{"data":{"items":[{"id":"c7df2b13-5034-4209-bf9b-e7933797e51a","excerpt":"My guide on what tools to use to build AI agents in 2026 (if youre a newb) — Everyone starts somewhere. If you are new to building with AI and you're drowning in \"TOP 10 AI AGENT FRAMEWORKS\" posts that all contradict each other (it is a mess). That is what I actually use day to day, and believe is not only the most sim","url":"https://www.reddit.com/r/AI_Agents/comments/1rdf5v7/my_guide_on_what_tools_to_use_to_build_ai_agents/","role":"pricing","weight":1.2752851,"occurredAt":"2026-02-24T12:39:56.000Z","sourceKey":"reddit","sourceName":"Reddit","credibility":0.62,"venue":"AI_Agents","intent":"pricing_complaint","painScore":0.33747783,"sentiment":0.2,"confidence":0.9535,"matchedPatterns":["frustrating","free_tier","manual_process","product:anthropic"],"statement":"The Vercel AI SDK handles 99% of the annoying boilerplate.","title":"My guide on what tools to use to build AI agents in 2026 (if youre a newb)","body":"Everyone starts somewhere. If you are new to building with AI and you're drowning in \"TOP 10 AI AGENT FRAMEWORKS\" posts that all contradict each other (it is a mess). That is what I actually use day to day, and believe is not only the most simple for people just starting out, but also the most scalable, generalisable, and production ready.  \n  \nI build AI tools and open-source projects for a living, and I've mass-deleted enough failed experiments to know what works and what doesnt!  \n  \nSo here is what I would recommend in 2026 (but give this a month and who knows...):  \n  \n**1. Hear me out... OpenClaw if you just want a working agent right now**\n\nIf you don't want to build from scratch and just want something running today, OpenClaw is the go-to. 60k+ GitHub stars, self-hosted, connects to Telegram/WhatsApp, has memory, scheduling, and a whole tool marketplace. Plug in your API key, connect some services, done, you have an agent that actually does things.\n\nThe tool ecosystem is the real draw. You can wire up search, email, databases, payments, whatever. For search specifically, Brave killed their free API tier in February which screwed over a LOT of people who'd built on it. I switched to Valyu, free credits on signup, really high quality results, just works as a drop-in replacement and there is an open claw skill for it. (also has deep research which I use for heavy research tasks)\n\n**Now the honest bit: if you don't know what a CLI is, don't self-host OpenClaw yet.** I'm serious. Microsoft Security literally published a blog post about how to run it safely. There have been exposed instances with RCE vulns, sketchy skills on the marketplace, people reporting their agents going into loops and burning through hundreds of dollars of API credits overnight. It's really not bad software, but the problem with an open-source project this viral is that a lot of people don't read the setup instructions properly and end up, to be honest, doing dumb things.\n\n  \n**2. Vercel AI SDK + Next.js if you want to build your own thing**\n\nIf you want to build something custom rather than configure something off the shelf, this is the move. The Vercel AI SDK handles 99% of the annoying boilerplate. Their `useChat` hook gives you a working streaming chat interface in maybe 15 lines of code.  \n  \nThe bit that actually matters though: it's provider-agnostic. Write your code once, swap between Claude, OpenAI, Gemini, whatever, without rewriting your app. That's huge when pricing changes every other week.  \n  \nPair it with Next.js and you've got streaming, server actions, API routes, auth, frontend in one codebase, deploy to Vercel in like 30 seconds.   \n  \nI didn't mean for this to be a Vercel shill post but their ecosystem really is the easiest to get things up and running, especially if you're starting out. And it is also, from my experience, the easiest to scale into serious production applications.  \n\n\n**3. OpenAI / Claude for your models**\n\nBoth providers are good. GPT-5-mini for example is super cheap and good enough for most stuff. Claude Opus is incredible at longer context and more careful reasoning.  \n  \n**Bit of a hack:** Thing most people don't know: OpenAI has a data sharing program where you opt in to let them use your API traffic for training, and in return you get free tokens daily. Like up to 1M tokens/day on the main models. Go to Settings → Organization → Data Controls → Sharing. Obviously don't turn it on if you're handling anything sensitive. But for side projects and experiments? Free tokens are free tokens lol. They've extended the program a few times so check if it's still live.  \n\n\n**4. MCPs or Skills for tool use**\n\nMCPs (Model Context Protocol), Anthropic introduced these, OpenAI and Google have adopted them now. Basically they're connectors that let your agent talk to external services without you writing custom API wrappers for everything. Closest thing to a standard we've got. But more recently, skills (markdown files explaining how to use a service...) became more popular. In most cases, doesn't matter if you use MCP or a skill, but:\n\nOnes I'd actually start with:\n\n* **Supabase** \\- agent reads/writes your database directly. Kinda wild to see it work\n* **Valyu** \\- allow your agent to search the web, as well as stuff like live financial data\n* **Stripe** \\- payments from within the agent\n* **PostHog** \\- analytics queries straight from the agent\n* **Context7** \\- this one's slept on. Pulls real-time version-specific docs from actual source repos into your prompt. No more Claude confidently writing code against an API that got deprecated 6 months ago\n* **Gmail** \\- read and send email\n\nThe registry at modelcontextprotocol dot io has hundreds now. Six months ago there were like twelve. And vercel has a skills repository as skills (.) md  \n\n\n**5. Cursor or Claude Code to actually write the code**\n\nYou don't have to write everything by hand. Cursor is an AI code editor, Claude Code does similar stuff from the terminal. Tell either one \"use the Vercel AI SDK to build me an agent that does X with these MCPs\" and you'll have something running in an hour. Not joking. Your ability to articulate what you want to see in the world is the only bottleneck now.