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Sahil Mohan Bansal๐ 267 karmaNov 13, 2024@CodeRabbitReducing manual efforts in first-pass during code-review process helps speed up the "final check" before merging PRs -
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AgentSwarms โ Our Biggest Release Yet: 100+ Executable Framework Notebooks, Voice Agents, Website Embeds & More TL;DR โ what's new: -103 executable, in-browser notebooks across 9 agent frameworks โ 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 โ 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 โ 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 โ 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 โ learn every major agent framework by running it We shipped 103 notebooks with live, editable cells that execute right in your browser โ 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 โ plus Vercel AI SDK and VoltAgent. Each track walks the whole arc: fundamentals โ typed tools โ multi-agent handoffs โ memory โ guardrails โ 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 โ give any agent a voice and talk to it You can now turn any agent into a voice agent using a speech-to-text โ LLM โ text-to-speech pipeline, pick from 11 studio voices, and talk to it live in the Voice Playground โ 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 โ 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 โ 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 โ a coordination deadlock, a cascading error, a runaway loop, a prompt injection โ 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 โ 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 โ 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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Protaige really made my life easier in creating Campaign across different platforms in a single click just by providing my Briefs. Thank you! Awesome Time Saving AI Tool. Really loved using it. -
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Really smooth experience with Vivgrid, makes taking agents to production way easier. -
Test Management by Testsigma | Test Faster with AIOpen
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Echother is exactly what I was looking for to speed up our meetings. While other tools trap you in $X/month subscriptions for basic transcription, echother does something different, it connects your meeting discussions to your actual codebase and generates Jira tickets with real context. The repo-aware ticket generation cut our sprint refinement time in half because we stopped re-explaining everything. Instead of vague tickets that need clarification later, we get tickets with file references, implementation patterns, and technical context pulled directly from our code. It's saved us 10+ hours per week that used to disappear into coordination overhead. No corporate fluff, just meetings that actually turn into actionable work.
Verified tools
- SponsorFlow - 4x faster than typing๐ค Dictation
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Great tool, easy to get started building AI-native apps, and it has a depth of features needed for production usage
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From prompt to tested production agents in hours.Open -
Iโve added the newest OpenAI models to n8nChat! - gpt-4.1-nano - gpt-4.1-mini - o4-mini - gpt-4.1 - o3 This update is currently live in the Firefox version, however the Chrome version is still pending Google approval for the update.
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Outreach for passive candidates used to eat up hours every week. This automates the initial connection and follow up so i can focus on actual conversations with interested people. Our pipeline has doubled without adding headcount.
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Scrollsequence is a game-changer for interactive storytelling! Smooth animations, intuitive setup, and impressive control over scrolling sequences make it perfect for engaging web experiences. Highly recommend for designers and developers looking to elevate their sites. ๐
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As a student juggling classes and deadlines, this tool is a lifesaver. It helps me stay on track without having to manually check everything.
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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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New: Added a batch of new templates covering more scenes and use cases, ready to use out of the box Improved: Polished some UX details for smoother operation Fixed: Fixed some known issues to improve stability
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Didn't really do the graphs that i thought it would do. Good for simple graphs, like for a presentation
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Base44 is an AI-powered platform for building fully-functional apps with no code and minimal setup hassle. The platform leverages advanced AI technology to translate simple, natural language descriptions into working apps. Letโs make your dream a reality. Right now.
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AI-powered code reviews that accelerate pull requests and improve code qualityOpenI signed up for early access and have been using codoki for a few months now, eventually brought it into my team as well. Great tool, simple to use, not overwhelming and has caught things in a way thats actually digestible -
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Build AI Mobile & Web Apps - No Code, No Api KeysOpenI built my fitness app and published it to both App Store and Google Play in just 3 days. OnSpace AI handled all the mobile development complexity. I'm now earning from in-app subscriptions. -
I've been using Zoer.ai for the past few months to build custom business applications, and it's honestly transformed how I approach development. What sets it apart is the intelligent AI chat interface that actually understands your business requirements and generates production-ready code. The multi-stage generation pipeline is incredibly smart - it doesn't just spit out generic templates, but creates tailored Next.js applications with proper database schemas, API endpoints, and even UI components that match your specific needs. The PostgREST integration means you get a fully functional backend without writing a single line of server code. What I love most is the real-time collaboration aspect. The AI assistant helps debug issues, suggests improvements, and even handles complex database queries through natural language. It's like having a senior developer pair programming with you 24/7. The code quality is surprisingly good - clean TypeScript, proper error handling, and follows modern React patterns. I've deployed several client projects built with Zoer and they perform beautifully in production. If you're a solo developer or small team looking to ship faster without compromising quality, Zoer.ai is absolutely worth trying.
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Assign Jira tickets directly to Cursor agents and get PRs and Previews.Open -
The Crisp team has done a very good job with this. I'm a very happy customer!
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OpenLove that itโs open source. I built a whole GPT content pipeline in a weekend. -
I handle a large number of tasks simultaneously through VoooAI to complete my creative work, thereby accomplishing the workload equivalent to one month in one day
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From one of our customers: We are running our 15 person VC-backed company right now without a PM. Devplan helps fills that gap for us by generating high-quality user stories that sync in Linear in minutes. What used to take me days of back and forth and refinement Iโm now doing in less then a hour.
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Generating both Android and iOS while staying native is impressive.
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was looking for comfyui alternatives - i want workflows - but there's so much pain to get nodes to work on comfy - but this floyo solves this entirely
Other tools
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Try doing anything real with Lovable and welcome to the error loop. Has a lot of potential but Lovable does not seem to be ready to produce real apps with multiple pieces that need to work together without getting stuck in error loops. Disappointing.
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it's actually kinda crazy. turned nothing (or lazy ideas) into tiny apps. and you can even tweak stuff. love that it's open source too. big ups to the dev. oh and it's really REALLY quick
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Another ClawdBot inversion, love it. Gotta hope for safety!
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Seamless to setup and works as an excellent alternative to GitHub Copilot.
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AI-powered research assistant for diverse content analysis.Open -
Streamline security workflows with AI recommendations in JiraOpen -
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Glad to hear that! That's why i wanted more info , in order to help you out to obtain the product! Enjoy! Have fun!
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Super easy and fast, not professional result but fun and free.
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