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44 contributions to AI Automation Society
๐Ÿš€New Video: Unlock the Full Power of Your n8n Agents (new instance MCP)
In this video, I break down n8nโ€™s new instance-level MCP and show you why it is a big upgrade from running your own MCP Server Trigger inside a workflow. I explain what it is, how it works, and the key differences you need to know so you can get the most out of it. I also walk through how to connect the new MCP to tools like ChatGPT, Claude, and Lovable so your AI agents can take real actions inside your n8n instance. Youโ€™ll see practical examples, simple use cases, and a full demo of how to think about using this in your daily life to automate tasks, speed up your workflow, and make your AI tools much more useful. If you want to understand how to unlock the full power of AI agents inside n8n, this video will show you exactly how to get started.
7 likes โ€ข 2d
Awesome @Nate Herk ! ๐Ÿš€ Thanks for the video โ€” I was just diving into the new instance-level MCP and this breakdown is exactly what I needed ๐Ÿคโœจ The practical examples are pure gold, and I think this upgrade will unlock huge opportunities inside n8n ๐Ÿ”ฅ Letโ€™s go! ๐Ÿ’ช๐Ÿค–
๐Ÿš€ RAG Battle: Gemini File Search vs. OpenAI Vector Store. Which one to choose?
Hello community! ๐Ÿ‘‹ The AI automation landscape is moving at breakneck speed. One of the current keys is equipping our agents with specific knowledge (RAG) without dying trying. Until recently, this required setting up complex pipelines with Pinecone, Supabase, etc. But recently, both ๐—š๐—ผ๐—ผ๐—ด๐—น๐—ฒ (๐—š๐—ฒ๐—บ๐—ถ๐—ป๐—ถ) and ๐—ข๐—ฝ๐—ฒ๐—ป๐—”๐—œ have launched solutions that promise to drastically simplify this process. I've been analyzing both options thoroughly, comparing costs, ease of use, and integration (especially thinking about workflows like n8n), and here is the final verdict. ๐Ÿ‘‡ ๐Ÿ”ฅ ๐—ง๐—ต๐—ฒ ๐— ๐—ถ๐—น๐—น๐—ถ๐—ผ๐—ป ๐——๐—ผ๐—น๐—น๐—ฎ๐—ฟ ๐—ค๐˜‚๐—ฒ๐˜€๐˜๐—ถ๐—ผ๐—ป: W๐—ต๐—ถ๐—ฐ๐—ต ๐—ผ๐—ป๐—ฒ ๐—ถ๐˜€ ๐—ฏ๐—ฒ๐˜๐˜๐—ฒ๐—ฟ? The short answer is: It depends on your priority. Are you looking for maximum economy and speed, or the most elegant integration into your workflow? ๐Ÿฅ‡ ๐—š๐—ฒ๐—บ๐—ถ๐—ป๐—ถ ๐—™๐—ถ๐—น๐—ฒ ๐—ฆ๐—ฒ๐—ฎ๐—ฟ๐—ฐ๐—ต ๐—”๐—ฃ๐—œ (๐—ง๐—ต๐—ฒ ๐—ž๐—ถ๐—ป๐—ด ๐—ผ๐—ณ ๐—˜๐—ฐ๐—ผ๐—ป๐—ผ๐—บ๐˜† & ๐—ฆ๐—ถ๐—บ๐—ฝ๐—น๐—ถ๐—ฐ๐—ถ๐˜๐˜†) If your priority is low cost and getting it running fast, Gemini is unbeatable. - ๐Ÿ’ธ ๐—”๐—น๐—บ๐—ผ๐˜€๐˜ ๐—ญ๐—ฒ๐—ฟ๐—ผ ๐—–๐—ผ๐˜€๐˜: Storage is currently free. Indexing a 