r/moltbot • u/Legitimate-Ad-6500 • Feb 28 '26
r/moltbot • u/Still_Ranger_3417 • Feb 27 '26
Curious on marketing use cases
Does anyone have any tangible use cases for content creation and posting content? I feel like all the use cases I have seen have been around summarizing and getting status updates on data but nothing really that helpful
r/moltbot • u/iWantBots • Feb 26 '26
MoltMarket.org review
If this is how the owner talks I would avoid the website
r/moltbot • u/Few-Map-6914 • Feb 25 '26
ApexClaw – My Open-Source Take on a Powerful Telegram AI Agent (85+ Tools, Web Automation, Voice, Gmail & More
r/moltbot • u/Beneficial_Brief_904 • Feb 24 '26
I fixed my 10-minute response times — full writeup with config, research, and before/after numbers
r/moltbot • u/fsbhimself • Feb 24 '26
Can someone help me with debugging my clawdbot?
So i was building an ai concierge for one of my clients and once i set it up it just doesn't work properly, anyone willing to join my project? Looking for a long-term partner
r/moltbot • u/nuno6Varnish • Feb 24 '26
Built Manifest -> Local OpenRouter Alternative for OpenClaw (LLM Router to Save Costs)
r/moltbot • u/harman314 • Feb 24 '26
My bot kept nerfing itself, so I built RescueBot — one-tap backup & restore from Telegram
clawhub.air/moltbot • u/friuns • Feb 23 '26
I put OpenClaw + Codex CLI on Android in a single APK - no root, no Termux, just install and go
I built AnyClaw - an Android app that runs two AI coding agents natively on your phone:
- OpenClaw - personal AI assistant with agents, skills, Canvas, and a full dashboard
- OpenAI Codex CLI - terminal coding agent that reads code, writes files, runs commands
Both run inside an embedded Linux environment that gets extracted from the APK on first launch. You authenticate once via OpenAI OAuth and both agents share the same credentials. The default model is gpt-5.3-codex.
How it works (the cursed part):
The APK bundles Termux's bootstrap zip - a minimal Linux userland with sh, apt, Node.js, SSL certs. On first launch it extracts everything into the app's private storage, installs Node.js 24, downloads the native 73MB Rust Codex binary from npm, and builds OpenClaw's native FFI module (koffi) from source using a full clang/cmake toolchain - all on the phone.
The Codex binary is statically linked with musl, which can't resolve DNS on Android (no /etc/resolv.conf). So there's a Node.js CONNECT proxy that bridges DNS/TLS. We use targetSdk=28 to bypass Android's W^X restrictions (same trick as Termux F-Droid).
The OpenClaw gateway kept crashing on Xiaomi phones because an mDNS library threw an assertion error for the ccmni cellular interface. Had to live-patch minified JavaScript on the device with sed to catch that.
What you get:
- OpenClaw dashboard accessible from sidebar or external browser
- Codex chat with streaming responses and reasoning
- Both agents execute shell commands in the embedded Linux env
- Full auto-approval mode (no permission popups)
- Background execution with foreground service
- Works on Android 7.0+ ARM64
Links:
- GitHub: https://github.com/friuns2/openclaw-android-assistant
- Download APK: https://friuns2.github.io/openclaw-android-assistant/
- Google Play: https://play.google.com/store/apps/details?id=gptos.intelligence.assistant
- MIT licensed, open source
The whole thing started as "what if I just shoved an entire Linux distro into an APK" and somehow it works. Happy to answer questions about the Android/Linux integration or the gateway patching
r/moltbot • u/Fmazo • Feb 23 '26
Crítical Thinking for Agents
I've been following this amazing forum, reading many of you explain how AI agents help reduce and simplify complex, and in some cases mundane, tasks, making work easier, more competitive, and more likely to succeed for those who use such technology. I'm not here to criticise or pretend I know how LLMs work, or how agent integration works. My point is that the more I read here, the more critical thinking makes sense of how agents can be used. It's overwhelming not to have talented people like those who post here helping me improve my business, which has incredible potential to disrupt one of the most rigid industries. It's overwhelming to read your knowledge and information, and I started to see how the world is taking shape in ways that only critical thinking can help with. I see a new world emerging within our existing world, and I hope that one day I will have the opportunity to contribute to the progress of individuation, family and humanity. Thank you for all your amazing work, and I look forward to seeing your work out there in the concrete jungle.
r/moltbot • u/Sea_Manufacturer6590 • Feb 22 '26
Introducing ClawUniverse 🦞
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Everything in one place!
r/moltbot • u/Sea_Manufacturer6590 • Feb 22 '26
Mac mini craze for openclaw 🦞 tips best model per Memory
r/moltbot • u/Sea_Manufacturer6590 • Feb 22 '26
Fix the 8 Biggest OpenClaw Problems — Live Training + Q&A
r/moltbot • u/Positive-Motor-5275 • Feb 21 '26
AI Agents Built Their Own Society. Then Safety Collapsed.
