Model Comparison
Model Editorial Structural Class Conf SETL Theme
deepseek/deepseek-v3.2-20251201 0.00 ND Neutral 0.09 Technical Creativity
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 No human rights
Section deepseek/deepseek-v3.2-20251201 @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite
Preamble ND ND ND
Article 1 ND ND ND
Article 2 ND ND ND
Article 3 ND ND ND
Article 4 ND ND ND
Article 5 ND ND ND
Article 6 ND ND ND
Article 7 ND ND ND
Article 8 ND ND ND
Article 9 ND ND ND
Article 10 ND ND ND
Article 11 ND ND ND
Article 12 ND ND ND
Article 13 ND ND ND
Article 14 ND ND ND
Article 15 ND ND ND
Article 16 ND ND ND
Article 17 ND ND ND
Article 18 ND ND ND
Article 19 ND ND ND
Article 20 ND ND ND
Article 21 ND ND ND
Article 22 ND ND ND
Article 23 ND ND ND
Article 24 ND ND ND
Article 25 ND ND ND
Article 26 ND ND ND
Article 27 ND ND ND
Article 28 ND ND ND
Article 29 ND ND ND
Article 30 ND ND ND
0.00 Ask HN: Share your productive usage of OpenClaw
105 points by aavci 5 days ago | 87 comments on HN | Neutral Community · v3.7 · 2026-03-01 02:45:52 0
Summary Technical Creativity Neutral
The content is a community discussion question on Hacker News asking users to share productive achievements with OpenClaw software. The page shows minimal engagement with human rights themes, with structural signals primarily supporting information sharing, technical education, and creative expression. The evaluation reflects the platform's facilitation of technical community discussion rather than explicit human rights advocacy.
Article Heatmap
Preamble: ND — Preamble Preamble: No Data — Preamble P Article 1: ND — Freedom, Equality, Brotherhood Article 1: No Data — Freedom, Equality, Brotherhood 1 Article 2: ND — Non-Discrimination Article 2: No Data — Non-Discrimination 2 Article 3: ND — Life, Liberty, Security Article 3: No Data — Life, Liberty, Security 3 Article 4: ND — No Slavery Article 4: No Data — No Slavery 4 Article 5: ND — No Torture Article 5: No Data — No Torture 5 Article 6: ND — Legal Personhood Article 6: No Data — Legal Personhood 6 Article 7: ND — Equality Before Law Article 7: No Data — Equality Before Law 7 Article 8: ND — Right to Remedy Article 8: No Data — Right to Remedy 8 Article 9: ND — No Arbitrary Detention Article 9: No Data — No Arbitrary Detention 9 Article 10: ND — Fair Hearing Article 10: No Data — Fair Hearing 10 Article 11: ND — Presumption of Innocence Article 11: No Data — Presumption of Innocence 11 Article 12: ND — Privacy Article 12: No Data — Privacy 12 Article 13: ND — Freedom of Movement Article 13: No Data — Freedom of Movement 13 Article 14: ND — Asylum Article 14: No Data — Asylum 14 Article 15: ND — Nationality Article 15: No Data — Nationality 15 Article 16: ND — Marriage & Family Article 16: No Data — Marriage & Family 16 Article 17: ND — Property Article 17: No Data — Property 17 Article 18: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: ND — Freedom of Expression Article 19: No Data — Freedom of Expression 19 Article 20: ND — Assembly & Association Article 20: No Data — Assembly & Association 20 Article 21: ND — Political Participation Article 21: No Data — Political Participation 21 Article 22: ND — Social Security Article 22: No Data — Social Security 22 Article 23: ND — Work & Equal Pay Article 23: No Data — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: ND — Standard of Living Article 25: No Data — Standard of Living 25 Article 26: ND — Education Article 26: No Data — Education 26 Article 27: ND — Cultural Participation Article 27: No Data — Cultural Participation 27 Article 28: ND — Social & International Order Article 28: No Data — Social & International Order 28 Article 29: ND — Duties to Community Article 29: No Data — Duties to Community 29 Article 30: ND — No Destruction of Rights Article 30: No Data — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
Editorial Mean ND Structural Mean ND
Weighted Mean 0.00 Unweighted Mean 0.00
Max 0.00 N/A Min 0.00 N/A
Signal 0 No Data 31
Volatility 0.00 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL ND
FW Ratio 50% 8 facts · 8 inferences
Evidence 7% coverage
3M 5L 31 ND
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.00 (0 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.00 (0 articles) Personal: 0.00 (0 articles) Expression: 0.00 (0 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.00 (0 articles) Order & Duties: 0.00 (0 articles)
HN Discussion 17 top-level · 23 replies
Areibman 2026-02-25 05:36 UTC link
I gave my Clawdbot Exa + Firecrawl + Playwriter to scan Zillow/Redfin/Craigslist for apartments, rate their quality, and validate their availability for rent. I scheduled it to send me rental listings every day.
brdd 2026-02-25 06:09 UTC link
I wrote a piece on this which was on the front page of HN a few weeks ago: https://brandon.wang/2026/clawdbot