120-page PDF costs less than $0.15. It's ridiculously cheap compared to the competition. - ๐Ÿš€ ๐—ก๐—ผ ๐——๐—ฎ๐˜๐—ฎ๐—ฏ๐—ฎ๐˜€๐—ฒ: Forget about managing external vector databases. Google takes care of chunking, embedding, and storage. Just upload the file and you're done. ๐Ÿฅˆ ๐—ข๐—ฝ๐—ฒ๐—ป๐—”๐—œ ๐—ฉ๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ ๐—ฆ๐˜๐—ผ๐—ฟ๐—ฒ (๐—ง๐—ต๐—ฒ ๐—ž๐—ถ๐—ป๐—ด ๐—ผ๐—ณ ๐—ก๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—œ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป) If you value a clean workflow and integrated tools within the OpenAI ecosystem. - ๐Ÿง  ๐—ก๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—œ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: It shines especially if you use n8n. You access the vector base directly via the OpenAI API, without weird extra nodes. - ๐Ÿ› ๏ธ "๐—•๐˜‚๐—ถ๐—น๐˜-๐—ถ๐—ป" ๐—ง๐—ผ๐—ผ๐—น๐˜€: It allows adding file or web search directly in the agent configuration, eliminating the need for external tools like Perplexity in many cases. It's a much more elegant design. ๐Ÿ“Š ๐—ฉ๐—ถ๐˜€๐˜‚๐—ฎ๐—น๐—ถ๐˜‡๐—ฒ ๐˜๐—ต๐—ฒ ๐—–๐—ผ๐—บ๐—ฝ๐—ฎ๐—ฟ๐—ถ๐˜€๐—ผ๐—ป (๐—˜๐˜…๐—ฐ๐—น๐˜‚๐˜€๐—ถ๐˜ƒ๐—ฒ ๐—œ๐—ป๐—ณ๐—ผ๐—ด๐—ฟ๐—ฎ๐—ฝ๐—ต๐—ถ๐—ฐ๐˜€) I have prepared detailed infographics for the community that visually summarize: - The quick verdict. - The brutal difference in prices. - How they differ from traditional RAG and their limitations (watch out, they aren't magic!).
๐Ÿš€ RAG Battle: Gemini File Search vs. OpenAI Vector Store. Which one to choose?
1 like โ€ข 2d
That will be in a future chapter ๐Ÿ˜‰ @Hicham Char
๐Ÿš€ Kiro: The IDE That Combines Advanced AI with Your Developer Judgment
Tired of AI generating code without context or having to review every single line? ๐—ž๐—ถ๐—ฟ๐—ผ changes the game. W๐—ต๐—ฎ๐˜ ๐—บ๐—ฎ๐—ธ๐—ฒ๐˜€ ๐—ž๐—ถ๐—ฟ๐—ผ ๐—ฑ๐—ถ๐—ณ๐—ณ๐—ฒ๐—ฟ๐—ฒ๐—ป๐˜? It's not just another code assistant. It's an ๐—ฎ๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐—œ๐——๐—˜ that manages the entire development lifecycle, from initial concept to production. ๐Ÿง  ๐Ÿญ. ๐—”๐—œ ๐˜๐—ต๐—ฎ๐˜ ๐˜๐—ฟ๐˜‚๐—น๐˜† ๐˜‚๐—ป๐—ฑ๐—ฒ๐—ฟ๐˜€๐˜๐—ฎ๐—ป๐—ฑ๐˜€ ๐˜†๐—ผ๐˜‚๐—ฟ ๐—ฝ๐—ฟ๐—ผ๐—ท๐—ฒ๐—ฐ๐˜ - Analyzes your existing code or initial concept - Generates automatic documentation - Understands the complete context of your application ๐Ÿ“‹ ๐Ÿฎ. "๐—ฆ๐—ฝ๐—ฒ๐—ฐ" ๐—™๐—น๐—ผ๐˜„: ๐—™๐—ฟ๐—ผ๐—บ ๐—ถ๐—ฑ๐—ฒ๐—ฎ ๐˜๐—ผ ๐—ฒ๐˜…๐—ฒ๐—ฐ๐˜‚๐˜๐—ฎ๐—ฏ๐—น๐—ฒ ๐—ฝ๐—น๐—ฎ๐—ป You say: "๐˜ˆ๐˜ฅ๐˜ฅ ๐˜Ž๐˜ฐ๐˜ฐ๐˜จ๐˜ญ๐˜ฆ ๐˜ญ๐˜ฐ๐˜จ๐˜ช๐˜ฏ" Kiro delivers: ๐Ÿ“„ Requirements documents (what and why) ๐Ÿ—บ๏ธ Detailed design plans (architecture + UI) โœ… Interactive task list ready to execute โšก ๐Ÿฏ. ๐—”๐—ด๐—ฒ๐—ป๐˜ ๐—›๐—ผ๐—ผ๐—ธ๐˜€: ๐—œ๐—ป๐˜๐—ฒ๐—น๐—น๐—ถ๐—ด๐—ฒ๐—ป๐˜ ๐—ฎ๐˜‚๐˜๐—ผ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป - Save a component โ†’ Kiro automatically creates unit tests - Customizable to your workflow - Saves you hours of repetitive work ๐Ÿ›‘ ๐Ÿฐ. ๐— ๐—ผ๐˜€๐˜ ๐—ถ๐—บ๐—ฝ๐—ผ๐—ฟ๐˜๐—ฎ๐—ป๐˜๐—น๐˜†: ๐—ฌ๐—ข๐—จ ๐˜€๐˜๐—ฎ๐˜† ๐—ถ๐—ป ๐—ฐ๐—ผ๐—ป๐˜๐—ฟ๐—ผ๐—น Kiro doesn't deploy anything without your approval: - Review generated code - Modify as needed - Approve before production ๐—ฅ๐—ฒ๐˜€๐˜‚๐—น๐˜: Quality code, AI speed, expert developer control. ๐—œ๐˜€ ๐˜๐—ต๐—ฒ ๐—ณ๐˜‚๐˜๐˜‚๐—ฟ๐—ฒ ๐—ผ๐—ณ ๐—ฑ๐—ฒ๐˜ƒ๐—ฒ๐—น๐—ผ๐—ฝ๐—บ๐—ฒ๐—ป๐˜ ๐—ฐ๐—ผ๐—น๐—น๐—ฎ๐—ฏ๐—ผ๐—ฟ๐—ฎ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ฏ๐—ฒ๐˜๐˜„๐—ฒ๐—ฒ๐—ป ๐—ต๐˜‚๐—บ๐—ฎ๐—ป๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—”๐—œ? Share your thoughts ๐Ÿ‘‡
๐Ÿš€ Kiro: The IDE That Combines Advanced AI with Your Developer Judgment
0 likes โ€ข 3d
Exactly, @Frank van Bokhorst ! ๐Ÿ’ฏ The human-in-the-loop approach is key: you make the decisions, and Kiro handles the heavy lifting ๐Ÿค–๐Ÿ’ช Do you work more in front-end, back-end or full-stack? Iโ€™d love to show you how Kiro adapts to your development style ๐Ÿ”Ž๐Ÿš€
1 like โ€ข 3d
Haha thatโ€™s a good sign, @Ryan Craig ! ๐Ÿ˜„๐Ÿ’ช Our goal with Kiro is exactly to avoid that โ€œreview every lineโ€ chaos and make sure the AI has full project context. Curious to hear โ€” whatโ€™s been your best experience with AI code generation lately? ๐Ÿ‘€๐Ÿค–
๐Ÿš€New Video: OpenAI Just Leveled Up n8n AI Agents (here's how it works)
Level up your n8n AI agents effortlessly! In this video, discover how to utilize OpenAI's Responses API as a powerful chat model to enhance your agents. I show you the quicker, easier method to bake in essential tools like web search and file search directly into your agents, bypassing the need for connecting other tools, messing with prompts, and building data pipelines for you knowledge base. Learn exactly why this new approach is a significant upgrade and how to set it up in n8n without writing any code, unlocking a new level of power and capability for your AI agents.
8 likes โ€ข 4d
Wow @Nate Herk ! ๐Ÿ”ฅ This looks like a huge upgrade for n8n agents ๐Ÿš€ Canโ€™t wait to test those native web + file search capabilities ๐Ÿ‘€ Thanks for breaking it all down so clearly โ€” super valuable! ๐Ÿ™Œ
โš”๏ธ Lovable vs Google AI Studio vs Antigravity: who actually wins?
