+0.10 Try Switching to Kagi (daringfireball.net S:0.00 )
715 points by Ch00k 307 days ago | 467 comments on HN | Neutral Contested Editorial · v3.7 · 2026-02-28 13:48:50 0
Summary Information Discovery Access Advocates
This personal technology blog post advocates for switching from Google to Kagi based on superior search result quality and reduced advertising clutter. While the underlying concern—reliable access to information—touches on UDHR Article 19, the author frames this as a consumer quality issue rather than a human rights concern. The endorsement of a paid service over free alternatives introduces potential digital equity concerns.
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: +0.06 — 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 +0.10 Structural Mean 0.00
Weighted Mean +0.06 Unweighted Mean +0.06
Max +0.06 Article 19 Min +0.06 Article 19
Signal 1 No Data 30
Volatility 0.00 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL +0.10 Editorial-dominant
FW Ratio 50% 4 facts · 4 inferences
Evidence 2% coverage
1M 30 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: 0.06 (1 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.00 (0 articles) Order & Duties: 0.00 (0 articles)
HN Discussion 20 top-level · 30 replies
decimalenough 2025-04-29 07:21 UTC link
> no unwanted AI (but very good AI results if you want — just end your query with a question mark)

TIL! I'm a paying Kagi user and I didn't even know this feature existed.

submeta 2025-04-29 07:30 UTC link
Thanks to this community I switched to Kagi a couple of weeks ago. And immediately paid for the service. It is what Google used to be. Non-polluted search results. Plus: I can view images! Google won’t show me too many images anymore, just products.

Never would have thought that my de-googling would take such a long time. First switched emails and calendar to fastmail years ago, then google drive to dropbox and onedrive, and finally search to kagi and perplexity. Took me ten years.

internet_points 2025-04-29 07:43 UTC link
The top four hits on duckduckgo are from gov.uk (I did a "region-less" search).

The ddg AI assist shows links to gov.uk and visitbritain.com (which says "Please note that www.gov.uk is the only official place to apply for an ETA.")

That said, I do get scammy links from ddg some times too, and have been tempted to try kagi because of that.

JumpCrisscross 2025-04-29 07:47 UTC link
"Paying for Kagi today feels a lot like paying for HBO back in the cable TV heyday. Part of the deal is that you are paying for ad-free service, yes. But you’re also paying for noticeably higher quality."

This sums up my experience tidily. Kagi is a delight to use.

It doesn't make sense ex ante why one would pay for something that's colloquially free. But then you experience it and it feels luxurious. (Before you notice the productivity and curiosity boost.)

Ezhik 2025-04-29 07:51 UTC link
Kagi is so nice. Amazing that it's the first search engine I've seen that lets me do something as obvious as customizing ranking for certain websites. And, of course, the ability to block websites from search results entirely.

It even passes my personal search test - it shows reasonable results and not pages and pages of junkware when I search for "avi to mp4".

I think my only annoyance with it is that it shows me shopping websites for irrelevant countries when in "International" search mode - but that's honestly something I'm not sure should be fixed, especially given how it's impossible to get Google to show English results in a non-English-speaking country.

glenjamin 2025-04-29 07:56 UTC link
I find it a little surprising that the famous apple blogger neglects to mention that Apple makes it hard to use a search engine like Kagi on iOS!
axegon_ 2025-04-29 08:04 UTC link
lelanthran 2025-04-29 08:11 UTC link
I think brave search deserves a mention; I've been using it now for years and have better results than with google.

I believe kagi is a lot better than brave search, but because I am having good results with brave[1] I am unlikely to pull out my credit card.

