27B LLM locally in your browser on WebGPU Bonsai 27B WebGPU Kernels is a Hugging Face Space tagged with static, region:us. It has 415 likes on Hugging Face.

Mage-Flow

120 likes

Efficient native-resolution image generation and editing Efficient Native-Resolution Foundation Model for Image Generation and Editing. This Space demonstrates Mage-Flow from Microsoft, a 4B-scale image generation and editing foundation model through a single unified interface: No image → text-to-image generation. With an uploaded image → instruction-based image editing. Choose Mage-Flow-Turbo · Fast (4 steps, CFG 1.0) or Mage-Flow · Quality. The quality variant uses 20 steps / CFG 5.0 for generation and 30 steps / CFG 5.0 for editing; uploading or removing an image updates these defaults automatically. Enter a prompt. (Optional) Upload an image to edit — the prompt becomes an edit instructi...

Inflect v2 — Tiny Local TTS

103 likes

Run complete 3.96M and 9.36M text-to-waveform models live. Live text-to-waveform inference for both Inflect v2 release models: Inflect-Micro-v2: 9.36M parameters Inflect-Nano-v2: 3.96M parameters Choose the runtime that fits your device: ZeroGPU: server-side generation in this Space, with no local model download. Browser WebGPU: private, queue-free on-device inference in the same interface, with optional streaming and a WASM compatibility fallback. Every result is synthesized live from text. There is no reference audio, prerecorded fallback, or inference-time teacher model. Use the Compare tab to run the same text, speed, variation, and seed through both checkpoints. Long input is split auto...

Mage-VL

83 likes

Codec-native video & image understanding with Mage-VL 4B Mage-VL — codec-native streaming multimodal model Demo of microsoft/Mage-VL, a 4B codec-native vision-language model (Mage-ViT encoder trained from scratch + Qwen3-4B-Instruct-2507 decoder). Instead of decoding video into uniformly sampled frames and pushing a dense grid of patch tokens through a ViT, Mage-VL follows the structure of a video codec: it keeps every anchor (I) frame patch and only the predicted (P) frame patches where the codec spends bits — the regions carrying real motion and new detail. Those surviving patches are packed into canvases, cutting visual tokens by >75%. Image — single-image Q&A. Video — video Q&A, switchab...

ABot-World Interactive

67 likes

Live interactive world rollout from an image 🌍 ABot-World — Interactive World Rollout Upload a single starting image and steer a live navigable world in real time. Provide a first-frame image (image-to-video seed), describe the scene, and drive the world with WASD (move & turn) / IJKL (look & pan). The model autoregressively rolls out an action-conditioned world and streams decoded frames straight to your browser. Model: acvlab/ABot-World-0-5B-LF (built on Wan2.2-TI2V-5B) Code: amap-cvlab/ABot-World Project: ABot-World This Space runs a proper live backend/infrastructure (in the spirit of Overworld/waypoint-1-5): gradio.Server exposes ZeroGPU-friendly /startgame and /stopgame API endpoints p...