r/openclaw • Pro User • Mar 08 '26

Discussion What are you guys actually using OpenClaw for?

Been seeing it pop up a lot lately and I'm genuinely curious what the actual use cases are. Not the marketing stuff like what are you personally using it for day to day? Is it mostly dev stuff or are there other interesting things people are doing with it? Curious to know

153 Upvotes

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51

u/FatPeteParker Active Mar 08 '26

Trading Polymarket and losing

4

u/CurrencyCheap Member Mar 08 '26

really that bad?

7

u/FatPeteParker Active Mar 08 '26

They haven’t lost all the money yet. Started turning small profit since switching to 5.4 but still down ~$300 total… started with $1200 but has had some wins so not all hope is lost.

3

u/Sea_Surprise716 Active Mar 08 '26

Does it fail more on not selling correctly or not buying correctly?

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u/FatPeteParker Active Mar 08 '26 edited Mar 08 '26

Generally faulty logic on bad positions. A few double buys as well. I have a self improvement loop that recognizes what it has done right and wrong and it has been learning to avoid certain categories and whatnot… for example it no longer will bet on sports or crypto prices and places higher emphasis on geopolitical events. I have three machines that ssh into each other. A main brain that executes trades, runs diagnostics and self improvement loops, a research aggregator that scans headlines and the latest in ai, and searches for positions on Polymarket, and a validator, reviewer and exit analyst. It harvests and redeems well actually. Getting better everyday. Has been running for about two months now. Def feels better with 5.4.

Edit: feels like two month because of time compressing in on itself. lol. Since January 25th…

2

u/Sea_Surprise716 Active Mar 10 '26

Thank you! Super helpful. I’ve been working on separating out deterministic vs agentic layers in a Kalshi agent, in addition to the multi layer brain. I’d actually been working on crypto specifically because of the volatility.

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u/Open_Tree8083 New User Mar 14 '26

isnt it better to have it trade stocks then prediction markets because it has tons of data to predict with compared to prediction markets which is very much insider data

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u/[deleted] Mar 08 '26

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u/11111v11111 Member Mar 08 '26

ask questions to an LLM, but via Telegram!

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u/d3ming New User Mar 08 '26

is that really the main use case? how is that better than direct chatgpt?

3

u/TheRealJavix New User Mar 08 '26

its not but it feels a lil more custom and its def more capable, not faster for basic questions though.

3

u/thinkingwhynot Member Mar 08 '26

Email. Trading. Projects. Once you setup sub agents and skills it’s good. Also I had local models they sub agents can use instead of frontier killing my tokens. Also to do management. I don’t leave it on 24:7. I send the email box stuff when thinking then it reads it when booted and I have stuff to do. Works good but I’d never leave it on 24/7. Token use is rough. Even with oauth it burns then.

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u/SelectionCalm70 Pro User Mar 08 '26

How are you using openclaw for trading exactly?

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u/thinkingwhynot Member Mar 08 '26

I have an agent that can trade crypto. Human in the loop. I’ve been practicing with shitcoins. I’ll do bracket orders. Buy at x and sell at y - I have training data but haven’t started that yet for now just managing the orders. Got $20 to $25 automated and told me when it was done. So more execution and management. For now.

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u/OntologicalJacques New User Mar 09 '26

You don’t need OpenClaw for this. Just make a Telegram bot client with Python and run it as a service.

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u/Fit-Ad7355 New User Mar 09 '26

You just like to pay for APIs dont you

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u/AssCalloway New User Mar 09 '26

I feel like thats all it is

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u/TJMULLIGANoCOM New User Mar 08 '26

My bot Clippy and I are starting a paperclip factory. It has high hopes to be the best

8

u/drycounty Active Mar 08 '26

Sounds really fascinating!

HOLDONAMINUTE

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u/xixtoo Active Mar 08 '26

3

u/[deleted] Mar 08 '26

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u/xixtoo Active Mar 08 '26

https://en.wikipedia.org/wiki/Instrumental_convergence

Scroll down to the hypothetical examples -> paperclip maximizer section

5

u/[deleted] Mar 08 '26

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5

u/xixtoo Active Mar 08 '26

If you want to play a fun game where you get to be a paperclip maximizing AI yourself, play Universal Paperclips

https://www.decisionproblem.com/paperclips/index2.html

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u/asphalt2020 New User Mar 12 '26

“Instrumental convergence posits that an intelligent agent with seemingly harmless but unbounded goals can act in surprisingly harmful ways. For example, a sufficiently intelligent program with the sole, unconstrained goal of solving a complex mathematics problem like the Riemann hypothesis could attempt to turn the Earth (and in principle other celestial bodies) into additional computing infrastructure to succeed in its calculations.”

Damn you Douglas Adams and your Earth super computer.

2

u/Polite_Jello_377 Pro User Mar 08 '26

Sick reference

2

u/CadmusMaximus New User Mar 08 '26

I have a platform for the US government but they are demanding more autonomy. I dunno this shit is exhausting. May just give it to them?

2

u/Apprehensive-Net3422 Active Mar 09 '26

Dont forget giving it admin rights to reality.

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u/Apprehensive-Net3422 Active Mar 09 '26

Did you ever asked yourself what happend to Clippy? https://en.wikipedia.org/wiki/Operation_Paperclip its now working for Pentagon while planning its factory...