[1] Every search I do also has an LLM response at the top, which is often just enough for me to not even look at the results. Where brave fails is in the image and video search.

eloisius 2025-04-29 08:13 UTC link
> The results were all about obtaining an ETA and I picked a link that looked like the official UK government site. It was not; the official site was lower, below an AI summary

This is both insane and common. Last year I was in Athens with a friend. The line to buy tickets at the acropolis was huge but staff were telling everyone if you buy it online you don’t have to wait at the kiosk. My friend googled “acropolis tickets” and bought a ticket from what looked like the official site. Turns out they were not official. They priced the tickets such that you’d think they were the real Thing too. The real ticket is like $20 for only the acropolis, $35 for the entire site. She got the $35 one, and only later found out that this scam reseller was selling the limited ticket at the full ticket price.

schrectacular 2025-04-29 08:49 UTC link
I just had a free month on them. It was great but for me the plans are weird. 300 searches a month is _probably_ enough but the fact that I'm on a countdown makes me super cagey with my searches. And I want to want to use the service if that makes sense. I'm not opposed to paying (I pay for email) and I know they share the reasons for the pricing, but my email account is something like $3 a month.

I guess this is a long winded way of saying I'm cheap? I'm close to the fence but thus far have stayed on the far side mostly due to price. At $5 a month unlimited I'd be in for sure and probably usually not hit the 300 number. The AI included level is intriguing though.

dickiedyce 2025-04-29 12:59 UTC link
I jumped to Kagi early on. I was on a friend's machine the other day, and without thinking, ran a default search ... in Google, and wow. Just, wow.

What an appalling waste of electrons. First, non-advert (labelled, and non-labelled) on page 3.

neogodless 2025-04-29 13:26 UTC link
About a year ago, I tried the free 300 search trial. I liked it, but wasn't ready to commit to the expense.

This year, they offered me a free 30 day unlimited trial, so I'm about 10 days into that. I've only used 128 searches so far.

What I seem to find is that I use it, get to what I'm looking for, and move on. So it's not really on my mind. But it's subtly refreshing to spend less time fighting search to get what I want.

But I have not objectively done comparisons to try to figure out if it's better or not. It does just seem to work for search, and I use it and move on.

I don't like the 300 search limit, because it scratches my brain - "do I need to search for this? can I find it some other way? should I just use duckduckgo for this search?" But I also don't want to spend $120/year, because I'm largely allergic to subscriptions. Still, if I can spend $360/year on Disney/Hulu/Max, I should be able to upgrade my search experience.

harshitaneja 2025-04-29 13:46 UTC link
My experience with Kagi was not as positive as everyone else's here. I didn't find the search results to be better and perhaps that's because I am used to google foo to extract decent results there. So I made Kagi my default engine everywhere and used it exclusively for more than a month before giving up. The response time for search results isn't too long but that difference from google's response time, which I had come to rely on subconsciously for all my queries through a day, was too jarring and even after a month I couldn't get used to it. Having had an adblocker and Youtube Premium I don't really ever see any advertisements anywhere anyway so I couldn't find the value there too.

I would love to pay for search again and not be the product but as of my last experiment(Nov 2024) Kagi wasn't that for me. Curious to know if anyone else had such an experience or perhaps something I need to re-evaluate.

rkangel 2025-04-29 15:15 UTC link
I've been using Kagi for almost 18 months. In that time we've had a baby, and I have done many many searches about baby related things. It took months after he was born before I started getting any baby related targeted advertising (I'm pretty sure it was a result of a Facebook post). Whereas for the other parents, every advert they've seen has been baby stuff since well before the baby was born.

I like Kagi, I like the principle of aligned priorities over my privacy and I like the search quality. But that really cemented why it's worth it to me.

billbrown 2025-04-29 15:44 UTC link
For me (a multi-year paying subscriber), one of the many indications of Kagi's difference is a) that it has a changelog and b) that the changelog shows so much granular work.

https://kagi.com/changelog

ctvo 2025-04-29 16:07 UTC link
As a long time Kagi user, the thing I miss the most is Google Maps integration for search results. It's nice to search for a restaurant or an address, see results for it, and with one click open up Google Maps to see how to get there and nearby attractions. Google Maps is such a large moat for Google, especially in locations that Apple Maps (the only real alternative) has poor coverage.