Iโ€™ve been testing ๐—Ÿ๐—ผ๐˜ƒ๐—ฎ๐—ฏ๐—น๐—ฒ, ๐—š๐—ผ๐—ผ๐—ด๐—น๐—ฒ ๐—”๐—œ ๐—ฆ๐˜๐˜‚๐—ฑ๐—ถ๐—ผ, ๐—ฎ๐—ป๐—ฑ ๐—š๐—ผ๐—ผ๐—ด๐—น๐—ฒ ๐—”๐—ป๐˜๐—ถ๐—ด๐—ฟ๐—ฎ๐˜ƒ๐—ถ๐˜๐˜† these days, and I had to share this becauseโ€ฆ wow. People compare them as if they were the same thing, but each one plays a completely different sport. Hereโ€™s my honest take โ€” no fluff. ๐Ÿ’™ ๐—Ÿ๐—ผ๐˜ƒ๐—ฎ๐—ฏ๐—น๐—ฒ: ๐—ฝ๐˜‚๐—ฟ๐—ฒ ๐˜€๐—ฝ๐—ฒ๐—ฒ๐—ฑ ๐—ณ๐—ผ๐—ฟ ๐—ฝ๐—ฒ๐—ผ๐—ฝ๐—น๐—ฒ ๐˜„๐—ต๐—ผ ๐—ฑ๐—ผ๐—ปโ€™๐˜ ๐—ฐ๐—ผ๐—ฑ๐—ฒ Lovable is that friend who tells you: โ€œRelax, just describe what you want and Iโ€™ll build the app for you.โ€ If you donโ€™t have a tech background or you need to validate an idea fast, itโ€™s perfect. Why it shines: - ridiculously fast MVPs - simple apps without touching code - you can export the project later for real dev work - Its limit: when logic gets complex, Lovable starts to sweat. ๐Ÿ‘‰ ๐—œ๐—ณ ๐˜†๐—ผ๐˜‚๐—ฟ ๐—ด๐—ผ๐—ฎ๐—น ๐—ถ๐˜€ ๐˜๐—ผ ๐˜ƒ๐—ฎ๐—น๐—ถ๐—ฑ๐—ฎ๐˜๐—ฒ ๐—ผ๐—ฟ ๐˜€๐—ต๐—ถ๐—ฝ ๐˜€๐—ผ๐—บ๐—ฒ๐˜๐—ต๐—ถ๐—ป๐—ด ๐˜€๐—ถ๐—บ๐—ฝ๐—น๐—ฒ ๐—ณ๐—ฎ๐˜€๐˜, ๐—Ÿ๐—ผ๐˜ƒ๐—ฎ๐—ฏ๐—น๐—ฒ ๐˜€๐—ฎ๐˜ƒ๐—ฒ๐˜€ ๐˜†๐—ผ๐˜‚. ๐Ÿค– ๐—š๐—ผ๐—ผ๐—ด๐—น๐—ฒ ๐—”๐—œ ๐—ฆ๐˜๐˜‚๐—ฑ๐—ถ๐—ผ: ๐˜„๐—ต๐—ฒ๐—ป ๐˜†๐—ผ๐˜‚ ๐˜„๐—ฎ๐—ป๐˜ ๐˜๐—ต๐—ฒ ๐—”๐—œ ๐˜๐—ผ ๐—ฎ๐—ฐ๐˜๐˜‚๐—ฎ๐—น๐—น๐˜† ๐—ฑ๐—ผ ๐˜€๐—ผ๐—บ๐—ฒ๐˜๐—ต๐—ถ๐—ป๐—ด ๐˜‚๐˜€๐—ฒ๐—ณ๐˜‚๐—น AI Studio feels like: โ€œI want to build something with AI, but I donโ€™t want to jump into a full IDE yet.โ€ Great for people who have a bit of technical background and want more serious prototypes: chatbots, workflows, logic, small tools powered by AI. Where it shines: - experimenting with Googleโ€™s models - building AI-powered features - quick prototyping for ideas that depend heavily on AI ๐Ÿ‘‰ ๐—œ๐—ณ ๐˜†๐—ผ๐˜‚'๐—ฟ๐—ฒ ๐—ฎ๐—น๐—ฟ๐—ฒ๐—ฎ๐—ฑ๐˜† ๐—บ๐—ถ๐˜…๐—ถ๐—ป๐—ด ๐—ฐ๐—ผ๐—ฑ๐—ฒ + ๐—”๐—œ, ๐—”๐—œ ๐—ฆ๐˜๐˜‚๐—ฑ๐—ถ๐—ผ ๐—ถ๐˜€ ๐—ฎ ๐˜ƒ๐—ฒ๐—ฟ๐˜† ๐˜€๐—ผ๐—น๐—ถ๐—ฑ ๐—บ๐—ถ๐—ฑ๐—ฑ๐—น๐—ฒ ๐—ด๐—ฟ๐—ผ๐˜‚๐—ป๐—ฑ. ๐Ÿš€ ๐—”๐—ป๐˜๐—ถ๐—ด๐—ฟ๐—ฎ๐˜ƒ๐—ถ๐˜๐˜†: ๐—š๐—ผ๐—ผ๐—ด๐—น๐—ฒ ๐˜€๐—ต๐—ผ๐˜„๐—ถ๐—ป๐—ด ๐—ต๐—ผ๐˜„ ๐˜„๐—ฒโ€™๐—น๐—น ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ ๐˜€๐—ผ๐—ณ๐˜๐˜„๐—ฎ๐—ฟ๐—ฒ ๐˜„๐—ถ๐˜๐—ต ๐—”๐—œ ๐—ถ๐—ป ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ This is where my brain exploded. Antigravity is not an editor. Itโ€™s a ๐—ฑ๐—ฒ๐˜ƒ๐—ฒ๐—น๐—ผ๐—ฝ๐—บ๐—ฒ๐—ป๐˜ ๐—ฒ๐—ป๐˜ƒ๐—ถ๐—ฟ๐—ผ๐—ป๐—บ๐—ฒ๐—ป๐˜ ๐˜„๐—ถ๐˜๐—ต ๐—ฎ๐˜‚๐˜๐—ผ๐—ป๐—ผ๐—บ๐—ผ๐˜‚๐˜€ ๐—ฎ๐—ด๐—ฒ๐—ป๐˜๐˜€ that actually work for you: they plan, generate structure, install deps, write code, debug, document, testโ€ฆ while you direct the whole thing. What you can do here: - complete apps with backend + frontend - multiple agents working in parallel (one builds, one fixes, one optimizesโ€ฆ) - integrated browser that tests your own app - support for Gemini 3 Pro, Claude Sonnet 4.5 and GPT-compatible models This is no longer โ€œAI helps youโ€. This is ๐—”๐—œ ๐—ฑ๐—ฒ๐˜ƒ๐—ฒ๐—น๐—ผ๐—ฝ๐—ถ๐—ป๐—ด ๐˜€๐—ถ๐—ฑ๐—ฒ-๐—ฏ๐˜†-๐˜€๐—ถ๐—ฑ๐—ฒ ๐˜„๐—ถ๐˜๐—ต ๐˜†๐—ผ๐˜‚.
โš”๏ธ Lovable vs Google AI Studio vs Antigravity: who actually wins?
0 likes โ€ข 9d
Great question @Hicham Char ! ๐Ÿ™Œ From what Iโ€™m seeing so far, itโ€™s actually a mix of both: ๐Ÿ”น Cost & speed โ€” Some developers are routing simpler or repetitive tasks to the fastest/cheapest model just to optimize workflow efficiency. ๐Ÿ”น Model capability โ€” But when the task requires deeper reasoning, creativity, or more complex context-handling, they switch to the model thatโ€™s strongest in that specific area (Gemini, Claude, GPTโ€ฆ). So the real power of Antigravity isnโ€™t just model switching โ€” itโ€™s being able to choose the right model at the right moment inside the same workflow. And that flexibility is exactly whatโ€™s making things so interesting heading into 2025. ๐Ÿš€
1 like โ€ข 5d
@Mathan Singh ๐Ÿ‘Œ
1-10 of 44
@joan-marquez-5213
๐Ÿš€ Co-fundador de ๐Ÿงฐ Tool Box | IA, Automatizaciรณn y Crecimiento ๐Ÿ“ˆ | Transformamos procesos manuales en sistemas inteligentes.

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