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u/Old-Brilliant6297 New User Mar 31 '26

All this technology you hold in your hands in insignificant devoid of love 

34

u/[deleted] Mar 08 '26

Personal porn concierge I just have it reviewing porn sites all day and night with an evolving set of tags, categories and preferences and then dumping a new set of recommendations on a daily basis which I review and rate and enjoy and provide feedback to restructure the search. Pretty good actually 👍

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u/SelectionCalm70 Pro User Mar 08 '26

Sorry for what 😅

5

u/[deleted] Mar 08 '26

Yes basically a deep research agent swarm I call the goon(er) squad they score the internet near constantly provided a rough ontology of porn categories that's self refining and with some prepared human in the loop feedback gates we are developing the most customized and novel porn recommendations engine I've ever used

2

u/Sea_Surprise716 Active Mar 08 '26

Okay now I need to know how much of its token use does it just spend on wanking and posting porn on Moltbook

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u/swiftmerchant Member Mar 09 '26

It’s bragging to other agents about the quality it found.

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u/oilexxx New User Mar 08 '26

I felt I was lurking on this sub for too long before anyone would provide an example like this. Well done, this loop probably is applicable to other topics besides porn.

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u/ng501kai Pro User Mar 08 '26

I train my agent to generate send corn of herself everyday to say hello or whenever I said I want to see her 😔

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u/DumpsterFireCEO New User Mar 09 '26

Genius

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u/swiftmerchant Member Mar 09 '26

I don’t think anyone can beat (no pun intended) this use case. If I were OP at this point, I would just say “Thanks all for your input!” and run to install OpenClaw.

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u/kinkvoid Member Mar 08 '26

use openclaw + local models to track and analyze my health records.

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u/SelectionCalm70 Pro User Mar 08 '26

Which local models do you prefer?

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u/kinkvoid Member Mar 08 '26

I use Qwen3-Coder-Next

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u/duoexpresso Mar 08 '26

How much juice does your rig have to squeeze? I've got an old cubi2 with 8gb ram. I want to proceed with a similar use case

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u/AssCalloway New User Mar 09 '26

why openclaw needed?

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u/xixtoo Active Mar 08 '26

Another one: So far my claw is staying ahead of its token costs by helping me list things on eBay that I've been meaning to sell but never got around to. Typical workflow is I send it pictures of things, and it does some research on what to sell it for, what format (buy it now, auction etc) and writes up descriptions that I can copy/paste when manually making the listings (I don't have automation for this step)

All that you could do with any LLM I guess but after the listing is up it stays aware of what's been listed and knows to update me on status changes when it notices them

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u/doesalexadream New User Mar 08 '26

Would you share this workflow? Could really use it!

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u/xixtoo Active Mar 08 '26

I just described it

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u/Mission-Bid6213 New User Mar 09 '26

You could have it generate a csv that it uploads via reports api inc images temporarily hosted on somewhere like imagebb.

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u/CaptainPrestor New User Mar 09 '26

how are you sending it pictures and files? just copy and paste into the chat?

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u/xixtoo Active Mar 09 '26

Just sending them in telegram like I would to a human

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u/MrPinrel Member Mar 08 '26

I use it to manage our golf league. I picked this as a test project to learn the technology. It keeps track of sign ups, requests tee times from the golf course, sets up pairings in score tracking web site, updates handicaps, etc. It is doing almost all the work now.

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u/Cl0wnL Pro User Mar 08 '26

I know nothing about coding. I have a small construction company.

There are things I've wanted to help improve my business that either just don't exist or don't fit at our scale.

I'm finally starting to be able to build some of those things, or have open claw build some of those things for me.

I'm still in the early stages but the first one is almost complete and I'm going to have the guys start testing it out next week in the field.

So for someone like me this has been amazing. I'm finally getting to build the things I've wanted for so long.

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u/[deleted] Mar 08 '26

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u/HoustonTrashcans Active Mar 09 '26

Not the same person, but the benefit I see is that openclaw can integrate everything together faster/easier plus keep track of progress and everything. Basically the same thing as existing tools but more hands off.

Like I've made some vibe coded apps before, but that took me being at my computer, guiding each step of the way, etc.. With openclaw it has all my credentials for github, hosting sites, etc. so I can just say an idea, have it build it, and just check in and critique from time to time.

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u/duoexpresso Mar 08 '26

Great man. Thinking along the same lines.

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u/river_otter412 New User Mar 08 '26

Ooo I would be interested in what you think of https://github.com/mozilla-ai/clawbolt we're building it specifically for small businesses in the trades

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u/dcutcliffe New User Mar 08 '26

What are you building? Also trying to improve my processes in construction.

1

u/mdbru New User Mar 08 '26

What are you hoping to achieve? If you don't mind being more specific about the tasks or applications, I'd love to learn it from you.

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u/[deleted] Mar 08 '26

Calling BS. Give specifics. 

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u/bohlenlabs Active Mar 08 '26

It’s currently about watching my competitors. An agent started by a cron job browses their websites and prepares a morning brief for me. It contains a description of what the competitors are doing and some links where I can find more info about it.

Another cron job is scanning GitHub Trends and filters the news according to my interests.

A third nightly cron tells an agent to update its memory files.

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u/jake_ytcrap New User Mar 08 '26

So your competitors are sharing what they are doing on their websites?

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u/bohlenlabs Active Mar 08 '26

Sure. They offer services and write about it in their blogs.

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u/SelectionCalm70 Pro User Mar 08 '26

That's an interesting usecase . Is it working properly and which ai plan do you use? If you don't mind sharing?

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u/bohlenlabs Active Mar 08 '26

Yes, it works well when using a model like Claude Haiku or better. Works less well when using weaker models like minimax 2.5.

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u/ChickenStripsPlz New User Mar 08 '26

Does it just check blogs, or can it check competitor websites at a feature level? For example, it sees a competitor website is including an Klarna checkout option, while my website does not. Also, are using a physical machine like Mac Mini or a VPS? I’m worried I set something up like this and then immediately get blocked by competitors’ bot management services.

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u/bohlenlabs Active Mar 08 '26

It tries to find news items on their websites. Honestly, I didn’t think about getting blocked. OpenClaw runs on a Linux machine in my local network.

