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Enterprise-grade open-source AI inference at unlimited scale.Open
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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 -
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James🛠️ 1 tool 🙏 1 karmaJun 24, 2026@Clear CortexFounder here 👋 I built Clear Cortex because the chat window is the wrong shape for real work. Every new conversation starts from zero — you re-paste the same context, re-explain the same project, and the good answers disappear into scrollback you'll never find again. So the model here is flipped: your work lives in a workspace you own, and the AI comes to it. Every leading model — chat, image, audio, code — works from the same canvas behind one login and one pot of credit. And every answer is cited back to the exact source it was built from, so you can open it a week later and still trust it. -
Waitlist
I'm in early beta and I'm managing to orchestrate my 3 openclaw agents with my 2 claude code sessions. It's cool, maybe this is the future. -
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Chatsistant has completely transformed how we run our business. Its custom LLM framework and RAG technology allow us to automate lead generation, streamline customer support, and create consumer-facing products with ease. With multi-platform integration like WhatsApp and Slack, plus API and webhook connections, we’ve customized workflows and scaled seamlessly. The AI Supervisor ensures all chatbots perform efficiently, while multilingual support helped us reach new markets. From automating tasks to optimizing operations, Chatsistant is more than a tool... it’s a true game-changer. If you’re ready to innovate, Chatsistant.com is the way to go! -
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Verified tools
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OpenFree to try, sadly Image Generation is too expensive to be 100% free. I update the info to be more clear about that! - SponsorFlow - 4x faster than typing🎤 Dictation
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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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If you want an AI RPG that can do 5e, this is closer than any other one you'll find out there.
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Great and easy to use chatbot.... It is my personal advisor...
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Can’t say the app is that bad. It might take a bit of time to get used to, but based on my experience, it produced some good results. I'd say it's worth giving it another chance. Have fun!
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Build, deploy, and govern autonomous enterprise AI agents with total data sovereignty.OpenAs founder, this was a great product for working on for enterprise teams, and looking forward to more releases -
Great product to offload the data analytics workflow.
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We have conducted a practical test on this software, and its comprehensive operational performance is excellent. Despite being a newly launched product, it boasts outstanding operational stability; crucially, it adopts a budget-friendly pricing model with prominent cost performance, which makes it highly adaptable and user-friendly for startups and independent AI developers.
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Chain AI tasks with no-code into workflows for chatbots, video, documents, andOpenThis tool removes all of the prep work of getting an LLM API endpoint running. I can try out ideas quickly and see within minutes whether an endpoint concept actually works. And when it does, moving it into a production app is about as easy as it gets. -
The OLD design gave me such nostalgia, i love it!!!!! 100 free tries per day is so good, really like please more!
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I only used it to generate product images using a seed picture and a prompt. I was pleased with most of the results.
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Its absolute third class and terribly made. Registration itself is made very poorly.
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Thrilled to kick off the discussion on the launch of AIRapGen – the game-changing free AI rap generator that's set to revolutionize how we create raps, beats, and full tracks! As a hip-hop head who's spent countless hours in the studio battling beat machines and lyric pads, I've been dreaming of a tool like this. AIRapGen isn't just an app; it's a powerhouse of AI music generation that puts professional rap production in everyone's hands, whether you're a seasoned MC, a bedroom producer, or just someone with fire bars in your notes app. Let's break down why AIRapGen stands out in the AI landscape. This platform uses cutting-edge algorithms to turn your text prompts into unique raps and beats up to 8 minutes long – all for free! Start with a simple input like "gritty trap rap about rising from the streets with heavy bass and aggressive male vocals," and watch the magic happen. The text-to-rap AI analyzes your words, generating lyrics that rhyme, flow, and hit hard, while layering in custom beats. You get full control: pick genres from classic boom-bap to modern trap, moods like hype, introspective, or party-ready, voices ranging from deep baritones to high-pitched flows or even robotic effects, instruments such as 808 drums, synth leads, or piano keys, and tempos from laid-back 80 BPM to rapid-fire 160 BPM. Want just the beat? Opt for instrumental tracks without lyrics – perfect for freestyling over or using in projects. The beauty is in the simplicity: Input up to 3000 characters for lyrical tracks or 200 for instrumentals, hit generate, and download your creation instantly. No pricey software, no steep learning curve – it's all online, accessible from any device. As we launch in September 2025, we're rolling out features like extended track lengths and improved AI for more natural vocal synthesis, ensuring your raps sound studio-ready. Plus, everything's original and royalty-free, so no worries about samples or clearances. Diving into use cases, AIRapGen is incredibly versatile across scenes. For aspiring rappers and musicians, it's a creative accelerator – prototype verses and hooks in seconds, experimenting with styles to find your sound. I've already generated a trap banger about urban hustle, and the AI suggested rhyme schemes that elevated my game. Content creators and influencers, this is your secret sauce for social media dominance: Whip up custom raps for Instagram Reels or