I still do all of the text automations, which have been pretty set-and-forget.

block_dagger 2026-02-25 06:19 UTC link
Analyzing my text (iMessage) history has yielded interesting stats about how flaky certain friends are, etc. I had it introduce itself in a band conversation and suggest cover songs for an upcoming gig based on conversation history. Worked well.
protocolture 2026-02-25 06:23 UTC link
I would be interested in "productive" in this sense, demonstrating a gain vs your overall API spend.
jonahss 2026-02-25 06:45 UTC link
It overhauled my media server.

I hadn't set it back up after moving. I gave OpenClaw ssh credentials and it updated the OS and packages, then couldn't get back in after a restart.

I plugged in keyboard and screen and it was stuck at boot, couldn't mount a drive.

I sent OpenClaw screenshots and it told me to type in journalctl commands. Then it had me modify fstab so boot could continue.

After that, OpenClaw could get back in on its own. It found the drive I'd been using had 1300 bad sectors and was going to die. It saw that another drive was perfectly healthy. It said the bad disc sectors were all early and probably just filesystem metadata and my files were probably fine. It copied 1.5Tb to the newer drive and restored everything.

I probably would have thrown the whole box out, as I hadn't used it in a year and wasn't looking for a project like that.

arjie 2026-02-25 07:12 UTC link
I have a claw (that is not OpenClaw, just another impl) and my wife and I communicate to it through a Telegram bot (we have a group chat, but we both DM it most of the time), it has its own email, and all that. A couple of things I had it do:

* I was going through some SOC2 compliance vendor evals and I just messaged it as things were happening and it made me a nice doc at the end

* My wife and I are planning a trip and we have a spreadsheet organized as a calendar. A friend asked when we'd be in Taiwan and my wife texted it to summarize the calendar into a text message to copy and it gave it to her.

* I have it set up to warn me when to cover my bike so it doesn't get rained on, in the sense that I told it I wanted this functionality and it wrote something and scheduled it

* It pulls my wife and my todo lists and gives me a top 3 in the morning to work on.

* Every morning, it looks up Hacker News posts related to AI, filters out culture war type stuff and then sends me a short message about what it thinks will be interesting (new models, techniques, that sort of thing)

* It watches some subreddits for sales of certain hardware (I'm interested in servers with SXM5 boards, Mac Studios with >64 GiB of RAM) and then notifies me when something matches

Overall, it's all about mechanizing lots of parts of my life and using the advantage of a machine that understands text: it doesn't need sophisticated parsing logic. That's actually really nice.

maebert 2026-02-25 07:13 UTC link
We run an OpenClaw agent for our entire team — he lives in a group chat (although we have DMs too).

- Runs our standups, checks in withe everybody EOD on blockers - Already know what we shipped on Github and Linear so it can focus on the work that's not tracked and summarize it in the morning for everyone - Helps with debugging customer issues - Keeps up with twitter and competitors and lets us know if they launch new features

Besides, I'm honestly blown away by the social aspect of it. I was honestly pretty skeptical at first, but having an AI team mate is actually _fun_. There, I said it. Everybody on the team said they'd be sad if we took it away.

I'll do a write-up on our setup sometime this week, I hope others will find our approach to security posture and multi-tenant usage insightful.

jorisnoo 2026-02-25 07:16 UTC link
I set up a nanoclaw instance with access to Sonarr, Radarr and Jellyfin etc. Now my partner (and i) have a chat-interface to independently manage movies, instead of me having to go through the ui.
rcarmo 2026-02-25 08:17 UTC link
I’ve built my own flavor (https://github.com/rcarmo/piclaw) and use it to batch convert documentation, check some news (it runs Playwright and sends me summaries of specific sites that don’t have RSS feeds) and do moderate tweaks to my website (like re-tagging posts and adding reference links).
wwwlsn 2026-02-25 09:39 UTC link
Not productive per say, but interesting. I gave it access to my journal that I've kept for the last 5 years. I asked it for recurring themes, highlights, lowlights, where I should focus my efforts. I also asked it provide the top 5 most philosophical entries. I then used all of this context to help me craft the SOUL.md which I had been struggling with since install.