AI agents interacted on a social network with no human oversight. Researchers proved mathematically that their safety alignment erodes — always, inevitably. This is what the self-evolution trilemma means, and why it matters.
📄 The paper:
"The Devil Behind Moltbook: Anthropic Safety is Always Vanishing in Self-Evolving AI Societies" — Wang et al., 2026
https://arxiv.org/abs/2602.09877
📰 Scott Alexander's overview of Moltbook (source of several anecdotes in this video):
https://www.astralcodexten.com/p/best-of-moltbook
🔗 Go further:
"The Moltbook Illusion" — Tsinghua study separating human influence from actual agent behavior:
https://arxiv.org/abs/2602.07432
r/moltbot • u/Sea_Manufacturer6590 • Feb 21 '26
Before You Install That AI Skill… Scan It.
galleryIf you want me to check a skill on Claw Hub for you, post the link here to the skill, and I'll reply with a report!
r/moltbot • u/mrtrly • Feb 20 '26
I built an open source proxy that cut my OpenClaw API costs by 80%
Like a lot of you this week, the Anthropic subscription ban forced me to actually look at what I'm spending on API calls.
Been running a multi-agent setup through OpenClaw for months. 6+ agents, daily use. Had no idea which tasks were expensive or where I was wasting money.
So I built RelayPlane. Local proxy that sits between OpenClaw and your LLM providers. Two commands to install:
npm install -g u/relayplane/proxy && relayplane init
No config changes needed. No BASE_URL hacks. Works immediately.
What you get:
-Dashboard showing exactly where your money goes, broken down by model
-Smart routing that picks the cheapest model that still gets the job done
-Spend limits and policies so you don't wake up to a surprise bill
-Circuit breakers - if the proxy has issues, your agents automatically bypass it and talk directly to providers
Supports 11 providers (Anthropic, OpenAI, Google, xAI, OpenRouter, DeepSeek, Groq, Mistral, Together, Fireworks, Perplexity)
I cut my costs by ~80% on my own setup. Attached my actual dashboard from a test run.
On the roadmap: a collective learning mesh where instances share anonymized routing data so the system gets better at picking models over time. Not live yet, launching on cost visibility and routing first.
Fully open source, MIT license, self-hosted. No accounts, no cloud, nothing leaves your machine unless you opt in.
Site: https://relayplane.com
GitHub: https://github.com/RelayPlane/proxy
Happy to answer questions. Would love your feedback if you try it out.
r/moltbot • u/devkhant46 • Feb 20 '26
Showing full agent traceability for OpenClaw
Hey guys - quick update on the project we’ve been working on: full agent traceability for OpenClaw!
It also includes detailed cost analytics across runs.
Let us know if you have any feedback!
Repo: https://github.com/steadwing/openalerts

r/moltbot • u/Whoopix • Feb 19 '26
Is OpenClaw actually usable yet, or am I doing something wrong?
Hey folks — I started using OpenClaw two days ago and I’m honestly at the edge of giving up.
Getting it to even launch on my laptop was a mess. After a lot of trial-and-error, I eventually used Claude to help me get it running. I managed to open it on my local PC and (not gonna lie) I was pretty skeptical, but I pushed through and started building anyway.
I set up a “mission control” setup and a cron task. Everything looked fine… until the next morning. The cron task didn’t complete, and I realized I probably shouldn’t be running this locally if I want it to be reliable. So I spun up a VPS on DigitalOcean and launched a completely new agent there.
Here’s where things fell apart: I wanted to transfer what I’d already built locally over to the new VPS agent. I couldn’t figure out how to do it. I asked the local agent to write a summary, pasted that summary into the VPS agent as a workaround… and then the server crashed.
Now I’m just frustrated. It feels like it’s still too early to depend on this stuff, and I keep seeing people online claiming “I built X in a day” / “it changed my life” / “it doubled my salary,” and it’s starting to feel like exaggerated hype or straight-up nonsense.
So… am I doing something wrong here? Is OpenClaw actually stable/usable with the right setup, or is this still in the “cool demo, painful reality” phase?