Tools Bench.

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

Last Brew Time: Oct 29, 2026, 12:24 PM PT

Sources

GitHub

An agentic skills framework & software development methodology that works.

Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + More

The design vocabulary for your coding agent. Steer with polish and bolder, review with critique and audit, catch AI slop before it ships.

DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/ .

Turn Claude Code into a full game dev studio — 49 AI agents, 72 workflow skills, and a complete coordination system mirroring real studio hierarchy.

Product Hunt

Dedica tests your website the way AI agents use it, then gives your team a fix for every place they fail. Muse, Instinct, GrokBot and other agents now browse, compare and sign up on people's behalf. Dedica runs 125 checks (for free) to see if they can use your site, and gives you a fix for every issue to hand to your coding agent.

bytemail is a native Mac email app built in Swift. Gmail, iCloud, Outlook, Yahoo, Fastmail and any IMAP account in one fast window. New mail and sign-in codes grow out of your MacBook's notch, Undo Send flies a paper plane through it, and desktop widgets show what's unread. Tracking pixels are blocked, look-alike senders flagged, and your mail never touches our servers. Snooze, rules, one-click unsubscribe, and an MCP server for Claude and other AI apps. iPhone beta included. 7-day free trial.

AI agents don't just generate answers anymore. They take actions, call tools, and access real data. BotGauge helps engineering teams find where agents break before users do. Run adaptive red-team attacks and evals, catch security and behavioral failures, and replay every issue with full traces. Turn failures into regression tests, continuously retest as your agents evolve, and monitor their behavior in production. One reliability layer from development to deployment.

Fraud Blocker is an AI-powered platform that blocks invalid ad traffic from bots, click farms, and AI agents, ensuring enterprises, marketers, and agencies pay only for real clicks and genuine leads. It uses AI agents trained on billions of clicks and IPs to identify sophisticated invalid traffic that traditional filters miss, then explains why each click or IP was blocked. This helps protect budgets, improve conversion quality, and reduce wasted ad spend.

185

Say ta-ta to manual work, and get the right answers without messing with UTMs, spreadsheets or...anything else. See where marketing spend produces revenue, and get alerts straight to WhatsApp when something actually needs your attention. Integrate offline spend, share views to align the entire team, and finally stop guessing with your budget. Get to the insights that matter, so you can decide exactly where to put your next euro.

Trigger.dev Webhooks let you build AI agents on top of the services your customers already use, like Slack, Supabase and Stripe. A GitHub pull request can start a code review agent, a new Sentry issue can start an agent that writes the fix, and a Stripe refund can wait for a human to approve it in Slack.

YC Launch

Test your agent in stateful clones of the apps it works in Hue · Fall 2026 · B2B Tags: Developer Tools, Infrastructure, AI. Website: https://hue.run/

Hacker News

Hello HN! Wonderhop is a small browser game with no account needed to play, everyday there are 4 rounds of 7 quesitons like "Name a food that a lot of people hate" The goal depends on the mode: Either gives the answer most people would give, the one no one would give, the oldest answer or the most recent one and there's a leaderboard for the day. The most interesting part of the project was understanding answers that are typed freely and in 10 languages, there was some typos, plurals, nickname,... (124 points, 98 comments).

About 11 months ago i revived the amazing but unfortunately unmaintained spotify-tui. Since then I have been working on it almost non stop, finding a lot of problems on the way. One of the main issues I ran into were the Spotify web API rate limits. Third party clients like spotatui are dependent on a developer app made in the Spotify developer dashboard, which get rate limited a lot and Spotify has slowly been deprecating endpoints from it. The workaround for this used to be using a shared clie... (92 points, 19 comments).

Hi HN, I'm Richard, founder of Native. I'm working on open-source context ownership, to stop AI centralisation: https://github.com/withnative/native My first focus has been making Markdown vaults powerful enough so that teams can self-host all of their context (messaging, docs and projects), without it being externally fragmented or rate-limited. I'm sharing some early results: Markdown vaults can be 40× more efficient with SQLite! https://www.withnative.ai/research-and-posts/markdown-contex...... (10 points, 0 comments).

Hey HN, we recently open sourced our Consumer Agent Testing Tool to help teams iterate against proprietary assistants like Muse and Instinct. We built this to reduce our own frustrations with building an MCP/API for these agents to consume. The problem: testing against these tools is hard! Agent memory + account statefulness make reproducibility, in the ways required for repeatable/reliable outcomes, between agents and the APIs/MCPs they interact with very challenging. The solution: CATT lets de... (9 points, 2 comments).

Hey everyone! Joshua and Egbert from TalkJS here. Today we're launching Tori, an AI support agent built for difficult product questions. Other tools we tried struggled with the technical questions we get at TalkJS, so we built our own. One of our test questions was: "How can I add two-way sync between TalkJS and my Minecraft mod?" Our docs never mention Minecraft, and TalkJS does not have a Java SDK. Tori figured out how a Java Edition mod could use Kotlin, found our Kotlin Data API even though... (6 points, 1 comments).

HF Spaces

generate a video from an image with a text prompt Wan2.2 14B Preview is a Hugging Face Space tagged with gradio, mcp-server, region:us. It has 1078 likes on Hugging Face.

Benchmarks and news on various repros of TypeSafe's Jev Who is rebuilding TypeSafe's Jev (System One / RLCD) in the open? This static Space opens on the Decision Index leaderboard; the News tab tracks the artifacts in one combined grid, color-coded by kind: Decoding: parallel constrained decoding on stock models (inference technique, no new weights) Diffusion: text diffusion models run in a "Jev mode" Trained: Jev-like scoring heads and fine-tunes, weights often on the Hub, promised models listed last Prior art: "this already exists" claims Explainers: architecture speculation, explainers, benchmarks and roundups Cards sort by a trending score: ♥ likes on X + 5 × GitHub stars + 8 × Hub likes...

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...

Head swap with the BFS LoRA on Qwen-Image-2.1 (+turbo) Head/face swap demo for the BFS bfsheadv1qwen2.1 LoRA on Qwen-Image-2.1, with an optional Viggle turbo 6-step mode. Example inputs are cropped from the example images in the BFS model repository (MIT license). Qwen-Image-2.1 and the Viggle turbo LoRA are under the Qwen Research License (non-commercial). Do not use or share results involving people who have not given consent. BFS Best Face Swap is a Hugging Face Space tagged with gradio, mcp-server, region:us. It has 588 likes on Hugging Face.

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...

Semantic search for 3D assets: USD + RTX simulation previews SimReady Central USD Search — single-container demo (OpenSearch + Neo4j + Redis + deepsearch-api + asset-graph-service, SigLIP2 embeddings via a local siglip2-triton process — see docker/Dockerfile.hf-space-gpu). Runs on a GPU hardware tier (rtx-pro-6000), unlike the free-tier docker/Dockerfile.hf-space variant, which routes SigLIP2 to NVCF instead. The index itself is pulled from the artifact S3 bucket at container startup, not baked in. Deployed by github.com/NVIDIA-dev/simready-central-indexing-internal's python -m pipeline.run_pipeline deploy-space-gpu. Third-party notices: THIRDPARTYNOTICE.md. SimReady Central is a Hugging Fac...