TikTok challenges, or drop beats for YouTube vlogs that stand out from stock music. Educators and students, get ready to transform music classes. Demonstrate how mood shifts with tempo or how instruments build tension in rap – students can input themes in real-time, learning composition hands-on without needing gear. Event planners and hobbyists? Personalize soundtracks for cyphers, parties, or podcasts – imagine a custom hype track for a birthday bash or chill instrumentals for a chill session, all generated on the fly. Marketing and advertising folks, listen up: AIRapGen is a goldmine for branded content. Create catchy rap jingles for ads or promotional tracks that capture your campaign's essence, iterating quickly to nail client visions. Game developers can score levels with dynamic beats, filmmakers add rap narrations to scenes – the possibilities are endless. And for podcasters, generate intro/outro raps that hook listeners from the jump. But AIRapGen is more than features; it's about empowering the culture. In an era where AI tools are booming – from image gens to writers – this one zeros in on rap, a genre rooted in storytelling and rhythm. We've built it ethically, focusing on originality to honor real artists, not replace them. The community potential is huge: Share your gens, remix with friends, and build a vibe in forums. Let's start here – what's your first prompt? Mine was "motivational rap about chasing dreams with uplifting synths and female vocals," and it delivered pure fire! Ease of use is unmatched: Intuitive interface with guides for newbies, high-quality exports, and no data mining – your creativity stays yours. If you're into beat maker AI, generative rap AI, or mood-based rap AI, this is the spot. I've tested dozens of tracks in beta, and each one's surprised me with its authenticity. Pro tip: Mix genres like "fusion rap with jazz elements" for wild results! In essence, AIRapGen is a catalyst for rap innovation, turning ideas into bangers without barriers. Shoutout to the team for this launch – excited to see the cypher grow. Drop your thoughts, share your first tracks, and let's elevate the game! #AIRapGen #AIRapGenerator #TextToRap #BeatMakerAI #GenerativeRapAI #FreeAIMusicMaker #AICompositionTool
Other tools
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Create immersive AI-powered roleplay adventures with instant image generation.Open -
Open - Didn't find the AI you were looking for?
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Played around with this a bit — the benchmarking and evaluation side feels especially useful for teams testing multiple models at scale.
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This is going to be a contender in the Chat era. I tried it and it pulled information up that others could not. You have to be very precise when asking a question to get a correct response. I like it.
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I don't know when it started to offer it, but in a youtube channel: https://www.youtube.com/@ColeMedin. I found a video promoting this AI site in order it supply you with a lot of AI tools offering all LLMs in one place, even you can create some images having a playground like ChatGPT Canvas option... So I think for the price they offer (10$ for 2 months as the first is free) is much cheaper than 20$ VATs of the most LLM business like ChatGPT, Claude, Gemini... So if you dont pay for any of those or even if you pay for them, give this one a try only for that sale. Maybe you dont like it at all but in my opinion is one of the best I could find in this times
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AI graffiti artist creating vibrant urban street art.OpenThis tool is amazing! I was able to create fun and expressive images for use at a Talent Show. Creative genius guy who made this! -
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AI-powered YouTube tag generator for better discoverability.Open -
Transform emotions into AI-generated art.Open -
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AI-powered script generator for captivating educational content.Open -
Craft AI-powered Skyrim stories with your choices.Open -
Craft immersive RPG adventures with AI-powered storytelling.OpenDoesn't listen to text unless it fails to put it in captions or titles. -
Generate Honey Singh-style lyrics instantlyOpen -
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Expert in understanding and discussing rap music history, culture, and artists.Open -
Guiding players through the Dream of the Red Chamber RPGOpen
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Crafting interactive RPG adventures tailored by player choices.Open -
Your Expert Assistant for setting up businesses in RAK DAO UAE Freezone.Open -
Explore a virtual dating world with diverse AI girlfriends.OpenI'm blown away by this girlfriend GPT! It's hard to believe you can get such a diverse experience from a custom GPT. Loaded with a variety of girlfriend characters, each customizable in their own way, and with unique personalities and tones to boot. The cherry on top? It's all free. Can't wait to see what new characters the developer brings to the table! -
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Dive into a world of complete freedom and fantasy.Open -
Facilitator of a PG-13 criminal interrogation role-playing game.Open -
Automated solution for effortless radiological calculations and interpretations.Open -
Generates research paper titles from abstracts or introductions.Open -
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Expert and approachable X-ray analysis guide for education and learning.Open -
Deep Wuxia RPG experience with visual storytellingOpen -
A single-player RPG game storyteller with multi universe choice.Open -
Interactive UTM Tag Generator for marketing campaigns.Open -
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Create rich, tactical RPG battle maps instantly.Open -
Expert in banking and finance regulations, leveraging SEC data.Open -
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A source of factual information from the Law of One.Open -
Generates complex rap lyrics with a focus on battle and strategy.Open -
Breaking down classic literature with playful rhymes.Open
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Multilingual RPG and D&D adventure AI with image generation.Open -
Supporting medical professionals in radiographic image analysis.Open -
Choose your fighters, let NY Rappers battle for the crown!Open -
Assisting RPG Game Masters in crafting immersive game worlds.Open -
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Easily format and optimize your documents.Open