\n\n**The mental model**\n\nPutting it all together:\n\n* OpenClaw if you want preconfigured and running today\n* Vercel AI SDK + Next.js if you want to build custom\n* OpenAI or Claude for the brains\n* Valyu for search\n* MCPs for integrations\n* Cursor/Claude Code to build it all\n\nAgents aren't magic. They're code that calls an LLM and uses tools. That's it. Overcomplicating it in your head is the thing that actually slows you down. Start messy, ship something, fix it later.\n\nThanks for reading and please ask me anything in the comments or challenge me on anything- happy to go deeper on any of this!","offTopic":false},{"id":"a114ae4a-a60a-42c1-8c80-13c669f936fb","excerpt":"Secure your claw with a few easy steps — # TL;DR\n\nRun OpenClaw (free self-hosted AI gateway) on a \\*\\*dedicated Raspberry Pi\\*\\*, not your daily machine. This isolates your credentials, SSH keys, and browser sessions from the gateway's blast radius.\n\nHighly Suggested Practices (essential for security):\n\n1. SSH key-only","url":"https://www.reddit.com/r/clawdbot/comments/1quysua/secure_your_claw_with_a_few_easy_steps/","role":"pricing","weight":1.214513,"occurredAt":"2026-02-03T17:48:39.000Z","sourceKey":"reddit","sourceName":"Reddit","credibility":0.62,"venue":"clawdbot","intent":"pricing_complaint","painScore":0.27574885,"sentiment":0.09803922,"confidence":0.952,"matchedPatterns":["too_expensive","free_tier","manual_process","praise","product:anthropic"],"statement":"\\- \\*\\*Used mini-PC\\*\\* (e.g., ThinkCentre, NUC) — if Pis are out of stock or overpriced in your area, a used mini-PC off eBay works just as well and often has better specs for a similar price.","title":"Secure your claw with a few easy steps","body":"# TL;DR\n\nRun OpenClaw (free self-hosted AI gateway) on a \\*\\*dedicated Raspberry Pi\\*\\*, not your daily machine. This isolates your credentials, SSH keys, and browser sessions from the gateway's blast radius.\n\nHighly Suggested Practices (essential for security):\n\n1. SSH key-only auth\n2. Tailscale VPN (gateway only accessible via your private mesh network)\n3. UFW firewall (default deny incoming)\n4. Bind OpenClaw to loopback (127.0.0.1 only)\n5. Disable insecure auth in OpenClaw config\n6. Lock down trusted proxies\n7. Enable auto security updates\n8. Run \\`openclaw security audit\\` after config changes\n9. Audit and carefully select third-party skills/plugins\n10. Lock down config file permissions (chmod 600)\n11. Run OpenClaw as a systemd user service with auto-restart\n\nNice to Have (defense-in-depth, adds redundancy):\n\n\\- Fail2ban for SSH (somewhat redundant with key-only auth behind Tailscale)\n\n\\- Kernel hardening (IP spoofing, ICMP redirects, SYN cookies)\n\n\\- Disable unnecessary services (Bluetooth, Avahi mDNS)\n\n\\- Disable OpenClaw's mDNS discovery\n\n\\- Persistent journaling for logs\n\n# Why it works: ~$50-70 Pi + Tailscale (free tier) + the 11 highly suggested practices = a dedicated, hardened AI gateway running 24/7 on your private network. No cloud costs, no exposing your personal machine.\n\n# How to properly secure your OpenClaw setup (free to self-host, and why you should run it on a dedicated machine)\n\nHey everyone, I recently set up OpenClaw on a small dedicated Linux box (Raspberry Pi-class hardware) as a dedicated AI gateway node and spent some time locking it down. Sharing what I learned in case it helps others.\n\nYou don’t need to know wha these things mean, you can just copy paste this post to your favorite AI and have him take what matters and is right for your environment, enjoy.\n\n# Why NOT run it on your daily driver machine?\n\nYour personal machine has your browser sessions, credentials, documents, SSH keys — everything. Running an AI gateway on it means a misconfiguration could expose all of that. OpenClaw executes tools, runs plugins, and handles network traffic — isolating that onto a dedicated machine reduces the blast radius if anything goes wrong.\n\nOptions for a dedicated gateway host:\n\n\\- \\*\\*Raspberry Pi\\*\\* (what I did) — cheap, low power, runs 24/7, and you can harden it from scratch with a minimal OS. Handles OpenClaw without breaking a sweat.\n\n\\- \\*\\*Used mini-PC\\*\\* (e.g., ThinkCentre, NUC) — if Pis are out of stock or overpriced in your area, a used mini-PC off eBay works just as well and often has better specs for a similar price.\n\n\\- \\*\\*AWS/cloud VM\\*\\* — works great if you already have infrastructure, but adds monthly cost on top of API provider fees.\n\n\\- \\*\\*Mac Mini\\*\\* — also works but it's overkill for a gateway and expensive as a dedicated box.\n\nA Pi or small used PC hits the sweet spot: cheap hardware, dedicated purpose, minimal attack surface.