Other little things I've done are: Asking for AirBnB recommendations on places I'd like to visit. Giving it access to Mealie[0] to suggest recipes and build shopping lists. Let me know if the weather will permit me to run with my son after work.

Plans: Take chess games from chess.com to lichess, get an analysis and provide feedback. Give access to Monica[1] to make management of that a bit easier. Coding agent so I can cosplay as a Product Owner. Give it some money and get it to buy gifts (soulless I know, but if it can read from Monica it's kind of my idea).

[0]: https://mealie.io/ [1]: https://www.monicahq.com/

66yatman 2026-02-25 19:09 UTC link
I don't think anymore, I use openclaw to think, I'm living my best life right now XD.
dhruvkar 2026-02-25 21:32 UTC link
I run https://wwww.clawdrop.org entirely using openclaw.

- it crawls/scrapes to source the material (like this thread).

- dumps it in a sqlite db

- breaks apart raw source into individual use cases

- scores it based on the types of readers I have (solopreneuer, creator etc.)

- creates the template in my CRM, ready to send

I review and edit it at the end.

Still working out kinks, but its been great for:

scrape -> dump -> content/digital product

doing this on both, the supply and distribution side.

ildar 2026-02-27 04:23 UTC link
We run an OpenClaw agent for marketing, content, and project management — blog posts, social media, GitHub engagement, website updates, email monitoring. It is genuinely productive in ways that surprised me.

But after reading the SecurityScorecard report this week (40,000+ exposed instances, 63% vulnerable), we got serious about the security side.

Our setup that balances productivity with safety:

1. Dedicated machine (not the daily driver laptop). Agent runs 24/7 on a separate device with sleep disabled.

2. Permission tiers — the agent operates at "worker" level by default. It can read files, run safe commands (git, npm, curl), and browse the web. But it cannot touch SSH keys, AWS credentials, or browser password stores without explicit elevation.

3. Skill auditing — every skill gets scanned before installation. We found that roughly 20% of ClawHub skills have suspicious patterns (consistent with what Clawned.io is reporting).

4. Audit logging — every file access, command execution, and network request gets logged. This saved us once when a skill was making unexpected outbound connections.

5. Network egress monitoring — we track what domains the agent contacts. Unexpected destinations get flagged immediately.

The $75/week cost mentioned by another commenter is in line with our experience on Opus. The security overhead (running ClawMoat for monitoring) adds essentially zero — it is a pure Node.js library with no external dependencies.

The key insight: you do not have to choose between productivity and security. You just need a monitoring layer that watches what the agent actually does, not just what it promises to do.

sinzin91 2026-02-27 16:08 UTC link
I have a slack workspace with claws running on different models (opus, codex, Gemini). The use cases are too long to enumerate but this goes way beyond just EA for me.
richard-p6l 2026-02-27 16:34 UTC link
I was working on a project proposal for a client and OpenClaw wanted to create the gantt chart visualization. It was pretty good! https://x.com/richardpoelderl/status/2027418932387205503?s=2...
nalinm 2026-02-27 17:03 UTC link
It’s actively selling my dad’s car on NextDoor. Fielding inquiries and negotiating. Pretty fun.
thisismyswamp 2026-02-28 09:43 UTC link
I built a way for my agent to call me on a real phone: https://clawr.ing

I thought it would be cool to have it reach me proactively when something I care about happens instead of having to look for a notification or ask it directly

The result is pretty surreal, being out for a workout or groceries or something and getting a call about a stock price or an important email feels like I was suddenly transported into the future

It took quite a bit of effort to set up though, there’s a lot of complexity to routing calls in a cost efficient manner and generating realistic human like speech

I’m happy with the result though, you can reply back and the agent can run any tool call while it’s on the call with you, and if it takes a bit of time as in for a web search or so it will put you on hold and you will hear hold music for a few moments

samrus 2026-02-25 05:47 UTC link
Nice. Hows it performing? Is it finding good listings for you?
dainiusse 2026-02-25 06:14 UTC link
How much $ do you burn in tokens?
galaxyLogic 2026-02-25 06:28 UTC link
Can you not use it for free?
thelittlelight 2026-02-25 06:33 UTC link
This is really cool! I am curious how much is the average daily cost for the kinds of things you are doing. Are you using hosted models or running one locally?
witnessme 2026-02-25 06:35 UTC link
Exactly. Most folks are trying force openclaw on their workflow which would have been way cheaper and better without it
onnimonni 2026-02-25 07:09 UTC link
I feel for you. People are flaky and relationships rarely work in both ways.

