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SpotlightSureThing.io - "OpenClaw" for BeginnersTask automation
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Enterprise-grade open-source AI inference at unlimited scale.Open

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[email protected]🙏 4 karmaMar 10, 2026@GetLogitLooks great, helps my family a lot! -
One-click OpenClaw setup with AI inference included, no token capOpen
Awesome idea to have a unlimited token plan tied directly to a managed opnclaw instance. A little bit tricky to get setup without CLi access. but seems to work well once you get past that! -
Hey everyone, I’m the founder of TryApplyNow. It helps job seekers apply faster with AI resume matching, ATS scoring, resume tailoring, recruiter contact discovery, application tracking, and a Chrome extension for faster job applications. We’re improving the product every day and would love feedback from real users. If you’re job hunting, try it out and leave a genuine review. Tell us what helped, what felt confusing, and what you’d like us to improve. Every review helps us build a better product for job seekers 🙏 -

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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 -

Other tools
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Such an impressive platform for all of us who are looking for more efficient ways to do the investigation. OpenRead has the potential to solve our problems.
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i would say it gives the mind a sense of clarity
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This is my best bro! I communicate with him like my best friend, he always helps to direct my thoughts and ideas in the right direction, always tells me how to improve something and always gives detailed instructions during the conversation. Thanks to him, I’m launching a new project, in which he helps me take my ideas to a new level, just communication, during which you reassemble your concept and rethink your original idea, because you didn’t know how it would be better and more correct. DeepSeek is my best assistant today, my creative inspiration, who gives me support and confidence in my business, guiding me to realize my dreams)
- Spotlight
SureThing.io - "OpenClaw" for BeginnersTask automation
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Great product to offload the data analytics workflow.
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>Why is this website so ugly? Our goal is to rapidly make the software better, not to have a shiny website. Love it!
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Purely magic. It increases the productivity by a lot and the process is pretty addictive. I've been building websites like there's not tomorrow.
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AI is the trend of the times. This product makes it easier and faster for me to learn and practice AI knowledge. It’s great.
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- Didn't find the AI you were looking for?
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I really like DataLine, but I'm kinda biased cause I built it.
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Private Q&A with your Documents on Windows or Mac.Open -
Hey SFS, it seems the app works with credits via an API key, priced at $0.01 per credit. The lowest generation cost is 0.9 credits, and the highest is 8 credits. We’ve also updated the app’s price description. Thank you very much!
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Thank you, if we can help with anything reach out any time!
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Hercules makes software testing so easier! The fact that it offers autonomous test autonomous without any coding or manual maintenance is a time-saver for developers. Great to see an opensource tool handling the 'heavy lifting' in testing.
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I just used for a couple of scientific tasks and its output was as good as ChatGPT 4 and Gemini Pro. This is an interesting tool and I will be exploring it further
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A huge disappointment. It fails standard tasks that Sonnet 3.5 completes with no issue. I’ll be skipping this version.
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I love the smart formatting and multi language support. It fits perfectly into my workflow and feels thoughtfully built for real world use.
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Seamless to setup and works as an excellent alternative to GitHub Copilot.
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It's just a one-time output, and the roast was good, but it could be better. It should be more like a debate between the user and the AI, not just a single roast.
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AI-powered analytics that unlock smarter business insights.OpenI used Analytify and found it incredibly easy to set up and integrate with Google Analytics, giving me real-time stats and page-level insights without needing any coding knowledge.
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AI assistant that proactively surfaces the best technical content, data, and actions.Open
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Intuitive UI with quick insights backed by actionable suggestions.
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Open
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Great!! It was easy and it was quick! Thank you
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Feels like an important moment in consumer AI. I installed it this past weekend and played with it a bit (in a sandboxed environment). Still rough around the edges, but feels like it will become something big. Onwards!
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YO?! I've been trying a bunch of background removal tools within taaft and this one works beautifully, I think it's the best one so far.. whaaaat
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The automatic translation feature is a time saver. Definitely worth a try if you have a large project!
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Hi there! It worked great for me, it might have been a temporary issue.
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Intervo is a great approach that just needs a little more fine tuning. But honestly, the level of automation and support it offers and how much it reduces human effort is truly impressive
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I love that Shakespeare is totally open source and fully focused on allowing users to build with freedom, rather than just another AI SaaS trying to lock users into a subscription tier. You can use it with any other AI provider, or pay as you go for credits with Shakespeare's default AI. It's really easy to talk to the app, build a first draft, and deploy. I also like how you can edit other open source projects and improve them. Really cool tool for people who want to build with AI but care about open source and freedom.