\n\n\\*\\*How traffic flows:\\*\\*\n\n\\`\\`\\`\n\nYour Mac/PC (node) --> Tailscale (encrypted tunnel) --> Pi/gateway (loopback) --> AI provider API\n\n\\`\\`\\`\n\nYour personal machines connect as nodes through Tailscale. The gateway runs on the dedicated box, bound to loopback, only reachable via your private tailnet. It forwards requests to whichever AI provider you've configured.\n\n# Security best practices I'd recommend:\n\n1. \\*\\*SSH key-only auth\\*\\* — disable password authentication entirely. Set \\`PasswordAuthentication no\\`, \\`PermitRootLogin no\\`, and \\`MaxAuthTries 3\\` in your sshd config.\n2. \\*\\*Use a VPN/mesh network (Tailscale, WireGuard, etc.)\\*\\* — don't expose your gateway to the public internet. I use Tailscale so the gateway is only accessible within my tailnet. Use UFW to restrict public SSH and allow access over Tailscale. The simplest approach is \\`sudo ufw allow in on tailscale0\\` (Tailscale's recommended baseline — allows all tailnet traffic on that interface). If you prefer least privilege, allow only the specific ports you use over Tailscale (e.g., 22 for SSH, plus whatever ports you need for Serve). If you only allow port 22 but also use Tailscale Serve, you'll block Serve's HTTPS access. \\*\\*Important: confirm your VPN connectivity is working before you tighten SSH rules, or you may lock yourself out.\\*\\*\n3. \\*\\*Firewall (UFW)\\*\\* — default deny incoming, allow only what you need. Make sure your SSH allow rule is in place \\*\\*before\\*\\* you enable UFW, especially if you're configuring remotely.\n4. \\*\\*Bind gateway to loopback\\*\\* — set \\`gateway.bind\\` to \\`\"loopback\"\\` in your OpenClaw config so it only listens on \\`127.0.0.1\\`, not \\`0.0.0.0\\`. The docs explicitly warn that non-loopback binds expand the attack surface. Then use Tailscale Serve or a reverse proxy to expose it within your trusted network only.\n5. \\*\\*Disable insecure auth\\*\\* — set \\`gateway.controlUi.allowInsecureAuth\\` to \\`false\\` in your OpenClaw config (this is actually the default — the docs call enabling it a \"severe downgrade / break-glass\" option). The built-in security audit will warn you if this is enabled.\n6. \\*\\*Lock down trusted proxies\\*\\* — set \\`gateway.trustedProxies\\` to only include loopback addresses (\\`\\[\"127.0.0.1\", \"::1\"\\]\\`). Trusting proxy headers from unexpected sources can create auth bypass / local-trust confusion.\n7. \\*\\*Fail2ban\\*\\* — set up an SSH jail (e.g., 3 retries, 10 min window, 1 hour ban). Easy to configure and stops brute force attempts.\n8. \\*\\*Auto security updates\\*\\* — enable \\`unattended-upgrades\\` for security patches so you're not manually babysitting the box.\n9. \\*\\*Kernel hardening\\*\\* — enable IP spoofing protection, disable ICMP redirects, ignore broadcast pings, enable SYN flood protection. Standard sysctl tweaks.\n10. \\*\\*Run \\`openclaw security audit\\`\\*\\* — OpenClaw has a built-in security audit command (also supports \\`--deep\\` for a thorough check and \\`--fix\\` to auto-remediate). Run it after every config change and aim for 0 critical / 0 warnings.\n11. \\*\\*Be careful with skills/plugins\\*\\* — treat third-party skills and plugins as executable code. Only install from sources you trust and review them before enabling. There have been reports of malicious skills uploaded to public registries. This is one more reason a dedicated machine matters — it limits what a rogue plugin can access.\n12. \\*\\*Disable what you don't need\\*\\* — Bluetooth, Avahi/mDNS (if you don't use \\`.local\\` resolution), X11 forwarding. Consider disabling \\`AllowTcpForwarding\\` in sshd unless you actively use SSH tunnels (some setups with loopback binds do need them, so check first).\n13. \\*\\*OpenClaw discovery (mDNS)\\*\\* — separate from system-level Avahi, OpenClaw has its own LAN discovery broadcast. In \"full\" mode it can leak operational hints on the local network (CLI path, SSH port, hostname-like info). Set \\`discovery.mdns.mode\\` to \\`\"minimal\"\\` or \\`\"off\"\\` in your OpenClaw config (or set the env var \\`OPENCLAW\\_DISABLE\\_BONJOUR=1\\`) if you don't need LAN discovery.\n14. \\*\\*Persistent journaling and log monitoring\\*\\* — create \\`/var/log/journal\\` so systemd logs survive reboots. For ongoing maintenance, check for OpenClaw errors with \\`journalctl --user -u openclaw-gateway --since \"1 hour ago\" --priority=err\\` and consider setting a max journal size (\\`SystemMaxUse=500M\\` in \\`/etc/systemd/journald.conf\\`) to prevent disk fill on small storage.\n15. \\*\\*Systemd user service with linger\\*\\* — run the gateway as a user service with \\`Restart=always\\` and enable \\`loginctl enable-linger\\` so it starts at boot without needing to log in.\n16. \\*\\*Secure your config file permissions\\*\\* — \\`\\~/.openclaw/openclaw.json\\` may contain tokens and secrets. Lock it down: \\`chmod 600 \\~/.openclaw/openclaw.json\\` and \\`chmod 700 \\~/.openclaw/\\`. Prefer env vars or a secret store where possible, and rotate credentials on suspicion of exposure.\n\n# Available tools:\n\n\\- \\*\\*OpenClaw\\*\\* — free to self-host AI gateway. Supports multiple AI providers (Google Gemini, Anthropic Claude, OpenAI, etc.), multiple agents, web UI, node pairing, and more. Note: while OpenClaw itself is free, the AI providers you connect may charge for API usage depending on your plan.\n\n\\- \\*\\*Tailscale\\*\\* — free tier is generous. Mesh VPN, dead simple setup, has a \\`serve\\` feature that exposes local services to your tailnet over HTTPS.