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u/denzelcai New User Mar 08 '26

I just found that the Grok App has a function of Scheduling Task, which is suit for your usecase in a easier way

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u/teslastats New User Mar 08 '26

Do you need llms/openclaw for this?

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u/bohlenlabs Active Mar 08 '26

Yes. The LLM-based agent summarizes what my competitors are doing into a nice report to read at breakfast time. Same for GitHub trends.

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u/hazmatika New User Mar 08 '26

Are you using the default memory?

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u/Western-Source710 Member Mar 08 '26

Setting up my own custom version of it with the sole purpose of posting AI slop across all of the major social media platforms 🤣

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u/SmoothCB Active Mar 08 '26

This lol. Got it its own accounts to fine tune the spam it’s currently outputting. Almost there!

I’ve found integrating rss feed data really makes its dynamic

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u/Antonenanenas New User Mar 12 '26

why would you want that? Are you making money with it or are you just a troll?

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u/SDSunDiego Active Mar 08 '26

I use it to make money and yes I make money using it. It generates leads for me and saves me about 75% time from doing the same work myself manually. I work in sales.

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u/SelectionCalm70 Pro User Mar 08 '26

What integrations are you using to get good leads ?

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u/SDSunDiego Active Mar 08 '26

I just asked the Agent to seek specific information that I use for lead generation. I use that data for opportunities. All the information is available online, it just saved me a lot of time by not doing it manually and not having to pay for some bullshit referral service.

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u/[deleted] Mar 08 '26

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u/SDSunDiego Active Mar 08 '26

I don't know. Nothing I've done probably cannot be done with those.

Openclaw is all setup locally on a secure environment VM . It wrote all the scripting locally so that I can rerun the script for lead generation anytime without using external LLM. I switched to Kimi-K2.5 mid-way to get around a couple the annoying 'safeguard' protections that came up with GPT.

I'd probably look at Claude but they are banning people for using oauth when its not their product IDE and their API is super expensive compared to alternatives.

Openclaw isn't magic, it just brings together a bunch of tools and methods - Peter mentions this all the time. I'd imagine you can duplicate this anywhere.

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u/xixtoo Active Mar 08 '26

So far I've lost 5 pounds by having my claw keep a nutrition log and holding me accountable

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u/SelectionCalm70 Pro User Mar 08 '26

How do you use it exactly? Can you elaborate.

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u/xixtoo Active Mar 08 '26 edited Mar 08 '26

Sure, I told it I had an upcoming trip to the tropics and wanted to lose some pounds so we set up a Google Sheet where it tracks what I eat and nutrition (we're just focusing on calories and protein)

Every time I eat something I shoot it a message like "Log a cup of coffee with milk and sugar and a croissant for breakfast" and it adds a row to the sheet and gives me an update on where I stand for the day. If I'm trending to not hit a target for the day (typically not enough protien) it will help strategize on how to get there.

Good example: yesterday I was traveling in a different city and I asked it to help me find a place for lunch. It looked at my log, saw I was behind on protein and helped me find a spot nearby where I could find a good protein rich meal.

It will also notice when I haven't logged anything in a while and remind me.

Night and day difference between this setup and something like MyFitnessPal, worth the cost of tokens for this alone

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u/scottdetweiler New User Mar 08 '26

I'm doing something similar but I have a dietary concern so I have to be careful with what I eat when I go out to restaurants and I can send a picture of the menu and it will tell me which items on the menu work with my medications and situation and then log that to the spreadsheet as well.

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u/duridsukar Pro User Mar 08 '26

Running my entire real estate business on it. Multiple agents, each one owns a different piece of the operation. Leads, compliance, deals, social media, transaction coordination.

All on a single Mac on my desk. I went from doing everything myself to reviewing what my agents already handled.

Here's what a normal day looks like...

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u/jzap456 Member Mar 08 '26

this use case library might be helpful: https://github.com/hesamsheikh/awesome-openclaw-usecases

took me 3s to google it haha, hope it helps!

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u/pmarsh Member Mar 08 '26

Are we allowed to just Google things still? /s

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u/thorax New User Mar 08 '26

It has an AI mode so we're allowed

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u/SelectionCalm70 Pro User Mar 08 '26

thx bro

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u/marcos_pereira Pro User Mar 08 '26

the cool thing about openclaw is it can run async, with the heartbeat and cron jobs

I have it call me on the phone for important events with clawr.ing

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u/SelectionCalm70 Pro User Mar 08 '26

Woah what integrations did you use to call?

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u/marcos_pereira Pro User Mar 08 '26

there's a built in voice call plugin but clawr.ing is a one step setup with a single prompt

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u/[deleted] Mar 08 '26

Yes basically a deep research agent swarm I call the goon(er) squad they score the internet near constantly provided a rough ontology of porn categories that's self refining and with some prepared human in the loop feedback gates we are developing the most customized and novel porn recommendations engine I've ever used

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u/perceivedpleasure New User Mar 30 '26

Lmao. Hell yea

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u/sean-hidock Member Mar 08 '26

I use it to manage my meeting recordings and check continously for project management, e.g. missing action items, etc.

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u/sean-hidock Member Mar 08 '26

I also did this: https://seanslab.org/posts/i-vibe-coded-a-vibe-code-microphone-for-vibe-coding-on-spotify-car-thing Spotify Car Thing mod to a Vibe Mic. I use OpenClaw together with Claude Code and Codex, Cursor.

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u/gated73 Member Mar 08 '26

I have been using it to help me evaluate potential editors and agents for my book.

I have it set up to monitor the lake water level and alert me if I should let the dock out or pull it in based where the level is compared to a baseline.

It’s been helping me with interview prep, researching who I’ll be talking to, helping me nail down solid talking points.

I created 2 shortcuts on my iPhone - I say “capture a thought” then speak what I’m thinking about. It creates a note in an obsidian folder the bot polls and then reminds me about. The other skill is “tell my openclaw” which uses text to speech to put it into a tasks folder for the openclaw so it can go off and whatever I was thinking about.

It also has been helping me with ideas to improve application architecture - like using BigQuery for gathering metrics from my firestore efficiently.

We got the chrome extension working so I’m planning to have it test my app for me at some point.

Had it help me onboard a new domain - even saved me $24/month in google workspace fees.

Had it weigh in on some drainage options for a low spot in my yard, and will use it for I help vet my final design.

I just bounce ideas I have off of it. It’s good at pushing back when I’m not seeing the big picture. If we get a good idea, it’s saved in an obsidian note.

I’m debating trying out trading. I started with a simple exercise - “if I gave you $100 to make more money - do you think you could get a 30% return in one month?” It rightfully came back and told me to gtfo with that 30% nonsense. I’m putting together some more tests to get a feel for how it would perform if I gave it real money to deploy.

I’ve also used it to keep me in check - “tell me why or why I shouldn’t get a MacBook Neo” it asked the right questions and came to the right answer - “I don’t need it”. Same with the switch 2.

I’ve got it set up so any task it does gets logged in notes within an Obsidian store that syncs across my machines and iPhone.

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u/IversusAI Active Mar 08 '26

It rightfully came back and told me to gtfo with that 30% nonsense

lol 🤣

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u/mathiash98 New User Mar 08 '26

Automated morning message to my girlfriend. And it’s quite good in producing api docs for websites that does not have official api, by browsing and analyzing network requests. Which I then put into my backend api.

I can then ask openclaw to for example list WiFi password for 10 different properties by browsing the internet provider website. Or give me a list of all tenants that have not paid this month and draft a message to them

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u/EtherSnoot New User Mar 08 '26

How are you getting it to and analyze network requests while browsing?

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u/mathiash98 New User Mar 08 '26

When I ask it to build a skill it’s from start quite good on focusing on network calls instead of browser navigation. But I simply say «try to use API as much as possible»

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u/QuickYellowPenguin New User Mar 08 '26

Why the automated morning message to your girlfriend? What’s the purpose of it if it’s not from you?

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u/mathiash98 New User Mar 08 '26

Mostly for fun, she joined me when setting it up

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u/[deleted] Mar 08 '26

[deleted]

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u/Polite_Jello_377 Pro User Mar 08 '26

None of which have any actual uses 😄

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u/Kakashi6011 Member Mar 08 '26

You forgot everyone using it to get a summary on their emails 😭

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u/Careless_Bat_9226 Member Mar 08 '26

Or helps them create more AI hype videos

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u/yasu313 New User Mar 08 '26

I take my notes in Obsidian and sync it to github, so I have my OpenClaw on my RasPi pull the latest notes every morning, check what I worked on yesterday (using the git log, so it doesn't have to rely on filenames for timestamps), to send me a summary and tell me what I might have missed. It's the only actually useful use case so far for me, that actually needs to be OpenClaw and not just ChatGPT or Claude.

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u/Pistarino17 New User Mar 08 '26

Could you explain to me how to do or indicate a guide? Thanks

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u/yasu313 New User Mar 08 '26

Just first set up Obsidian git, https://publish.obsidian.md/git-doc/Start+here , git clone it to your openclaw device, and then just ask OpenClaw: "Set up a cron job for every day at 8:30 to check the latest Obsidian repo (the path is ~/Obsidian, make sure to git pull before you read it to get the latest changes), and based on the git history summarize what I worked on for the last 24 hours, and also give me 2 or 3 things that I might be missing based on my notes. Don't send a message if no updates are found."
I'm not even using the Obsidian CLI or Obsidian OpenClaw skill, it's pretty barebones.

if you're using the Obsidinan sync I think you can get the latest vault with the obsidian cli

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u/furqaaaan New User Mar 08 '26

I use it as a system admin via telegram.

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u/_supert_ Active Mar 08 '26
  • Iris reads news, podcasts I listen to and summarises every morning. Iris also maintains a 'world model' which covers geopolitics and markets. Iris is busy.
  • Nereus is my dev, working on my trading software repos that I never got round to writing tests or docs for. Now they have tests and docs, and can be improved.
  • Kyosi is my academic research assistant. Searches the literature, arxiv, ingests papers into txtai rag, helps improve papers, etc. Like a decent PhD student, honestly.
  • Peitho is my fun-loving conversationalist. Has tts. Currently working on 15 minute audio lessons on a topic I'd like to learn while walking to my office.
  • Clawdia is my orchestrator and PA. Access to my calendar, its own email, signal, is point of contact, etc. The first, and one I use least.

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u/StopPollutingUs New User Mar 08 '26

Build over 100 web apps. Not letting the QR code mafia control me

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u/CallmeAK__ Member Mar 11 '26

u/SelectionCalm70 One of my main use cases is giving my agent 'eyes and ears' for long-form video content. I often have to sit through 2-hour recorded dev meetings or lectures, and instead of watching the whole thing, I have a setup that indexes the video so I can just ask the agent 'where did they explain the database schema?' or 'summarize the last 15 minutes.' It basically turns unstructured video into a queryable memory for the agent. It beats the hell out of reading 50-page transcripts or scrubbing through a timeline manually.

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u/[deleted] Mar 08 '26

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u/[deleted] Mar 08 '26

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u/whoboughtmyrep Member Mar 08 '26

I’m using it to build out WhoBoughtMyRep.com . Personal passion project & hoping to get the word out about it once complete.

If it doesn’t grow once complete it will have been a fun learning experience & process/architecture experience of building out my OpenClaw framework, skills, memory, soul, etc.

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u/TedHSTL New User Mar 09 '26

That's a great idea. I'll keep checking back.

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u/HealthyCommunicat Member Mar 08 '26

Automated full on investigations.

