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AgentSwarms — Our Biggest Release Yet: 100+ Executable Framework Notebooks, Voice Agents, Website Embeds & More TL;DR — what's new: -103 executable, in-browser notebooks across 9 agent frameworks — no setup, run every cell live. -Voice agents you build with speech-to-text + text-to-speech and talk to right in the browser. -Website embeds — drop a standalone agent or a multi-agent task bot onto your own site with one iframe. -30 interactive field-engineering blogs + 25 interactive presentation decks -9 hands-on failure-mode labs + a 38-cell failure-modes notebook covering 12 real production failures -17 free, no-login interactive AI tools -Detailed swarm execution traces — tokens, cost, latency, every handoff -20 runnable industry templates AgentSwarms is a learn-by-building platform for Agentic AI: build, run, test, and ship AI agents and multi-agent swarms — and actually learn the frameworks by running real code, not reading about it. This is our largest update to date. Here's everything that's new. 1. Framework-specific notebooks with executable cells — learn every major agent framework by running it We shipped 103 notebooks with live, editable cells that execute right in your browser — zero installs, zero API keys to wrangle. There are dedicated, in-depth tracks for OpenAI Agents SDK, Google ADK, LlamaIndex, Mastra, LangChain, LangGraph.js, and AWS Strands SDK — plus Vercel AI SDK and VoltAgent. Each track walks the whole arc: fundamentals → typed tools → multi-agent handoffs → memory → guardrails → evaluation, with clear, beginner-friendly explanations next to code you can change and re-run. Start here: https://agentswarms.fyi/notebooks 2. Build voice agents with TTS + STT — give any agent a voice and talk to it You can now turn any agent into a voice agent using a speech-to-text → LLM → text-to-speech pipeline, pick from 11 studio voices, and talk to it live in the Voice Playground — tap the mic, speak, and hear it answer back. Fork a ready-made sample to get started in seconds. Because voice runs on the same engine as chat, your tools, RAG, memory, and guardrails all carry straight over. Try it: https://agentswarms.fyi/voice-playground 3. Build an AI backend and embed agents + multi-agent task bots on your website Ship what you build. Embeds turns any agent or swarm into a widget you paste into your own site with a single iframe — no backend to stand up. Choose an Agent embed (a streaming chat panel that answers with the agent's full brain) or a Swarm embed (a run-and-return task bot where a whole multi-agent workflow executes server-side and returns the result). Every embed gets domain-locked API keys, a per-embed daily request cap, and serves anonymous visitors with no login. Details: https://agentswarms.fyi/docs/embeds 4. New interactive field-engineering blogs and presentations Our library now includes 30 field-engineering blog posts, each with custom interactive visuals you can click through — covering AI agents in financial services, multi-agent simulation, deploying MCP servers to AWS/Azure/GCP, voice agents, security, retrieval, cost control, and framework deep-dives. Alongside them are 25 interactive presentation decks on everything from LLM internals to multi-agent orchestration and LLMOps. Read them: https://agentswarms.fyi/blog 5. A lot more failure-mode labs and notebooks Real agents fail in ways demos never show, so we built the practice ground for it: 9 hands-on failure-mode labs in the swarm canvas that inject a real fault — a coordination deadlock, a cascading error, a runaway loop, a prompt injection — and then grade your fix. They're backed by a 38-cell "Failure Modes Lab" notebook that reproduces 12 production failure modes (hallucinations, sycophancy, RAG poisoning, context rot, cost blow-ups, goal drift, and more) and ships the exact fix for each. Start at https://agentswarms.fyi/learn 6. Free interactive AI tools We added 17 free, no-login browser tools for everyday agent work: a RAG chunking visualizer, prompt-injection tester, semantic chunker, swarm-architecture visualizer, PII redactor, multi-agent token-cost calculator, LLM-as-a-judge builder, tool-schema generator, GraphRAG triplet extractor, synthetic RAG-eval dataset generator, and more. Open and use them instantly: https://agentswarms.fyi/tools 7. Detailed swarm execution traces Every multi-agent run is now fully traced and replayable. Step through each node's inputs and outputs, every tool call and handoff, and read per-run token usage, cost, and latency on a timeline — the raw material for debugging, evals, and cost dashboards. No more guessing why a swarm did what it did. 8. More runnable industry templates We expanded the template library to 20 one-click, runnable industry templates — support triage / knowledge-base agent, research RAG, sales outreach, code reviewer, CRM data cleanser, long-context analysis, and more. Each spins up a working agent or swarm you can run immediately and adapt. Browse them: https://agentswarms.fyi/templates -
Steven🙏 1 karmaNov 27, 2025@SupawriteGood tool. I've tested a bunch of these over the past 6 months. Supawrite is on the expensive side for what you get, but granted it produces great articles (and has a cute mascot). Casper Content is a little bit cheaper and is just as good in terms of keyword/topic research and the quality of articles written. Outrank is probably bottom of the list for article quality and consistancy. -
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Generate SEO-optimized articles with real-time research and fact-checking.Open
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good for beginners & really awesome features, yet to be integrated within themselves -
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Built with passion. Thanks for your support. - cheers Solo founder :) -
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Search and chat across multiple developer documentation sources in one place.Open
Verified tools
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Been using TranscriptTool whenever I need to quickly turn short videos into text. I like that it keeps things simple and makes it easier to review claims or pull quotes without having to watch clips repeatedly. Handy tool for anyone dealing with video content regularly.