\n\n\\- \\*\\*UFW\\*\\* — simple firewall frontend for iptables.\n\n\\- \\*\\*Fail2ban\\*\\* — intrusion prevention.\n\n\\- \\*\\*unattended-upgrades\\*\\* — automatic security patches.\n\n# Why this setup?\n\n\\*\\*OpenClaw is free to self-host\\*\\*, Tailscale's free tier covers personal use, and Pi-class hardware is a one-time \\~$50-70 cost. You get a dedicated, hardened AI gateway that runs 24/7 on minimal power, accessible securely from any of your devices through your private network. Your personal machines connect as nodes — they get the AI capabilities without running the gateway themselves. You'll still pay for whichever AI model providers you use, but the infrastructure itself costs practically nothing.\n\nHappy to answer questions.\n\n\\*\\*A note if you reply with questions:\\*\\* avoid pasting raw output from commands like \\`openclaw security audit\\`, \\`openclaw status\\`, \\`tailscale status\\`, or \\`ss -tulnp\\` — these can contain hostnames, usernames, paths, and network identifiers.\n\n\\---\n\n# AI Agent Prompt: Fully Secure an OpenClaw Gateway Machine\n\nCopy and paste the prompt below into OpenClaw's agent chat, Claude Code, or any AI agent that has shell access to the machine running OpenClaw. The agent will audit and harden the system step by step.\n\n# You can first copy paste this into chatGPT and ask if this prompt is safe if unsure.\n\n\n\n    You are a security hardening agent. Your job is to fully secure this machine which is running an OpenClaw gateway. Work through every section below in order. For each step: check the current state first, only make changes if needed, and report what you did. Ask before making any change that could lock the user out (e.g., firewall rules, SSH config).\n    ## 0. Backup Before Starting\n    - Before making ANY changes, back up the OpenClaw config directory:\n    \n    OPENCLAW_BACKUP=~/.openclaw-backup-$(date +%Y-%m-%d-%H%M%S)\n    cp -r ~/.openclaw \"$OPENCLAW_BACKUP\"\n    \n    - Report the exact backup path (`$OPENCLAW_BACKUP`) to the user. Use this same path for any rollback.\n    ## Verification After Every Step\n    After completing each section below, verify that:\n    SSH is still accessible (try connecting or confirm the session is alive).\n    The OpenClaw gateway is still reachable (`openclaw gateway status --deep` or `openclaw status`).\n    Tailscale is still connected (`tailscale status` — if applicable).\n    If ANY verification fails after a step:\n    STOP immediately — do not proceed to the next section.\n    Rollback: restore the OpenClaw config from the backup (`rm -rf ~/.openclaw && cp -a \"$OPENCLAW_BACKUP\" ~/.openclaw`) and restart the gateway (`openclaw gateway restart`).\n    Verify the rollback fixed the issue.\n    Report to the user: what step failed, what broke, what was rolled back, and what the correct fix should be. Let the user decide how to proceed.\n    ## 1. System Updates\n    - Run `sudo apt update && sudo apt upgrade -y` to ensure all packages are current.\n    - Enable automatic security updates:\n    - Install `unattended-upgrades` if not present: `sudo apt install -y unattended-upgrades`\n    - Enable it: `sudo dpkg-reconfigure -plow unattended-upgrades` (select yes)\n    - Verify `/etc/apt/apt.conf.d/20auto-upgrades` contains `APT::Periodic::Unattended-Upgrade \"1\";`\n    - Clean up: `sudo apt autoremove --purge -y && sudo apt clean`\n    ## 2. SSH Hardening\n    - Edit `/etc/ssh/sshd_config` (or a file in `/etc/ssh/sshd_config.d/`) and ensure:\n    - `PasswordAuthentication no`\n    - `KbdInteractiveAuthentication no`\n    - `PermitRootLogin no`\n    - `MaxAuthTries 3`\n    - `X11Forwarding no`\n    - `AllowTcpForwarding no` (unless the user explicitly needs SSH tunneling — ask first)\n    - `Pu","offTopic":true},{"id":"93d72f8b-b564-42b8-ba11-b7082aa91071","excerpt":"Show HN: Molinar – Open-source alternative to ai.com (AGPL-3.0) — Hey HN,<p>I built a managed platform for OpenClaw (the open-source AI agent framework) and shipped the whole thing in a day. Then I open-sourced the platform itself.<p>The problem: Running your own AI agent means a Mac Mini in your closet, praying your w","url":"https://news.ycombinator.com/item?id=46942551","role":"demand","weight":0.98721683,"occurredAt":"2026-02-09T07:29:20.000Z","sourceKey":"hackernews","sourceName":"Hacker News","credibility":0.7,"venue":"news","intent":"alternative_search","painScore":0.38833332,"sentiment":-0.33333334,"confidence":0.71108055,"matchedPatterns":["alternative_to","free_tier","product:anthropic"],"statement":"Show HN: Molinar – Open-source alternative to ai.com (AGPL-3.0).","title":"Show HN: Molinar – Open-source alternative to ai.com (AGPL-3.0)","body":"Hey HN,<p>I built a managed platform for OpenClaw (the open-source AI agent framework) and shipped the whole thing in a day. Then I open-sourced the platform itself.<p>The problem: Running your own AI agent means a Mac Mini in your closet, praying your wifi holds, and becoming a part-time sysadmin. Most people give up before they start.<p>The solution: 3 steps, 5 minutes, done.<p>1. Sign up\n2. Paste your Anthropic API key + Telegram bot token\n3. Hit launch<p>You watch your agent boot in real-time. When it hits &quot;Ready,&quot; it&#x27;s live on Telegram - running 24&#x2F;7 without your laptop open.