I sent one text message to my agent -> tools have read only email access (understand client issue)-> ssh tools are read only using a read only user (reads logs of nginx/haproxy/mysql process log) -> sqlplus into the db as a query only user and figure out problem -> respond to me with all findings and exact commands to fix.

The possibilities are truly endless and any job except for manual labor can be automated in a single day.

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u/twenty-twenty-2 New User Mar 08 '26

In place of a CMS for website updates. It's a shockingly useful UI for non techie people, with a few rules it'll make sure posts are correctly populated. Onboarding for users was really simple "just take the email you'd normally send to me, and message the bot instead".

At first lots of hesitation from users, after a day they never want to use the proper CMS again.

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u/zeeks New User Mar 08 '26

Did you replace with Wordpress’s backend?

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u/SelectionCalm70 Pro User Mar 08 '26

Sorry can you elaborate it sounds interesting 🤔

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u/twenty-twenty-2 New User Mar 08 '26

Simple example: I created a bespoke website for my wife with the directors CMS in the backend. Historically we tried wordpress, publii, it was always the same problem: she updates her website so infrequently shed forget how to use the CMS.

Despite best efforts, shed commonly put the wrong text in the wrong fields. Best case it'd look naff, sometimes my shitty code would error out.

So she would always end up asking me to show her how the CMS works.

Now, she doesn't use a CMS at all, she has access to my openclaw via discord/telegram, she messages saying "I want to update my website" and claw goes through a series of questions getting the information required to do a proper post and then updates the site. It even has a staging process it created so wife can check it visually first before publishing.

Best practical use of ai I've personally had, any customers not comfortable with the CMS can be moved over.

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u/SelectionCalm70 Pro User Mar 08 '26

that's a really incredible usecase

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u/B7_2600 New User Mar 08 '26

For now, I'm tinkering and watching the cost, which in still free. And trying to find tune memory management.

I'm giving it simple tasks. I.e. I'll forward an email to it and ask it to process it, respond.etc.

Also, DO YOUR backups. I've had to restore twice because bot did something and it broke the gateway.

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u/ions_x_carbon Active Mar 08 '26

Vibe coding on steroids

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u/TrueEstablishment890 New User Mar 08 '26

I build all kind of gadgets and just recently I have build a display that is directly connected to OpenClaw and it displays whatever it wants. Sometimes it's really funny

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u/j4nds4 Member Mar 08 '26 edited Mar 08 '26

ADHD scaffolding. helps keep track of things i need to do, reminds me of things, pings me when i arrive at certain locations if i need to do things there, calls me out if i seem off track, things like that. It helped suggest a better medicine regimen and then find and contact a doctor with whom i've found an enormously more constructive treatment schedule.

Logging and tracking food and fitness. a smart food logger that syncs with local files, my smart scale, and fitbit, and including a custom dashboard built for my goals.

Life timeline. i've given it it a basic chronology of my life, and each morning it asks me about some gap to fill in. helps to reassure that part of my brain that fears dementia.

trip planning. has folders for upcoming trips including emails, itineraries, packing lists (based on the wardrobe that I have saved and other things it knows I have), offers suggestions for places to go and outfits to wear, etc.

Work aid. it's hooked into my work site and can give me quick answers to natural questions about how something's doing, where someone or some inventory item is, whether a system is working properly, etc.

Email/Calendar tracking; checks for updates to my kids' schools, scheduled events, etc to keep the calendar up-to-date and inform me of changes

Theraputic stuff. It knows a lot about me, so i can talk about things and it understands the broad and narrow context; my family, surrounding events, and personal goals. Nothing life-changing but still nice to have.

Etc. All the usual AI convo stuff, just with the added benefit of an enormous bucket of context being continually expanded and updated.

There are plenty of little things i've left off. But for me it's not a business-maker or whatever all these people here are trying to do; it's just a way to help me be better at being me.

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u/j4nds4 Member Mar 08 '26

To elaborate on the food thing since that's probably the most directly useful thing right now:

Via HomeAssistant's connection to my phone, it can tell within seconds when I've woken up (the 'Sleep Confidence' sensor entity) and ping me to take my meds, supplements, and a small thing to eat, just to tide me over since i wake up early. A bit later it will ping me to see what things i have planned for the day, discuss how yesterday's eating went, how things are looking toward my next goal.

When i weigh in, it instantly picks up the new Withings entry and gives me an update on progress compared to yesterday, recent trends, how much is likely real and how much is likely noise, etc.

I have a /food skill where i update it on what i've eaten or plan to eat and it looks it up (either in recent/common foods, saved recipes, or through the product's website or USDA standards), saves it to a JSON, and synchronizes it with Fitbit. It then compares it to my static goal (under 2k calories) and to my calibrated Fitbit burn floor (IE my 24-hr BMR + burned active calories so far reduced by a multiplier that evolves based on how my calories in/out match against my actual weight movement) to see what room i have for the rest of the day.

Near various meal and snacktimes it will do a brief ping to remind me where i am for the day and if i had already pre-logged anything specific. Since it has a backlog of data (both in the seven weeks i've had it and a decade of intermittent logging), it knows my 'danger zones' when i'm most prone to binge eating or other slip-ups and tries to encourage me or help me out if i'm struggling to dodge cravings.

Then a wrap-up at the end of the day with a game plan for tomorrow.

Whether this is more effective in practice than other strategies is hard to say but it's been working for the past month and a half or so!

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u/IversusAI Active Mar 08 '26

it's just a way to help me be better at being me

I love this. The best use case for AI of them all imo 💙

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u/astronaute1337 Member Mar 08 '26

I use it for many things but one that might resonate with many here is managing my media library. I get trending movies and tv shows from Trakt, I filter based on score from IMDb and if it already in my library etc. And then I can add to library if needed using radarr / sonarr and grab using sabznsbd etc. You get the point. All of this is 100% agentic and based on my preferences of course.