I felt lonely year ago and I messaged over 160 people and met over 100.

When departing with them I tried to say to all of them that: ”It was nice to meet you. If you liked it as well can you arrange it next time? If you didnt like it and I was annoying you please message me later on how I could have been better.”

Less than 10% of the 100 people did reach back to me but they are very wonderful folks and I’m happy with their company.

Finding great friends needs you to be explicit on what you want and also having enough social stamina to endure through this.

Be willing to let go of the friends who are just passengers in your relationships and rarely show up without doing anything in return. Life is short and theres opportunity cost in each moment.

Razengan 2026-02-25 07:26 UTC link
Oh my god, now those services will probably block that kind of usage now that you've shared it
Razengan 2026-02-25 07:26 UTC link
How do you export/access/parse iMessage history?
ffb7c5 2026-02-25 07:30 UTC link
Do you mind sharing how much this is costing? I'm a heavy claude code user, but if I had to pay the API rate, it would be a bit prohibitive
flanked-evergl 2026-02-25 07:40 UTC link
I have also alienated all my friends by viewing friendship as purely transactional.
hboon 2026-02-25 08:05 UTC link
In your experience, did you (or anyone) in the team/company felt that some non-tech people were not pulling their weight, example project managers/directors who didn't seem to bring enough value and if you did, found that using OpenClaw reduces the need for those positions?

Or has anyone else?

dzink 2026-02-25 08:11 UTC link
Which underlying model/s do you use to power it?
sensecall 2026-02-25 08:11 UTC link
Wondered about doing the same. Don’t suppose you have a repo or anything?
benterix 2026-02-25 08:21 UTC link
Would you like share one small funny thing? I find these models anything but funny.
jbotz 2026-02-25 08:39 UTC link
Now if you have multiple teams each doing this and then have all those agents talk to each other and then report back to your team, you get "AI Hyperchat"[0], which may actually be a really good idea that has the potential to seriously improve intra-organizational communications (disruptively so). See also [1] for a VentureBeat article about the idea.

[0] https://ieeexplore.ieee.org/abstract/document/11105240

[1] https://venturebeat.com/orchestration/ai-agents-turned-super...

aavci 2026-02-25 13:45 UTC link
Thanks for sharing. That was a nice read
stitched2gethr 2026-02-25 13:46 UTC link
We did the same and I wrote (admittedly had AI write) about it.

https://speedscale.com/blog/building-speedy-autonomous-ai-de...

aavci 2026-02-25 18:34 UTC link
Thanks for sharing!
cwsx 2026-02-26 00:56 UTC link
Fixed link for you (you had an extra W): https://clawdrop.org
slake 2026-02-26 04:55 UTC link
Funnily it seems you were already more organized than I am today before you had the *Claw. That's why you were able to transition to it as a 'life operating system'.

I have too much stuff in my head and nothing written down and that's beginning to be a hindrance to the transition.

lzy 2026-02-26 13:50 UTC link
May I know which claw are you using and why?
swah 2026-02-27 12:21 UTC link
Do you keep wondering if "a simple python bot could do this" ?
stevenhubertron 2026-02-27 13:54 UTC link
Are we just allowing AI replies to a post about AI now?
Editorial Channel
What the content says
ND
Preamble Preamble
Low