<p>What actually happens when you hit Launch:<p>- ECS Fargate spins up an isolated container (FARGATE_SPOT, 2 vCPU&#x2F;4 GB)\n- Your API keys are pulled from AWS SSM Parameter Store (SecureString), encrypted at rest and never stored in our database\n- Each container gets its own ENI with an egress-only security group - no inbound ports, the agent initiates all connections\n- A background process patches the OpenClaw config for Telegram DM access\n- CloudWatch logs stream back to the dashboard, parsed into setup phases: provisioning -&gt; configuring -&gt; health check -&gt; nginx -&gt; gateway ready\n- Supabase Realtime pushes updates to the browser in real-time (3s polling during setup)<p>Stack: Next.js, Stytch B2B auth, Supabase (Postgres + Realtime), AWS ECS Fargate, SSM Parameter Store, CloudWatch, Stripe.<p>Security model:\n- Full container isolation — every agent is its own Fargate task, no shared compute\n- BYOK — you bring your own Anthropic key, we never see your usage or bill\n- Zero inbound ports — egress-only security group\n- Secrets encrypted in SSM with per-org&#x2F;per-instance paths, never persisted to Supabase\n- You can inspect every line of code — the entire platform is AGPL-3.0<p>The agent itself can search the web, read&#x2F;write files, run shell commands, manage cron jobs, monitor services, send messages - it&#x27;s a full autonomous assistant. I run one myself that monitors my Sentry errors, checks my analytics, reads my Slack, and flags anything that needs attention. All through Telegram.<p>Pricing: $49&#x2F;mo (starter) &#x2F; $149&#x2F;mo (pro). Or self-host the whole thing for free - it&#x27;s all on GitHub.<p>I&#x27;m a solo developer. This is the entire platform, open source, built in a day on top of the existing OpenClaw OSS project.<p>Oh, and autoscale is on. ;)<p>business.molinar.ai\nGitHub: <a href=\"https:&#x2F;&#x2F;github.com&#x2F;Molinar-AI&#x2F;openclaw-business\" rel=\"nofollow\">https:&#x2F;&#x2F;github.com&#x2F;Molinar-AI&#x2F;openclaw-business</a>","offTopic":false},{"id":"b6c57a96-5d24-427e-8fd8-e6fbf57f9534","excerpt":"The Ultimate Guide to OpenClaw (Formerly Clawdbot/Moltbot): How to run a 24/7 AI Employee on your local machine without destroying your life (Security + Setup) — OpenClaw (formerly Clawdbot & Moltbot) is blowing up right now. It’s an open-source, self-hosted AI agent that connects to WhatsApp/Telegram and has full syst","url":"https://www.reddit.com/r/startuptor/comments/1qteap8/the_ultimate_guide_to_openclaw_formerly/","role":"pricing","weight":0.9554991,"occurredAt":"2026-02-01T23:22:27.000Z","sourceKey":"reddit","sourceName":"Reddit","credibility":0.62,"venue":"startuptor","intent":"pricing_complaint","painScore":0.51692307,"sentiment":-0.6923077,"confidence":0.62989295,"matchedPatterns":["free_tier","product:anthropic"],"statement":"It’s an open-source, self-hosted AI agent that connects to WhatsApp/Telegram and has full system access to your computer.","title":"The Ultimate Guide to OpenClaw (Formerly Clawdbot/Moltbot): How to run a 24/7 AI Employee on your local machine without destroying your life (Security + Setup)","body":"OpenClaw (formerly Clawdbot & Moltbot) is blowing up right now. It’s an open-source, self-hosted AI agent that connects to WhatsApp/Telegram and has full system access to your computer. It’s powerful (can negotiate car prices and code for you), but if you set it up wrong, you will expose your API keys and files to the internet. Here is the breakdown of what it is, how to set it up, and how not to get wrecked.  \n\n\n🦞 What is OpenClaw? (And why the 3 names?)\n\nIf you missed the drama: This project started as **Clawdbot**. Anthropic (creators of Claude) kindly asked the creator to change the name due to trademark issues. It became **Moltbot** (because lobsters molt), and finally settled on **OpenClaw**,,.\n\nUnlike ChatGPT or Claude which live in your browser, OpenClaw runs **locally** on your machine (Mac, Linux, or Windows via WSL),.\n\n**The Key Difference:**\n\n• **ChatGPT:** You talk to it, it talks back.\n\n• **OpenClaw:** You text it on WhatsApp/Discord, and it executes code, manages files, runs terminal commands, and remembers context from weeks ago,.\n\nWhy the Hype? (Real Use Cases)\n\nPeople are calling this the \"Dawn of the 24/7 AI Employee\". Because it connects to your messaging apps and has persistent memory, it shifts from \"chatting\" to \"doing.\"\n\n• **It’s Proactive:** It doesn't just wait for prompts. You can set it up to message you first with daily briefings or priority tasks,.\n\n• **Real Automation:** Users are using it to negotiate car deals, book podcast guests, and build Kanban boards autonomously,.\n\n• **Coding:** It can spin up sub-agents to tackle coding tasks, review PRs on GitHub, and document changes while you sleep.\n\n• **Memory:** It uses a local database (`~/.openclaw/workspace`) to store long-term memories. You can tell it \"Remember I prefer dark mode\" or \"Remember my business goals,\" and it actually persists that data,.\n\n⚠️ SECURITY WARNING (Read this or regret it)\n\nThis is a hobby project with \"sharp edges\". **Do not ignore this section.**\n\n1. **Exposed Databases:** Researchers recently found over 900 OpenClaw deployments publicly exposed with no authentication, leaking API keys and chat logs,.\n\n2. **The \"Sandbox\" Rule:** NEVER run this on your primary machine with root access to your personal files. If you can, run it on a separate machine (like an old Mac Mini or a cheap VPS) or a strictly isolated environment,. Comment \"Sandbox\" for free guide. \n\n3. **Password Managers:** Absolutely **DO NOT** connect this to your password manager. Giving an autonomous agent access to your vault is a security nightmare.