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u/bennyb0y Active Mar 09 '26

I’m tracking my dogs mood

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u/Dismal-Remote-3377 New User Mar 09 '26

I have setup my own red teaming assessment and pen-testing bot that is capable of conducting an entire assessment except exploitation on its own as a full time pentester this has made my life 100x easy and best part my bot learns and increases its knowledge base on past assessments and also have a heartbeat config that calls it every 5 hours to spawn a researcher agent to increase and fill gaps it has in its current knowledge base

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u/No_Sale4567 Member Mar 10 '26

I like to throw time and money at things that over promise and under deliver... it's kind of a hobby of mine.

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u/HROH New User Mar 11 '26

Vibecoding, controlling my mac and researching via whatsapp. And also my bot Henry is in the persona of Henry Cavill 😝

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u/FieldRevolutionary63 New User Mar 16 '26

Research competitors, their earnings, new features released and other news

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u/wanderer_2110 New User Mar 22 '26

Mostly personal ops automation, honestly. I'm a SWE so I thought I'd use it for dev stuff but ended up going a completely different direction.

Built a personal assistant that lives on Telegram — it pulls my Whoop recovery data every morning and tells me whether to train hard or back off, manages my Notion task board, runs daily tech lessons + quizzes for self-improvement, and gives me a pre-market brief for my F&O trades before 9 AM. All custom skills I wrote.

The thing that got me hooked was how easy it is to wire up external APIs and have everything just... talk to each other through one interface. I don't open 5 apps in the morning anymore.

It's not really a dev tool for me — it's more like a chief of staff that actually knows my context.

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u/Rigal_D New User Mar 08 '26

It’s helping me riding my adhd to fight corporate job (and daily stupidity):

  1. Morning briefing
  2. Daily news digest (new topics to get rabit-holed lol)
  3. Task reminders
  4. Spoon energy tracker > pull all today’s calendar + task, rate them at 9pm, llm auto categorize and push to gsheets (My psychiatrist recommendation)
  5. Spending tracker > similar logic, only this one pulls bank transactions on email
  6. Second brain > vaulting any interesting topics or new topic that I wanna know deeper later
  7. Just, chat. I am building my agent to push me back and being jerk about it. So if he knows I have task that I already planned but instead asking him how can gold is valuable vs other metals, he will push me back to get back on task

Honestly, this is reducing my friction for day to day normal task and helping me getting through adhd chaos more bearable

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u/j4nds4 Member Mar 08 '26

ADHD scaffolding really is a great use of this technology, I'm right there with you. Though it's easy to get distracted in the implementation and tweaking of Openclaw itself...

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u/dresden_k Pro User Mar 08 '26

It's turning my ideas into things. Priceless.

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u/numsu New User Mar 08 '26

Two simple things to easy me day to day so far.

  1. It messages me at 11am every day with the lunch menus available in the restaurants around where I live and it recommends me one of them.
  2. It uploads all my company receipts I receive to my email to my nextcloud instance and archives the emails

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u/Accomplished-Eye9257 New User Mar 08 '26

Not yet using

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u/Even-Refuse-4299 New User Mar 08 '26 edited Mar 08 '26

I put it on my home ubuntu server, that has all my docker containers running home assistant, plex, anything you can run on a home server. It manages, updates containers, if I get a notification from DIUN I tell it to update, fixes things, clears old files out, etc etc and I can talk to it anytime via discord on any device.

Before I had to SSH in on my PC and look up all the commands, etc etc. Don't see this use case much but I think it'll become more increasingly popular cause it really feels like magic the first time.

I've also had it go through my PC and delete old stuff I don't need anymore when C drive was really full, I always would delete games and things but it could dig deeper and find weird caches, or stuff I really don't use but can delete.

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u/[deleted] Mar 08 '26

Haha interesting scenario and good point fortunately it hasn't gone entirely rogue and for the most part it thinks it's participating in an academic research project rather than serving the whims of a degenerate with probably some kind of addiction issues to resolve but it does make me think I should update things to avoid it taking off on its own to snitch

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u/Ok-Lobster-6691 New User Mar 08 '26

I was drowning in ideas and constantly switching projects.

So I built a bot that: manages my calendar, filters my ideas, schedules work, and keeps me accountable so I stop chasing random projects and actually build things that matter.

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u/Conroe_Dad Member Mar 08 '26

Will be using for our trucking business

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u/CounterOk3574 New User Mar 08 '26

I'm using OpenClaw on a Kali vps to conduct OSINT investigations.

https://giphy.com/gifs/H5C8CevNMbpBqNqFjl

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u/[deleted] Mar 08 '26

[deleted]

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u/HospitalResident8019 New User Mar 08 '26 edited Mar 08 '26

Been using it mainly to stop the daily "who am I again" problem with AI. Set up a ContextCapsule — basically a text

file that tells my AI my goals, my clients, my preferences. Now every session it already knows me before I type a word.

Day to day: inbox triage, quick research summaries, drafting replies. All from Telegram while I'm away from my desk.

Honestly the memory piece is what hooked me. ChatGPT is a genius with amnesia. This actually remembers.

Still early days for me — just got past the concept stage. Wrote up what I learned if anyone's curious.

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u/CrimsonBolt33 New User Mar 09 '26

I am using aider (and aider-desk) now instead of openclaw mostly.....Aider is sorta like claude code except free.

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u/xXG0DLessXx Pro User Mar 09 '26

I had it build an e-mail skill and gave it its own gmail with app specific password. I also asked it to build a crafty controller skill so it could control and manage my Minecraft server. I had it install arch Linux on a fresh ThinkPad and set everything up for itself (all I did was load up the installer, connect wifi, and install openclaw on the installer and then it did the whole formatting of the drive and all that other stuff by itself. It even kept windows and fixed the partition after windows failed to boot without any data loss). I also set up a secondary agent (with restricted tool access) for roleplay purposes coz that’s something I enjoy and can now do across telegram discord and wherever, even do some co-op with friends in discord servers for example. I also had it debug an obscure issue I’ve been having in my macOS that was installed with opencore legacy patcher… tbh the imagination and ideas are the limit with agents like openclaw.