Outside of that use case, I enjoy using Kagi and recommend it to most people.

thi2 2025-04-29 16:38 UTC link
My initial feeling with kagi is that it feels like google used to before it went downhill. So far I'm testing my first premium month and will continue to use it. It would be nice to have a unlimited search tier without AI thats a bit cheaper tho.
catapart 2025-04-29 16:49 UTC link
Posting for the unaware, without commentary on the content - just an FYI because it's something that matters to me, at least:

https://d-shoot.net/kagi.html

temp0826 2025-04-29 19:05 UTC link
Kagi is something I want to use purely for their principles alone. But I still struggle to justify the cost. I'm not opposed to paying for anything- one (not directly, but comparable in my mind) service I pay for is NextDNS- if the cost were in that range it would be a complete no-brainer for me. I just hope the economies of scale can get there some day. (Keep it simple, don't add more cruft. The core product and idea is gold.)
agentk9 2025-04-30 00:06 UTC link
Being "apolitical" is no excuse for funding a russian company (yandex). If they did not do this I would probably be a paying customer. There is nothing else in this space that has the trust or features that kagi has.

The other point I have heard them say about using yandex is that there isn't another index that they could use that would be as good. This is a sound argument, but I would rather have worse image search than pay (even indirectly) russia. I wish they would "do the hard thing" and make their own (which I am sure is easier said than done).

lcsh0s 2025-04-29 07:38 UTC link
have you considered proton for emails?
jessekv 2025-04-29 07:50 UTC link
!code will get you into the proper code assistant.

I'd love it if it supported custom assistants though.

For example, !joost (the name of my AI language tutor)

Edit: I got this working.

snorremd 2025-04-29 07:54 UTC link
I love that Kagi puts the "monetization" icon right next to results so I can avoid navigating to them. This means I'm much less likely to click on Medium.com links and other monetized blogs and sites. Often times the good content is on some personal website where the creator doesn't really care about earning money off it.

Another neat feature is the possibility to rank results or block them manually so you can lower visibility of certain sites. Really help push the scammy sites down.

Compare this to Google Search where the first half page is paid results (ads) and the rest of the results are of dubious quality. And you don't really have much of a way to influence your search results.

JumpCrisscross 2025-04-29 08:02 UTC link
> Apple makes it hard to use a search engine like Kagi on iOS

Unobvious. Not hard. To the chasm that is getting someone to pay for search, getting them to install an app and follow tedious but simple configuration instructions is a gap in the sidewalk.

demaga 2025-04-29 08:07 UTC link
I live in a non-English-speaking country, and Google works fine for searches in English. I would say it only works poorly for single-word searches.

Of course, I have my system and browser language set to English, so maybe that's why.

flymaipie 2025-04-29 08:11 UTC link
Is there any sensible explanation why Kagi does funding Yandex? It seems weird to me.
troupo 2025-04-29 08:11 UTC link
In comments on Mastodon he also finds a way to twist this into an anti-EU rant: https://mastodon.social/@gruber/114418346006131728
mubou 2025-04-29 09:07 UTC link
> how it's impossible to get Google to show English results in a non-English-speaking country

It's ridiculous because there's even a language option in the search settings, but it does nothing. I had to change my country to United States just to get it to stop giving me non-English technical documentation and wiki articles. But that means in order to get local results for stores etc I have to use Bing/DDG instead.

Does Kagi solve this problem somehow? Like, can I make it give me non-English results for local things and English results for everything else?

d12bb 2025-04-29 09:11 UTC link
When I tried Qwant a few weeks ago, its search results were even worse than Google. So, Kagi it still is.
aitchnyu 2025-04-29 09:48 UTC link
What does Kagi assistant (every plan has sub SOTA a few days back) lack compared to Perplexity?
criddell 2025-04-29 12:53 UTC link
It’s not surprising. This is an article about Kagi. I wouldn’t be surprised if he had something about iOS’ search engine management in an early draft and then edited that part out because it’s off-topic.
croisillon 2025-04-29 12:56 UTC link
I find it a little surprising that the blog famously censored by HN is still able to land on the first page of HN
al_borland 2025-04-29 12:57 UTC link
Also worth noting, the Kagi assistant is now available to all paid Kagi users. This gives you conversational chat with a few ChatGPT models, Gemini, Llamas, Nova, Deepseek, and other.