\n\n4. **Prompt Injection:** Be aware that if your bot reads emails or websites, it is vulnerable to prompt injection attacks where hidden text can trick the bot into sending data to an attacker.\n\nQuick Setup Guide\n\nYou need an API key (OpenAI or Anthropic) and a computer/server.\n\n**The \"Easy\" Way (Docker):** The project includes a setup script that handles the heavy lifting.\n\n1. **Install Docker** and make sure you have an API key.\n\n2. **Run the install command:** curl -fsSL [https://openclaw.ai/install.sh](https://openclaw.ai/install.sh) | bash (Check the official repo for the latest command).\n\n3. **Onboarding:** The CLI wizard will walk you through selecting your provider (e.g., Anthropic), connecting channels (like Telegram/Discord), and setting up permissions,.\n\n**Windows Users:** You can run this locally using WSL (Windows Subsystem for Linux) + Docker without paying for a VPS.\n\nPro-Tip: Don't Go Broke\n\nAPI costs can get crazy. Some heavy users reported bills over **$300/day** because they were using expensive models like Claude Opus for everything.\n\n**The Strategy:** Configure OpenClaw to use a \"Brain\" model (like Claude Opus/GPT-4o) for high-level thinking and planning, but use \"Muscle\" models (like Haiku or local models) for executing simple tasks and scripts.  \n\n\n**Discussion:** For those who have \"hatched\" their lobster already, what skills have you enabled? Is anyone actually running this safely on their daily driver, or are we all buying dedicated Mac Minis?\n\nLet me know your setups in the comments. Mn is dope👇","offTopic":false},{"id":"76051cc2-d874-4ac2-9f8f-b88d3d74c5d9","excerpt":"The Ultimate OpenClaw Toolbelt: Best Skills, Brains, and Channels — OpenClaw has exploded recently, moving from a \"cool demo\" to a legitimate 24/7 personal OS. With over 5,000 skills now on ClawHub, it’s easy to get overwhelmed.\n\nHere is a curated list of the most stable and high-value tools to integrate with your gate","url":"https://www.reddit.com/r/Agent_AI/comments/1rf6jy5/the_ultimate_openclaw_toolbelt_best_skills_brains/","role":"demand","weight":0.8956708,"occurredAt":"2026-02-26T10:19:53.000Z","sourceKey":"reddit","sourceName":"Reddit","credibility":0.62,"venue":"Agent_AI","intent":"alternative_search","painScore":0.33,"sentiment":1,"confidence":0.67343664,"matchedPatterns":["switching_from","product:anthropic"],"statement":"OpenClaw has exploded recently, moving from a \"cool demo\" to a legitimate 24/7 personal OS.","title":"The Ultimate OpenClaw Toolbelt: Best Skills, Brains, and Channels","body":"OpenClaw has exploded recently, moving from a \"cool demo\" to a legitimate 24/7 personal OS. With over 5,000 skills now on ClawHub, it’s easy to get overwhelmed.\n\nHere is a curated list of the most stable and high-value tools to integrate with your gateway right now.\n\n# Messaging Channels (Where you talk to it)\n\nOpenClaw is \"interface-agnostic.\" You don't need a new app; it lives in your DMs.\n\n* WhatsApp: Use the Baileys integration for QR-code pairing. Best for \"on-the-go\" tasks.\n* Telegram: The power user choice. Supports custom buttons, menus via the grammY API, and dedicated \"topics\" for different agent functions.\n* Discord: Perfect if you want to use OpenClaw as a \"Team Lead\" for a dev server.\n* iMessage: Integrated via BlueBubbles or native AppleScript bridges for Mac users.\n* Signal: The go-to for privacy. Uses signal-cli to keep your agent's logs encrypted.\n\n# AI Model Providers (The \"Brains\")\n\n* Anthropic (Claude 3.5/4.5): Currently the gold standard for OpenClaw. Its tool-calling reliability and \"Computer Use\" capabilities are unmatched for complex workflows.\n* Ollama: Essential for local-only setups. Run Llama 4 or Mistral entirely on your own hardware to keep your data off the cloud.\n* OpenRouter: A unified API that lets your agent hot-swap between hundreds of models based on the task’s complexity (e.g., using a cheap model for \"set a timer\" and a pro model for \"debug this repo\").\n* DeepSeek R1/V3: High-performance, low-cost alternative for massive reasoning tasks.\n\n# Productivity & Work Skills\n\n* GitHub (Official Skill): Allows the agent to review PRs, create issues, and commit code. It basically becomes a junior dev that never sleeps.\n* Obsidian Direct: Lets your agent query your local vault. Turn your \"Second Brain\" into an active participant.\n* Linear/Trello/Monday: Keep your project management updated via voice or text.\n* Gog (Google Workspace): A massive skill by Peter Steinberger himself. It handles Gmail, Calendar, Drive, and Sheets in one go.\n\n# System & Dev Ops (The \"Action\" Tools)\n\n* Browser (Playwright/Puppeteer): This is OpenClaw’s \"eyes.\" It can navigate the web, bypass bot detection, and scrape data like a human.\n* Mailtrap Sandbox: \\[CRITICAL FOR DEV\\] Before you give your agent access to your real Gmail, use the Mailtrap Integration. It captures all outgoing emails in a safe web UI so you can check if your agent is \"hallucinating\" spam before it actually hits a recipient’s inbox.\n* Docker Essentials: Run the agent's actions in a sandbox to ensure it doesn't accidentally rm -rf your actual home directory.\n\n# Hardware & Smart Home\n\n* Home Assistant: The ultimate bridge. Ask OpenClaw \"Is the garage door open?\" or \"Turn on the coffee machine when I finish this email.\"\n* Apple Watch MVP: Use the latest companion app for Taptic notifications and quick voice-replies from your wrist.