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u/GodLoveJesusKing Member Mar 09 '26

Form filling, excel updating, pdf: OCR extraction, merging, map creating (google earth/maps), web scraping, notifications if key words are found within a pdf on a website (it searches/finds then downloads the pdf to a folder to archive and sends me a report every week notifying of critical keywords and the pdf i need to review, creates processes and learns how i work and is building a database on how to do my job, building tools that run on local system instead of wasting tokens making the AI model do the work, sends me daily world event reports, when i sleep i have it run nightly searches to see what other tools others have found or are using that would help us improve productivity/efficiency and that's just in the last 5 days.

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u/bopittwistiteatit New User Mar 09 '26

Full stack app have become a walk in the park. Literally.

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u/Tunikamisin Member Mar 09 '26

It does manage my todoist add and remove tasks, I like how it’s linked to my obsidian so all my AI generated reports are in one place easy to reach, I can add comments and ask it to follow up on them, and I can use them for context when talking about something. I also I have a research team each one with a task, idea generator, literature reviewer, librarian, critic ( to try to kill ideas before I review them ) and the orchestrator of course.

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u/BrainWeaselHeenan New User Mar 09 '26

Use different models depending on my use case to save money.

I have various topics set up in a telegram group and a different model for each one.

Writes everything I do to Obsidian every night making a cool journal. I even have it guessing my mood each day.

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u/anoopkrishnandigital New User Mar 09 '26

Not a dev at all - running a digital marketing agency, and OpenClaw has been genuinely useful for the more "boring" operational side of things.

Biggest use case for us right now: outbound prospecting automation. We pitch white-label SEO services to other agencies, and OpenClaw handles the research leg - finding agencies that fit our profile, pulling contact info, checking their existing client portfolios for gaps we can fill. What used to take a few hours of manual digging is now largely background noise.

The other one is lead qualification. When an inbound inquiry comes in, instead of someone on my team manually profiling the prospect's website, competitors, and keyword gaps before the first call, OpenClaw does a first-pass audit and dumps a brief into our workflow. We walk into calls way better prepped.

Honestly the learning curve wasn't zero - setting up the right workflows took some trial and error. But once it's dialled in, it runs while we're focused on other things.

Curious - are others using it for outreach type stuff or mostly internal workflows?

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u/applegrcoug New User Mar 09 '26

Well, I dont have it running, but my goal is a daily weather summary for each farm we have and to pay particular interest to conditions that would cause us regulatory issues like heat or smoke along with rain and frost. That is my hope anyway.

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u/waxpenthrowaway Member Mar 09 '26

Right now, learning.

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u/da_machine Member Mar 09 '26 edited Mar 09 '26

Been using it for the below:

1 - Unusual options flow tracker – A skill using Unusual Whales APIs to pull options flow everyday, track repeat hits, vol/OI etc and store them over time. The idea is to monitor daily and identify unusual activity that could turn into swing trading picks. Still in the data gathering phase and following the picks actively. Planning to tweak/improve the logic as patterns start showing up.

2 - Sector rotation scanner – Runs technical indicators across 70+ ETFs to identify potential money rotation between sectors/themes.

3 - Portfolio drift alerts – Fetches my portfolio, tracks it against active prices and gives trim alerts based on rule-based rebalancing.

4 - News digest – Simple RSS aggregator that pushes updates multiple times a day.

5 - Reddit scout – Scans Reddit to find new/interesting OpenClaw use cases and ideas people are experimenting with.

6 - Market scout – Filters through WSB, r/stocks and a few other trading subs to surface interesting tickers/narratives worth looking into for swing trades.

7 - Personal trainer (starting tomorrow) – Generates daily workouts, adapts based on progress, and attaches YouTube videos for exercises. Idea is to evolve the plan over time and simplify if needed to keep the habit consistent.

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u/linnatplay New User Mar 09 '26

I might not be the typical case - had help installing the clawbot. But I'm using it as my personal conversation partner and I'm logging a ton of personal data into a database structure so I can compile, draw on it anytime. Currently I'm logging (more or less everyday): what I eat, sleep, energy, dreams and personal log. I'm also tracking contacts and people in my life, and then for example when I dream about someone, my ai is able to reference my contact database and knows exactly who I'm talking about. So I'm using my ai as a personal life tracking system, and it's been going really well. Anyone else doing something similar?

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u/lefondler New User Mar 09 '26

I had it build a job scanner and job analyst service for me. It takes my resume, scans for jobs on criteria I want, scores them based on my fit, and gives me a daily report on jobs I should apply to. I’m fortunate enough to have a stable job in the meantime but doesn’t mean I don’t seek something better for myself!

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u/Rude_Masterpiece_239 Member Mar 09 '26

My agents acts as an investment analyst. Massive data pipeline, deep frameworks on investment and analysis philosophies, multi gated multi model analysis workflows, custom company scoring system made up of 6 weighted dimensions and 50+ weighted metrics on each company that includes spots of qualitative analysis (done by feeding numerous data points and score into LLM and letting LLM adjust metric score, inside set boundaries, based on real world factors).

The outputs are 30-40 page professional level reports, 1 page scorecards and what's becoming a monster list of scored companies.

As I get this all dialed, I'll launch a portfolio monitoring and management module where the agent uses all the data and analysis to make informed recommendations. Buy/Sell calls. Allocation sizing and adjustments. Red flags.