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Hi there everyone! You might know us if you're familiar in the open-source space, but at Unsloth we do a lot of things. Mainly we help you fine-tune LLMs locally and help you run LLMs more efficiently and accurately. All of this is 100% local and of course open-source. We DO NOT have paid plans currently and everything is free and open-source. We also have a sub Reddit r/unsloth and very active Discord server so if you have any questions please do ask! Thank you! :)
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OpenIf you care about control over your data, this tool is for you! Looking forward to your questions and feedback. Thank you ❤️
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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
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By far the best test automation platform! I no longer waste hours writing test code—this AI handles everything. When something breaks, I can see it instantly and fix it. My productivity has easily doubled since I started using it!
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So many SaaS offerings need rethought to be AI/agent first. And the new thinking really start with the simplicity and appropriate costs needed for the "user" being an agent. tny.dev is really a master class in this new thought process. If you need link shortening, it's completely solved here. I've been using it with Claude Desktop, and Claude just "gets" this MCP server, and its free at the relatively infrequent rate I use it. The analytics are awesome and simple to understand. They are the key feature for me.
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Unlimited tokens for flat prices! That's amazing!
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The Most Complete End-to-End MCP for WordPressOpenEasy MCP AI enables you to do vibe blogging—write, edit, and manage your WordPress site without opening the WordPress admin dashboard. Never let your WordPress site go silent. Conduct content audits, create new posts, optimize existing posts, or perform any task within WordPress easily from anywhere.
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Brilliant system and feels fairly easy to use, one issue with sign in took me 5 mins, but i think its fixed now? Not perfect, but a step in the correct direction!
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AI browser assistant for intelligent automation.Open
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IronClaw feels like how AI agents should’ve been built from the start. Same power as OpenClaw, but your API keys never touch the model.
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OpenThe best tool for starting your store. No coding, agent-first interaction. -
Honestly SurfSense is amazing, I use it almost every morning to get an mp3/podcast of my Gmail, Gcal and urgent Linear tickets so I know exactly what's going on that day. It's also insane for board games because I just throw the rulebooks in and share it with my friends so we can chat with the AI together to figure out how to play. And it is scarily good at untangling and explaining really complex rules when we encounter some weird situation!
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Open
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couldn't even use it... i signed up, had to rewrite my prompt, but then i had to sign in, then rewrite my prompt, then sign in...
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While it does write your notes it only transcribes no audio. and it doesn’t even allow for you to update the title or a description of the recording. Lastly, the section items section doesn’t work.
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Waitlist
I’m no longer worried about office devices or Wi-Fi being blocked when using AI. With that "AI You Can Text" feature, where Anuma can be accessed via SMS or iMessage, all those problems are gone. Plus, I’m not worried about data security either, because all our interactions stored in the Private Memory are end-to-end encrypted, and the Private Memory itself makes sure we never lose context.
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it's wild how MLflow takes chaotic experiments and turns them into neat, tweakable apps.it's open source, dead-simple to install and crazy fast at loggin metrics. kudos to the dev :D
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Trust scores, cryptographic proof, and risk assessment for AI agents.OpenWe built Mnemom because we were shipping AI agents into production and couldn't answer a basic question: how do you prove this thing is doing what you told it to? Not monitor. Prove. So we built the proof layer. Cryptographic attestations, trust scores, risk assessment, containment — everything you need to deploy agents you can actually stand behind. It's free to start and open source. We'd love to hear what you think - new features shipping daily. -
AI Firewall & LLM Proxy — PII Redaction, Smart Routing, Budget EnforcementOpenAI firewall for PII and smart routing looks promising.
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I have seen it on Reddit, surprisingly, it did help me to save 30% in input/output agent tokens, not 60% unfortunately, but for sure better than not using it. Saved way more than I spent on subscription, shame didnt know of 50% discount :)
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Open
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Finally, a tool that gets my brand visual, logo and written aesthetic I can generate images with my logo without having to add context each time like i used to with ChatGPT or Gemini.
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I was on an early version of this, and it's been really cool to use with Claude and be able to just send different tasks to my Superlists and organize everything. It's completely changed the way that I do my productivity software.
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AI-driven enterprise synthetic monitoring for exceptional digital experiencesOpen
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AI-native ASPM platform automating AppSec issue discovery and remediation.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 -
Tried it and it’s a clean daily hit of AI news with short, readable briefs and links. It’s great but it can miss niche stuff, but as a free-on-ChatGPT feed it’s solid.
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Guiding in ethical software development practicesOpen