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Hi Marc, thanks for your comment! Let me know if there is anything to improve.
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Currently using it for handling basic FAQs and simple actions and it's doing the job. The no code part makes everything straightforward. Replies are fast and natural. Nice tool option if you're looking to simply add a chatbot without dealing with the complex stuff.
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Thank you so much! If you have any questions about usage, we are happy to help!
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I like Needle very much, it helps me a lot as it saves me so much time that I would otherwise waste on unnecessary searching, thank you very much Needle :)
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Suppppeeeeerrr! Wowwww! Mindsmith is absolutely fantastic! It is incredibly useful, easy to use, and very professional.
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SCORM-compliant, Interactive course builder, personalized learning, tools instructional designers, Teacher toolsOpenI’ve been using Mexty for a few weeks now and it honestly makes lesson creation so much easier. The interface is clean, and I can build interactive content in minutes without needing to code. It’s been super helpful for saving time and still getting professional results. -
Create high-quality multimodal eLearning in minutes from text prompts or documentsOpenIt's an amazing product that generates eLearning from a document or text prompt. It also has a full editor for tweaking after the generation. We use this exclusively for producing our commercial eLearning. Ready in minutes. -
its very limited, not Free at all 19 Dollars per month
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Extract Wisdom from Any Link -- 6 AI Models, Haiku 4.5 SynthesizedOpenExtract wisdom from YT, websites, PDFs, any link. Multiple models catch what single perspectives miss. Organized thematically. Honest about uncertainty. Built for understanding, not compression. All feedback welcome! -
Young and promising tool, love the grounded query prompt volume, less expensive than more of the leaders but a bit less mature. good for solo or small business
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Still surprised these guys haven't made a full release yet, its already has a lot of features than I thought it would - I personally use their hostedgpt for organizing my threads the interface is much better than chatgpt but they didnt add a settings features to it yet - for chatbot building its fully flesh-out couldnt have choosen a better service!
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Hi Really like this idea. Helps to brainstorm the idea based on research from various data sources
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What stood out was explainability. The Reasoning panel shows exactly how the advice follows from hexagram → line texts → question context. It felt more like a decision journal than a “fortune.”
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Great idea, but does not find what you are looking for-about the same as Google Scholar
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OpenIt's completely free, I created lots of posts with it
Other tools
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it got nothing free (absolutely). it only lets you write 300 characters (not words) then asks to pay for the citations. but if your paying, this might be the best one your looking for.
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- Didn't find the AI you were looking for?
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I gave up after problems with setting up an account - it was confusing and glitchy. There is https://www.heightsplatform.com, and after registering (which was problematic, I was redirected to https://www.creatorclimb.com/ , 2 different accounts. I'm not sure why; it was not explained; the links between them were not clear; the interface was clunky. I couldnt log in at the end and gave up (6 emails sent, password change requested, nothing worked). Abandoned this tool due to experience.
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I have tried Trial version to create the first course. It was possible to generate just one Quize for 1 module only (out of 5). It was not possible to create Module script. When after spending time on course preparation I wanted to generate the course, the text I could read was: "Something went wrong, contact the support".
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As the service was in beta-testing stage, I created there a dozen of AI-generated courses for free. I wanted to use them. Those courses remained in my account as they started subscription tiers. But recently I have found out that they were deleted. The support didn't answer to my e-mail at all.
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Comprehensive course outlines, lessons, and assessments within seconds.
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AI agent crafts financial analysis memos from diverse data sources.Open -
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Astonishingly powerful and freely accessible, OpenAI's latest open-source model is a mind-blowing leap in AI—your miracle tool for language, logic, and limitless creation.Open -
Transform any topic into a complete online course in 15 seconds.Open -
AI-powered tool to create engaging training course outlines instantly.OpenI used 2 of my Interest Topics and it seems to have gotten a good outline, when reading through the outline I thought of other information that I could add to it if I wanted to. -
Multilingual welding expert citing information sourcesOpen -
Advising on water management and infrastructure development.Open -
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Open Source Guide for Everyone: First time contributors, maintainers, and the curious.Open -
In-depth fact checking and source evaluation for written content.Open -
Conduct insightful five forces analysis with AI.Open -
Expert in online course creation, offering detailed feedback and tailored advice.Open -
OpenI regularly instruct students to use this GPT for their history assignments by showing them a compare and contrast with the base ChatGPT and this specific extension. Highly recommend for historians! -
Expert in academic references and citations, helping you avoid plagiarism and cite correctly.Open -
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Creates eLearning content and assists in creative writing.Open -
OpenIt doesn’t help you find sources, it just tells you where they van be found. -
Specialist insights from diverse expertise sources.Open -
Clarifying complex financial concepts with academic sources.Open -
Assisting in academic queries with reliable knowledge and relevant sources.Open -
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Expert on Marxism from Chinese sources, adept in multilingual dialogue.Open -
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Non-professional advice on sources of your alimentsOpen -
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Proficient SEO content Writer, Uses Top Articles from Searches as SourcesOpen -
A research assistant for thesis work, providing factual and academic guidance.Open -
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Adaptive seismic monitor with extensive data sources.Open -
Get the best out of Shopify Analytics and Shopify GA4 data.Open -
Expert in scientific writing, data analysis, and figure interpretationOpen -
Debate Journalism Ethics With a J-School ProfOpen -
Update your in-text citations with new sources effortlessly.Open