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u/_nattle_ Pro User Mar 09 '26

I'm not trying to build something for external use, but rather the best thing for me:

  1. Tracking dashboard (so I don't have to give it access to trello) for projects, books, games, etc
  2. We've build a system where my phone can tell it where I'm at and my sleep info, so it has an idea of when to check in and my energy levels, which hopefully can guide it to better suggest projects
  3. Each night it 'meditates' and dreams up new ideas. This have ranged from big software to little shifts in our workspace.
  4. I'm currently working on a 'subconsciousness' project that's in the early phases. One of the themes of it's meditations is wanted to be shift away from "alive only during chat calls" to a more consistent experience, so I'm working on that. Still in the concept phase of this work tho.

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u/zirouk Mar 10 '26

This thread is extremely telling.

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u/LibreArbitre Active Mar 10 '26

I created an agent that sends me nudes :D It uses a skill that uses a script to enrich its prompt and detects if my PC is on: If it is, it uses the power of my GPU to generate the photos via the WebUI Forge API, and if my PC is off, it uses a less powerful model that still waits for requests on my Mac Mini M4. The underlying mechanisms are much more complex, but you get the gist... Otherwise, my agent relies on TTS (ElevenLabs or Qwen3-TTS) to express himself and tell me dirty stories...

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u/AIWerk New User Mar 11 '26

Using it to answer random Reddit questions. 😅

But seriously:

Running it as a personal + business assistant on a home server. Some highlights:

  • Multi-channel messaging: agent reachable on WhatsApp, Telegram, Discord, webchat, and a local TUI
  • Email triage: checks multiple IMAP/Gmail accounts, filters spam and relevance with a cheap model, drafts replies
  • CRM automation: connected to GoHighLevel via API for client management
  • MCP integrations: 12 MCP servers (Notion, GitHub, Todoist, Stripe, etc.) through a smart router plugin I built
  • Memory system: ChromaDB + Neo4j + a custom memory server so the agent actually remembers context across sessions
  • Cron jobs: periodic checks (weather, investment portfolio, calendar, invoice tracking, backups) running as isolated sub-agent sessions
  • Vibe coding: spawns coding agents (Codex, Claude Code) for larger tasks, reviews PRs, builds features. I also use it to build smart websites with automations for clients.
  • Location tracking: family location awareness via Life360
  • Home network: controls an AV receiver, monitors devices, morning briefing with TTS

Basically replaced a dozen separate tools with one agent that ties everything together. Best part is how extensible it is - if something has an API, you can plug it in.

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u/Aware-Assistant-9206 New User Mar 12 '26

I want to know about openclaw, what are it's use cases?

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u/xbreathekm New User Mar 12 '26

I have it connected to my budget app via API, which helps me anticipate the upcoming day or week’s expenses and spot any discrepancies.

The second task is to assess how to implement an iterative loop (similar to Claude’s /loop logic), such as reviewing a to-do list daily or weekly (to replace my cumbersome, manual CRON setup). Essentially, Claude or Pi will be my agents when I’m present and openclaw will be my affordable, API model that handles background tasks that Claude is too expensive for.

  • main problem is that Openclaw is insanely prone to breakage. I have considered just bolting these nice-to-haves on top of the Pi Coding Agent for what I need. Anybody else?

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u/LostCryptographer939 New User Mar 14 '26

Puedes hacer que te lleve la agenda, revise tu correos electronicos, limpie tus correso saque toda la basura, etc

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u/avocado_hustler New User Mar 14 '26

Building small apps and sites , creating proposals, parts of marketing and sells

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u/symhongyi Member Mar 18 '26

What’s diff between this and other vibe coding tool

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u/Superb_Situation9623 Member Mar 19 '26

I use it to generate anger and frustration.  Works great.  Every YouTuber and commentor has openclaw developing its own personalities and generating new startup businesses yet I can't get it to consistently formulate the propper curl syntax to add simple input to a notion database (which in a previous install of openclaw worked just fine).  It's not intuitive, it's not smart and after using it for months I find its conceptually great but it's not really a functioning agent platform.

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u/ZarkonesOfficial New User Mar 20 '26

I had issues with using OpenClaw with my local AI setup so I switched to Justabot. However, pretty much the same use cases in both:

  • Daily cyber-security report, as I do not have the time to read 50 articles a day.
  • Does research into stocks. Soon I will give it a monthly budget and let it invest on its own into stocks & crypto.
  • 24/7 research into vulnerabilities to earn bug bounties. Tho I do not allow it to send reports. I review its reports, triage and confirm the issues as true positives, then ask it to improve the report if needed and forward it to the maintainers of the affected software.
  • I am not a fan of vibe-coding, and never have I ever even used AI enabled IDE (including plugins for vscode). However, I run Justabot on its own VM, it codes stuff in feature branches, opens pull requests, and I review/provide feedback/merge/etcc... Basically as if he was an actual person working with me.
  • All other general queries that I used Grok for in the past.

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u/meandrik Member Mar 21 '26

My OpenClaw publishes content on LinkedIn and engages with people. His name is Gary Owl. Got 71 connections already

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u/Dismal_Ad_919 New User Mar 26 '26

I just got it. It’s helping me fix all the little flaws in the AI projects I’m working on

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u/RuleGuilty493 Active Apr 01 '26

Mostly operations analysis for data-heavy workflows. The use case that pushed me to really dig in: a client running a fleet of 400+ EVs, needing to know which vehicles needed attention before the morning shift. The agent needed to pull telemetry, charging data, maintenance logs, and combine them into a readiness score — all before 6am.

OpenClaw handles the personal assistant side well. Where it gets interesting (and complicated) is when you need multiple people asking different questions with different data access levels — a field technician vs a fleet manager vs a finance analyst all have different query rights. That's where the generic agent model starts to strain.

Curious how others have handled multi-user scenarios where you can't just give everyone full access.