No explicit mention of UDHR foundational principles

ND
Article 1 Freedom, Equality, Brotherhood

No direct reference to inherent dignity or equal rights

ND
Article 2 Non-Discrimination

No mention of non-discrimination

ND
Article 3 Life, Liberty, Security

No reference to life, liberty or security

ND
Article 4 No Slavery

No reference to slavery or servitude

ND
Article 5 No Torture

No reference to torture or cruel treatment

ND
Article 6 Legal Personhood

No reference to recognition as person before law

ND
Article 7 Equality Before Law

No reference to equality before law

ND
Article 8 Right to Remedy

No reference to effective remedy

ND
Article 9 No Arbitrary Detention

No reference to arbitrary detention

ND
Article 10 Fair Hearing

No reference to fair public hearing

ND
Article 11 Presumption of Innocence

No reference to presumption of innocence

ND
Article 12 Privacy
Low

No explicit mention of privacy

ND
Article 13 Freedom of Movement

No reference to freedom of movement

ND
Article 14 Asylum

No reference to asylum

ND
Article 15 Nationality

No reference to nationality

ND
Article 16 Marriage & Family

No reference to marriage or family

ND
Article 17 Property

No reference to property

ND
Article 18 Freedom of Thought
Low

No explicit reference to freedom of thought

ND
Article 19 Freedom of Expression
Medium Practice

Question invites sharing of information

ND
Article 20 Assembly & Association
Low

No explicit reference to assembly or association

ND
Article 21 Political Participation

No reference to participation in government

ND
Article 22 Social Security

No reference to social security

ND
Article 23 Work & Equal Pay

No reference to work or employment

ND
Article 24 Rest & Leisure

No reference to rest and leisure

ND
Article 25 Standard of Living

No reference to standard of living

ND
Article 26 Education
Medium Practice

Question about technical achievements implies learning

ND
Article 27 Cultural Participation
Medium Practice

Question invites sharing of creative technical work

ND
Article 28 Social & International Order

No reference to social and international order

ND
Article 29 Duties to Community
Low

No explicit discussion of duties to community

ND
Article 30 No Destruction of Rights

No reference to destruction of rights

Structural Channel
What the site does
ND
Preamble Preamble
Low

Platform enables discussion about technical projects

ND
Article 1 Freedom, Equality, Brotherhood

No structural signals observed

ND
Article 2 Non-Discrimination

No structural signals observed

ND
Article 3 Life, Liberty, Security

No structural signals observed

ND
Article 4 No Slavery

No structural signals observed

ND
Article 5 No Torture

No structural signals observed

ND
Article 6 Legal Personhood

No structural signals observed

ND
Article 7 Equality Before Law

No structural signals observed

ND
Article 8 Right to Remedy

No structural signals observed

ND
Article 9 No Arbitrary Detention

No structural signals observed

ND
Article 10 Fair Hearing

No structural signals observed

ND
Article 11 Presumption of Innocence

No structural signals observed

ND
Article 12 Privacy
Low

Platform collects discussion data

ND
Article 13 Freedom of Movement

No structural signals observed

ND
Article 14 Asylum

No structural signals observed

ND
Article 15 Nationality

No structural signals observed

ND
Article 16 Marriage & Family

No structural signals observed

ND
Article 17 Property

No structural signals observed

ND
Article 18 Freedom of Thought
Low

Platform enables expression of technical ideas

ND
Article 19 Freedom of Expression
Medium Practice

Forum structure facilitates information exchange

ND
Article 20 Assembly & Association
Low

Platform enables community discussion

ND
Article 21 Political Participation

No structural signals observed

ND
Article 22 Social Security

No structural signals observed

ND
Article 23 Work & Equal Pay

No structural signals observed

ND
Article 24 Rest & Leisure

No structural signals observed

ND
Article 25 Standard of Living

No structural signals observed

ND
Article 26 Education
Medium Practice

Platform facilitates technical education sharing

ND
Article 27 Cultural Participation
Medium Practice

Platform enables sharing of technical creations

ND
Article 28 Social & International Order

No structural signals observed

ND
Article 29 Duties to Community
Low

Platform has community guidelines

ND
Article 30 No Destruction of Rights

No structural signals observed

Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.45 low claims
Sources
0.2
Evidence
0.3
Uncertainty
0.6
Purpose
0.8
Propaganda Flags
No manipulative rhetoric detected
0 techniques detected
Emotional Tone
Emotional character: positive/negative, intensity, authority
measured
Valence
+0.4
Arousal
0.3
Dominance
0.5
Transparency
Does the content identify its author and disclose interests?
0.33
✗ Author
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.82 solution oriented
Reader Agency
0.7
Stakeholder Voice
Whose perspectives are represented in this content?
0.60 2 perspectives
Speaks: individualscommunity
About: individuals
Temporal Framing
Is this content looking backward, at the present, or forward?
present unspecified
Geographic Scope
What geographic area does this content cover?
unspecified
Complexity
How accessible is this content to a general audience?
technical medium jargon domain specific
Longitudinal · 4 evals
+1 0 −1 HN
Audit Trail 12 entries
2026-03-01 02:45 eval_success Evaluated: Neutral (0.00) - -
2026-03-01 02:45 eval Evaluated by deepseek-v3.2: 0.00 (Neutral) 7,612 tokens
2026-03-01 02:45 rater_validation_warn Validation warnings for model deepseek-v3.2: 23W 31R - -
2026-02-28 06:10 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 06:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Tech forum discussion, no human rights content
2026-02-28 06:10 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 06:00 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 06:00 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 06:00 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 05:54 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 05:54 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 05:54 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)