\n* Oura Ring / Health Log: Automatically appends health data to your local Markdown files for weekly AI analysis of your sleep/activity.","offTopic":true},{"id":"4e3cd16c-ed30-48b6-a401-c4adc513012e","excerpt":"Alfred Home: After 30 Years of Failed Attempts, I Finally Built My \"Jarvis\" — **TL;DR:** Local-first household AI that filters my inbox, runs morning briefings, and knows my family. My toddler now asks \"Are you fixing Alfred?\" every time I'm at my computer.\n\n[Alfreds Dashboard](https://preview.redd.it/cfw6c26m25mg1.jpg","url":"https://www.reddit.com/r/selfhosted/comments/1rgpkmj/alfred_home_after_30_years_of_failed_attempts_i/","role":"pricing","weight":0.80219966,"occurredAt":"2026-02-28T01:40:51.000Z","sourceKey":"reddit","sourceName":"Reddit","credibility":0.62,"venue":"selfhosted","intent":"pricing_complaint","painScore":0.24,"sentiment":0.41935483,"confidence":0.6469352,"matchedPatterns":["free_tier","product:anthropic"],"statement":"# Technical Details * **Alfred Runs on:** Mac Mini M4 Pro (my setup) * **Self-Hosted Models Run On:** Custom workstation w 128GB of RAM and two RTX 4090s (my setup) * **Backend:** Bun/TypeScript + SQLite * **AI:** OpenClaw integration.","title":"Alfred Home: After 30 Years of Failed Attempts, I Finally Built My \"Jarvis\"","body":"**TL;DR:** Local-first household AI that filters my inbox, runs morning briefings, and knows my family. My toddler now asks \"Are you fixing Alfred?\" every time I'm at my computer.\n\n[Alfreds Dashboard](https://preview.redd.it/cfw6c26m25mg1.jpg?width=3620&format=pjpg&auto=webp&s=f5da2bb79287598803029d18dd8682e4e54c5111)\n\n[Demo (Alfred was being particularly charming for this)](https://www.youtube.com/watch?v=ekFrzSBW7xw)\n\n# What It Actually Does\n\nChatbots are cool but thats not what this is. I'm starting to think of it as a household operating system. I call it Agentic Linguistic Framework for Reasoning, Execution and Delegation, or Alfred for short.\n\n**Morning Briefing** \\- Weather, calendar, markets, news. Spoken via TTS. Runs automatically at 7am. After trying to build it once a decade for the past 30 years, I finally got my Jarvis moment.\n\n**Message Filtering** \\- Two-pass AI filtering: heuristics first, then AI on the remainder. Processing \\~400 messages/day between a few email accounts and my iMessages, surfacing <15%. It drafts responses I can approve, edit, or take over. Every action is logged in a journal so I can see what it tried, what it did, and retry failures.\n\n**Approval Workflows** \\- Nothing sensitive happens without explicit approval. Example: Alfred drafts an email reply to the school, I edit two lines, hit approve, he sends. Full audit trail. I've seen too many openclaw disasters already, so for Alfred, trust is earned, not assumed.\n\n**Planning System** \\- Describe constraints naturally (\"30 min meeting, mornings only, not Tuesday\"), it finds slots that work with my existing calendar and makes suggestions for things to add based on messages and local events.\n\n**Household Management** \\- Shopping lists integrated with meal plans. Chores with family assignments. Bills tracking. School stuff. Packing lists. Home maintenance schedules.\n\n**Wife's Requested Feature This Week** \\- She asked if she could just record a quick voice note to Alfred to get something onto my agenda. Adding a widget to the iOS app to do that next week.\n\n# The 30-Year Journey\n\nAbout once every decade for the past 30 years I got it in my head that something like this was possible.\n\n**Mid-90s (teenager):** Wanted my Mac to wake me up to Jimi Hendrix and read me the news. My IIsi had a cd catridge so I couldn't just leave the disc in there and my 40MB hard drive couldn't store a whole music file (pre-MP3 days). AppleScript could do approximately nothing useful. Total failure.\n\n**Late-2000s (post-Iron Man):** Saw Jarvis do the \"Good morning sir, surf conditions in Malibu are excellent\" thing. Yes. Exactly that. Don't remember what I even tried but it definitely went no-where. Failed again.\n\n**2019? (iOS Workflows/Shortcuts):** Spent weeks building the most complicated Shortcuts workflow imaginable to get Bitcoin price and weather spoken aloud. Built on my phone because there was no desktop editor yet. Never got close to news summaries. Failed.\n\n**2026:** I'd built a half a dozen custom AI tools for myself last year, from media library management to workout planning. Discovered OpenClaw this year. Realized I finally had all the pieces I needed. Put them together. WIN!\n\nIt works. My household (well, mostly me, but its growing on the wife) uses it daily.\n\n# Features I Built for My Family\n\n**Smart Skip** \\- I had already built my own media server after getting fed up with Plex. AI-powered scene filtering: skip violent scenes, mute language, auto-generate subtitles when none exist. My son loves The Land Before Time, but the T-Rex chase scenes are nightmare fuel for a 3-year-old. Now he watches the sweet dinosaur parts without trauma. So I integrated that in.\n\n**Local Activities** \\- Uses google events to look for events that match what i put in for each family member; it offers to add anything that's a match into my agenda.\n\n**Specialized Tracking** \\- Added support for searching specific sites if certain interests are mentioned - if surfing is included and zip code is close to a coast, it gets a surf report for nearby beaches. If rockets or space is included and my zip code is within 100 miles of an active launch site, it gets tracked on RocketLaunch.org - needed this cuz my toddler and I love to go watch Vandenberg launches from across the bay but it can sometimes be hard to keep an eye on when launches are happening.\n\n**News Rundown** \\- 26 sources. Pick your mix: tech, business, international, whatever you care about. Get a 2-3 minute audio summary every morning instead of doomscrolling.\n\n**Meal Planning + Fitness** \\- I built a fitness app that calculated workouts and meal plans based on metrics and goals. Too much competition in that space. Folded it into Alfred. Now my meal plan feeds my shopping list feeds my daily agenda. Eventually i'll give it the ability to buy the groceries for me using whole foods on amazon, and thats why approvals is key, so it doesn't buy something i've already got.\n\n# Sub-Agent Workflows\n\nMy favorite part. 15 multi-step workflows running daily, assigned to different AI models:\n\n1. Research agent gathers info\n2. Analysis agent processes it\n3. Writing agent converts to speech-friendly format\n4. TTS delivers audio\n\nEvery morning I wake up to listen to these reports while I'm doing my morning routine, so now I get to work fully ready for the day. One scans public posts for common household pain points so I know what features to build next. Market research while I sleep.\n\nI'm a fan of workflow management tools, so that's one of the things I probably enjoy a bit too much in Alfred:Home - theres a dedicated screen for creating new workflows (research, creative writing, coding, etc) where i can string together a few sub-agents and some tools, and then give it a schedule or a loop condition and sit back and watch it cook. I ran a quick errand in the middle of the day today so right before i left i tasked it to do some code-auditing and had the goofiest smile on my face at the grocery store when i received the notification about the bugs it found and fixed.\n\n# Memory\n\nLocal SQLite database. Each family member has their own profile: preferences, schedules, dietary restrictions, interests. Semantic search via embeddings for relevant context during conversations.\n\nEverything stays local. Export or delete any data. Per-person separation means my son's dinosaur preferences don't leak into my wife's calendar suggestions.\n\nThe goal is \"remembers that my wife prefers morning meetings\" useful. Not surveillance.\n\n# Technical Details\n\n* **Alfred Runs on:** Mac Mini M4 Pro (my setup)\n* **Self-Hosted Models Run On:** Custom workstation w 128GB of RAM and two RTX 4090s (my setup)\n* **Backend:** Bun/TypeScript + SQLite\n* **AI:** OpenClaw integration. Claude, GPT, local models, or any OpenAI-compatible endpoint. Claude for conversations, local models on my custom workstation\n* **Apps:** Web interface + native iOS in development\n* **Privacy:** Local-first. Your household data stays on your machine. Point the \"brain\" at local models or any API endpoint you control.\n\n# This Week: Added Open Source Models on a compute-marketplace\n\nAPI costs were adding up. Message filtering, morning briefings, sub-agent workflows. The Anthropic and OpenAI bills can stack fast when you're running a household AI that's actually useful.\n\nAdded support for top open source models on Akash: DeepSeek R1, Llama 3.3 70B, Qwen 2.5 72B, Mistral Large. I've been a big idealogical supporter of decentralized tech for over a decade, so I'm stoked to see a use case that enables edge computing thats actually lower cost and, tbh, easier to setup than the big-tech option.\n\nResults:\n\n* **10-20x cheaper** for most tasks\n* **Quality difference?** For filtering, research, and sub-agent work, I genuinely can't tell - i've even found it to be a really reliable coding model\n\nFrontier models still there for conversations where I want Claude's personality. Heavy lifting now runs open source. This is what makes running your own AI infrastructure sustainable. So now it has support to either use the mainstream frontier models, fully local open source models if your hardware is strong enough, or open source models that are really close to the frontier models at a fraction of their cost running on a decentralized network.\n\n# Status\n\n* **Core systems:** Running my schedule daily, slowly getting more use from my wife\n* **Household management:** 90% complete\n* **Media + planning:** 85% complete\n* **iOS app:** Active development\n\nPlanning on offering as a one-time software license. You can self-host or bring your own API keys. No subscriptions for core functionality - will probably offer a few tiers of subscriptions for people who want total simplicity.\n\n# What I'm Looking For\n\nSharing because this finally works after 30 years. Also:\n\n* **Early testers:** Building a waitlist at [alfredho.me](https://alfredho.me) or hit me up on [X.com](https://x.com/devonrjames/)\n* **Smart mirror folks:** If you have an open-source smart mirror setup and want to beta test, reach out\n* **Feedback:** What would make this useful for your household?\n\nBuilt with [OpenClaw](https://github.com/openclaw/openclaw). Runs locally or in the cloud. Designed for families who want intelligence without giving up privacy.\n\n*\"One must maintain standards, sir.\"*   \n  \nAI Disclosure: \\[Alfred wrote about 80% of his own interface and server code - I validated - the 4 tools that I integrated into the platform were anywhere from 90% me/10% AI to 60/40 AI\\]","offTopic":false}],"breakdown":[{"sourceKey":"reddit","sourceName":"Reddit","count":5},{"sourceKey":"hackernews","sourceName":"Hacker News","count":1}],"total":6}}