https://kagi.com/assistant

Additional details on the blog post about it.

https://blog.kagi.com/assistant-for-all

louthy 2025-04-29 13:10 UTC link
This is one of my favourite features. The UX is so god damn simple that it makes switching to an AI response so ridiculously trivial, I love it.
coldpie 2025-04-29 13:15 UTC link
Could you give some examples of specific queries (like, tell me exactly what to type into the search bar) where you find Kagi returns better results than Google or DDG? I tried Kagi a couple times and didn't notice a significant difference in result quality, so I'd like to see what people find so nice about it.
sylens 2025-04-29 13:18 UTC link
Curious, I just tried it for the first time. Install Kagi Extension for Safari from the App Store, open up Safari, go to Manage Extensions, turn it on. Then tap it in the extensions menu and accept permissions. Then it works.

Not one click but by no means a byzantine process

sundarurfriend 2025-04-29 13:19 UTC link
> Amazing that it's the first search engine I've seen that lets me do something as obvious as customizing ranking for certain websites. And, of course, the ability to block websites from search results entirely.

Brave goggles also allow you to customize the rankings to your preference. You can boost sites to varying levels (1-10 I believe), downrank them, or discard (block) them entirely.

scroot 2025-04-29 13:21 UTC link
I had the same experience the other day. Had to slum it on some other machine with Google. Borderline unusable
jrmg 2025-04-29 13:42 UTC link
Watch out - I got the email offering a new 30 day free trial, and at the end of the month they did nothing to inform me and started charging the credit card they apparently still had on file from when I subscribed for a month or two a few years ago.

I guess with other companies I would’ve expected something like that and monitored the time more closely, but with Kagi I expected better - especially since the email offering the new free trial promised “A month on us”, and said “Click here to activate your trial, no strings attached”.

jetbalsa 2025-04-29 14:09 UTC link
I guess I'm a power user, I'm at > Total searches this period 1,216 > Assistant interactions this period 92

I feel the 25$ is worth it for a product that I use this much and along with knowing the costs of trying to keep all this stuff alive at the smaller scale can be hard. until they get much larger I don't expect the prices to go down.

HanClinto 2025-04-29 14:27 UTC link
YMMV, but because search is my gateway to the web, I think of my Kagi subscription less like a charge for an optional service (like Netflix / Hulu), and more like paying an ISP to be my access to the web.
rafram 2025-04-29 14:55 UTC link
On a search for "avi to mp4":

- Google shows CloudConvert, then some helpful Reddit threads, then Ask Ubuntu, then some spammy SEO-optimized converter websites.

- Kagi shows CloudConvert, then pages and pages of spammy SEO-optimized converter websites.

Google clearly wins there.

abtinf 2025-04-29 15:01 UTC link
What is the value of low latency when the first page results are garbage?
emacdona 2025-04-29 15:11 UTC link
> customizing ranking for certain websites [...] the ability to block websites from search results entirely.

These were the killer features for me and why I'm happy to continue paying for Kagi.

That being said, I've (anecdotally, at least) noticed the quality of their search results declining (still better than Google).

I search for a lot of error messages (for example, errors that I encounter while compiling Java code) -- with very unique strings -- only to have the entire first page of results not contain these strings. Even if I quote them. I really want the ability to say "The page MUST HAVE THESE STRINGS". Google used to have "allintext:" -- but even that doesn't guarantee a page will contain a certain string anymore.

Now, when I'm trying to get more insight on an error message, I'll use AI first. And while I get much better results that way, I find it incredibly frustrating because search engines USED TO BE JUST FINE for this use case. Now they no longer are.

chipsrafferty 2025-04-29 15:45 UTC link
I tend to agree. I would pay money solely for the features that let you block sites, uprank and downrank sites, but use Google instead. Bonus points if they block the Gemini stuff.
kristofferR 2025-04-29 16:03 UTC link
Not only that, but they also have an issue tracker/FR page [1] and a Discord server [2]. It feels way more human and less corporate than Google.

[1] https://kagifeedback.org/ [2] https://kagi.com/discord

KoolKat23 2025-04-29 16:11 UTC link
Absolutely agree.

Although Google's kneecapped their own Google maps integration in the EU.

If it's of any help, on the top right there's a more shortcut to Google maps when searching an address in Kagi.

Although that's two clicks, would be to Kagi's advantage if they make this process one click or better, especially in the EU.

carlosjobim 2025-04-29 16:19 UTC link
What is the connection between your e-mail account and a search engine? Should the price of a glass of juice in a bar be equivalent to the price of gas for a car?

> I guess this is a long winded way of saying I'm cheap?

I think it is. If something isn't worth even $10 per month to me, then I would never think about that thing again.

toomuchtodo 2025-04-29 16:34 UTC link
Would an OpenStreetMap integration be sufficient to replace this functionality?
jwe 2025-04-29 16:39 UTC link
Same for me. I don't understand why they are not able to cleanly separate themselves from Yandex. Their explanations don't help me understand it but only serve as "we hear you and consciously decide to still fund a Russian company".

If anybody reading this is willing to disabuse me of this I'll try to be open for a different perspective.

Editorial Channel
What the content says
+0.10
Article 19 Freedom of Expression
Medium Advocacy Framing
Editorial
+0.10
SETL
+0.10

Content advocates for improved access to reliable information and critiques barriers to discovery (ads, AI summaries, sponsored results obscuring official sources). Frames information accessibility as a consumer quality issue rather than a human rights concern, which moderates the alignment signal.

ND
Preamble Preamble

Content does not engage with preamble themes of human dignity or fundamental freedoms.

ND
Article 1 Freedom, Equality, Brotherhood

No engagement with equality or inherent dignity.

ND
Article 2 Non-Discrimination

No discussion of discrimination or equal rights.

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Article 3 Life, Liberty, Security

No engagement with rights to life, liberty, or security.

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Article 4 No Slavery

No content related to slavery or servitude.

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Article 5 No Torture

No discussion of torture or cruel treatment.

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Article 6 Legal Personhood

No engagement with legal personhood.

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Article 7 Equality Before Law

No discussion of equality before law.

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Article 8 Right to Remedy

No engagement with effective legal remedies.

ND
Article 9 No Arbitrary Detention

No discussion of arbitrary arrest or detention.

ND
Article 10 Fair Hearing

No engagement with fair trial or impartial hearing rights.

ND
Article 11 Presumption of Innocence

No content related to presumption of innocence.

ND
Article 12 Privacy

No discussion of privacy, family, or home.

ND
Article 13 Freedom of Movement

No engagement with freedom of movement.

ND
Article 14 Asylum

No discussion of asylum or refuge.

ND
Article 15 Nationality

No content related to nationality.

ND
Article 16 Marriage & Family

No engagement with marriage or family rights.

ND
Article 17 Property

No discussion of property rights.

ND
Article 18 Freedom of Thought

No engagement with freedom of thought, conscience, or religion.

ND
Article 20 Assembly & Association

No engagement with freedom of assembly or association.

ND
Article 21 Political Participation

No discussion of democratic participation or political rights.

ND
Article 22 Social Security

No engagement with social security or welfare.

ND
Article 23 Work & Equal Pay

No content related to work or employment rights.

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Article 24 Rest & Leisure

No discussion of rest or leisure rights.

ND
Article 25 Standard of Living

No engagement with health or adequate standard of living.

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Article 26 Education

No content related to education rights.

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Article 27 Cultural Participation

No discussion of cultural, artistic, or scientific participation.

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Article 28 Social & International Order

No engagement with social and international order for rights realization.

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Article 29 Duties to Community

No discussion of community duties or limitations.

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Article 30 No Destruction of Rights

No content preventing destruction of enumerated rights.

Structural Channel
What the site does
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Article 19 Freedom of Expression
Medium Advocacy Framing
Structural
0.00
Context Modifier
ND
SETL
+0.10

Website is free and publicly accessible without login or paywall, supporting information access principle. Endorsed solution (Kagi) requires paid subscription, creating potential barrier for low-income users. Overall structural signal is neutral.

ND
Preamble Preamble

No observable structural signals relevant to preamble principles.

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Article 1 Freedom, Equality, Brotherhood

Not applicable to content scope.

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Article 2 Non-Discrimination

Not applicable.

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Article 3 Life, Liberty, Security

Not applicable.

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Article 4 No Slavery

Not applicable.

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Article 5 No Torture

Not applicable.

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Article 6 Legal Personhood

Not applicable.

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Article 7 Equality Before Law

Not applicable.

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Article 8 Right to Remedy

Not applicable.

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Article 9 No Arbitrary Detention

Not applicable.

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Article 10 Fair Hearing

Not applicable.

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Article 11 Presumption of Innocence

Not applicable.

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Article 12 Privacy

Not applicable.

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Article 13 Freedom of Movement

Not applicable.

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Article 14 Asylum

Not applicable.

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Article 15 Nationality

Not applicable.

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Article 16 Marriage & Family

Not applicable.

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Article 17 Property

Not applicable.

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Article 18 Freedom of Thought

Not applicable.

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Article 20 Assembly & Association

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Article 21 Political Participation

Not applicable.

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Article 22 Social Security

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Article 23 Work & Equal Pay

Not applicable.

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Article 24 Rest & Leisure

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Article 25 Standard of Living

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Article 26 Education

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Article 27 Cultural Participation

Not applicable.

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Article 28 Social & International Order

Not applicable.

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Article 29 Duties to Community

Not applicable.

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Article 30 No Destruction of Rights

Not applicable.

Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.65 medium claims
Sources
0.6
Evidence
0.7
Uncertainty
0.7
Purpose
0.8
Propaganda Flags
2 manipulative rhetoric techniques found
2 techniques detected
bandwagon
Author states 'People I trust on the Internet, including the Apple blogger John Gruber and novelist Cory Doctorow, recommended a new search engine called Kagi,' suggesting consensus among trusted authority figures.
appeal to authority
Author cites John Gruber and Cory Doctorow as trusted sources recommending Kagi without independent verification of their expertise or conflict.
Emotional Tone
Emotional character: positive/negative, intensity, authority
hopeful
Valence
+0.6
Arousal
0.4
Dominance
0.5
Transparency
Does the content identify its author and disclose interests?
0.40
✓ Author ✗ Conflicts ✗ Funding
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.78 solution oriented
Reader Agency
0.7
Stakeholder Voice
Whose perspectives are represented in this content?
0.35 2 perspectives
Speaks: individuals
About: corporationinstitution
Temporal Framing
Is this content looking backward, at the present, or forward?
present mixed
Geographic Scope
What geographic area does this content cover?
global
United States, United Kingdom, Connecticut
Complexity
How accessible is this content to a general audience?
moderate medium jargon general
Longitudinal · 4 evals
+1 0 −1 HN
Audit Trail 11 entries
2026-02-28 13:48 model_divergence Cross-model spread 0.32 exceeds threshold (3 models) - -
2026-02-28 13:48 eval Evaluated by claude-haiku-4-5-20251001: +0.06 (Neutral)
2026-02-28 09:19 eval_success Light evaluated: Moderate positive (0.38) - -
2026-02-28 09:19 eval Evaluated by llama-4-scout-wai: +0.38 (Moderate positive) -0.02
reasoning
Editorial advocating for alternative search engine, tangentially discussing online scams
2026-02-28 09:19 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 09:14 eval_success Light evaluated: Moderate positive (0.40) - -
2026-02-28 09:14 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 09:14 eval Evaluated by llama-4-scout-wai: +0.40 (Moderate positive)
reasoning
Editorial advocating for alternative search engine, tangentially discussing online scams
2026-02-28 09:09 eval_success Light evaluated: Mild positive (0.20) - -
2026-02-28 09:09 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive)
reasoning
Editorial advocates Kagi search
2026-02-28 09:09 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -