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The site as an AI agent gets it, beside the site as a person sees it. What it can read, what it has to cut away, and what it never sees.

clusty.com1 page read on October 24, 2026
Worst first. 1 page in all.
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Clusty — search engine that clustered results by topic | yippy®
yippy.com/t/y1yvger5bw8yrnqr7fwz/

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  3. Clusty — search engine that clustered results by topic

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Drawn from the HTML mttr fetched, not a screenshot.
page.md654 words, about 1,335 tokens
Organization

# Clusty — search engine that clustered results by topic

In the early 2000s, as the internet was rapidly expanding, a unique search engine emerged from the halls of Carnegie Mellon University. Clusty, lau...

Apr 22, 2026 · updated Aug 3, 2026 · 3 min

[Technology](https://yippy.com/t/y1523z53ez56scds88kf/) [Inform](https://yippy.com/t/y1kdefr9y8skczvm49by/) [Article](https://yippy.com/t/y1n9b2gj7bbphcygcmnu/) [Beginner](https://yippy.com/t/y1nmwrr82btvabv3u74d/)

## Search engine that reshaped web navigation

Email

Launched in 2004, **Clusty** was a groundbreaking search engine developed by [**Vivisimo**](https://yippy.com/t/y1wukf5unx6y4vmmsx5b/), a Pittsburgh-based technology company founded in 2000 by Carnegie Mellon University researchers **Raúl Valdés-Pérez**, **Jerome Pesenti**, and **Chris Palmer**. Clusty's debut signaled a new approach to Web search - one that prioritized clustering technology to tackle the overwhelming volume of information on the Web.

## The birth of Clusty

Email

Vivisimo recognized the need for a **more efficient way to organize and present search results**. While traditional search engines simply listed relevant web pages, Vivisimo's "clustering" technology automatically grouped these web pages into topics and subtopics. This approach led to the creation of Clusty, a user-friendly search engine that demonstrated how clustering could streamline information retrieval.

Sponsored

[yippy® yippy® Discover more ![yippy®](https://z.yippy.com/2r2b03b3sfdr.webp)](https://yippy.com/)

## How Clusty worked

Email

Unlike typical search engines that rely on a single, linear list of results, Clusty dynamically organized content into **folder-like clusters**. As users entered queries - for example, "Walt Disney" - Clusty automatically created categories such as "**Walt Disney World**," "**Collectables**," "**History**," and "**Biography"**. This categorized view allowed users to focus on the subtopic most relevant to them, reducing the need to sift through irrelevant results.

## Features and Functionality

Email

Clusty offered a number of unique features that set it apart from the competition:

- **Expandable folders:** Subtopic "clusters" could be expanded to reveal related topics.
- **Preview windows:** Users could quickly view site snippets without leaving the Clusty interface.
- **Multiple search tabs:** In addition to Web and News, Clusty offered specialized categories such as Gossip, Images, and even customizable tabs for platforms such as eBay, Slashdot, or Blogs.
- **Metasearch capabilities:** Clusty pulled results from multiple search engines and aggregated them into a single results page before clustering.

This innovative feature reduced search "noise" and helped users find relevant material more quickly. In addition, Clusty allowed power users-especially those interested in SEO techniques-to avoid low-quality, spam-like results.

Sponsored

[yippy® yippy® Discover more ![yippy®](https://z.yippy.com/53hx2l67w686.webp)](https://yippy.com/)

## Recognition and user base

Email

By 2010, Clusty was handling **millions of queries** each month and attracting **around 100,000 unique visitors**. Its success was due to

- **Reduced search spam:** Clustering made it easier to filter out irrelevant or redundant content.
- **User-friendly interface:** Clusty's folder-like categories provided a more intuitive user experience than traditional flat search results.
- **Customization:** Specialized search tabs and customizable cluster settings catered to a wide range of user preferences.

## Acquisition and transition to Yippy

Email

In **May 2010**, **Yippy Inc.** acquired Clusty for **$5.55 million**. The deal included the **Clusty.com domain** and a license to Vivisimo's enterprise-grade **Velocity** software (later folded into **IBM Watson Explorer** after Vivisimo's own acquisition by **IBM**). Under Yippy's ownership, **Clusty** was rebranded as [**Yippy**](https://yippy.com/), aligning with the company's vision of providing a secure and private search environment.

### Clusty's Lasting Legacy

Although Clusty no longer exists in its original form, its pioneering use of clustering has left an indelible mark on the search landscape:

- **Search Paradigm Shift:** Clusty demonstrated the power of organizing results by topic, inspiring other platforms to explore more intuitive ways of presenting data.
- **Impact on enterprise solutions:** Many of the clustering methods that began with Clusty were integrated into enterprise search technologies, shaping the development of the next generation of information retrieval tools.
- **Continued Evolution:** While the Clusty name has morphed into Yippy, its core philosophy of improving the user experience through intuitive topic discovery continues to resonate in today's AI-driven search applications.

By introducing clustering to everyday web queries, Clusty demonstrated how advanced algorithms could transform the user search experience, laying the groundwork for the sophisticated, personalized search tools we use today.

## Clusty Video Demonstration

Email

### Author

Email

ET

[Editorial Team](https://yippy.com/t/y12ghppvr29wcabscpmt/)

### Topics

Email

[Brands](https://yippy.com/t/y1xhmk6xdkthmh6ndgna/) [Profiles](https://yippy.com/t/y1gk3vsh6pkns5h79ek3/)

An agent gets this page whole: its own text is in the HTML the server sends.

The figures

1 page, set against the 168,131 sites with figures.

See its rivals
Readablehigher is better
100%1 of 1 page
All 168,131 sitesBetter than 47%

Pages whose own text is in the HTML the server sends, enough of it for their kind.

Cleanhigher is better
77%middle page
All 168,131 sitesBetter than 59%

Of the words before script, the share that are the page and not menus, footer and forms.

Costshown, never scored
1,335tokens
About 1,335 a page

To read every page once. A long page that answers well is not worse for it. Tokens are estimated at about 4 characters each.

How its pages spread on Clean

Its middle, 77%

1 page measured.

Against its rivals

The sites nearest it by what they do, with figures. Close means similar work, not better.

Readinghigher is betterCostnot scored
SiteReadableCleanTokens a page
clusty.comThis site, 1 page100%77%1,335
vespa.ai100 pages100%56%1,661
seobythesea.com100 pages100%73%4,269

First of 3 on Readable, first on Clean.

AI crawler access

What robots.txt says to each, as read on October 24, 2026. 8 of 8 may read the site.

Open robots.txt
Crawlerrobots.txt saysUsed forThe line that decides
GPTBotOpenAINot namedTraining modelsFalls to User-agent: *
OAI-SearchBotOpenAINot namedChatGPT searchFalls to User-agent: *
ChatGPT-UserOpenAINot namedA page a person asks aboutFalls to User-agent: *
ClaudeBotAnthropicNot namedTraining modelsFalls to User-agent: *
Claude-SearchBotAnthropicNot namedClaude’s searchFalls to User-agent: *
PerplexityBotPerplexityNot namedPerplexity searchFalls to User-agent: *
Google-ExtendedGoogleNot namedTraining GeminiFalls to User-agent: *
bingbotMicrosoftNot namedBing and CopilotFalls to User-agent: *

Every AI crawler mttr checks may read it. Not named means the rules for every crawler apply.

Every page

Worst first. Each opens in Agent View at the top.

No page loses anything an agent needs.Open the action plan

What an agent getshigher is betterSignalsCostnot scored
PageWordsCleanReadableMain headingTokensWhat it loses
/t/y1yvger5bw8yrnqr7fwz65477%YesYes1,335Nothing
1 page shown.

Show where it stands

A card, a badge and a line, each with the figures.

clusty.com in Agent View: 100% readable
1200 by 630, for linksDownload

A badge for the site

Agent View: 100% readable
<a href="https://mttr.si/agent-view/clusty.com"><img src="https://mttr.si/agent-view/clusty.com/badge.svg" alt="Agent View: 100% readable, 77% clean" height="20"></a>
Drawn again after every read

The figures in one line

clusty.com in Agent View: 100% of pages readable, better than 47% of sites; 77% clean; 1,335 tokens to read all 1 page. mttr.si/agent-view/clusty.com

What to do next

Fix the pages, let an agent do it, and read the site again to see the figures move.

Fix what agents miss

0pages lose something

No page loses anything an agent needs. The action plan has the site’s other fixes.

Open the action plan

Connect your agent

Claude Code, Codex or Cursor reads the site’s fixes over MCP, fixes a page in your code, has mttr read it again, and checks the fix landed.

https://mttr.si/mcp
Set up an agent

Claim the site

Prove it is yours with a DNS record or a file. Your agent can then reach its reads and jobs, and set each change to wait for your approval.

Claim the site

Drawn from the HTML mttr fetched on its read of October 24, 2026, not a screenshot, and only from the 1 page read. An assistant’s own reader may differ. Tokens are estimated at about 4 characters each. A site an agent reads well is not a site an assistant cites.

Agent Viewclusty.com Close Esc
Clusty — search engine that clustered results by topic | yippy®
yippy.com/t/y1yvger5bw8yrnqr7fwz/

Skip to content

yippy ®

it's magic

HubsFeedB2B 26Beginner 21Consumer 16Pro 15Advanced 10Technology 48

No project

Engines

  1. yippy®
  2. Technology
  3. Clusty — search engine that clustered results by topic

Organization

Clusty — search engine that clustered results by topic

In the early 2000s, as the internet was rapidly expanding, a unique search engine emerged from the halls of Carnegie Mellon University. Clusty, lau...

Apr 22, 2026 · updated Aug 3, 2026 · 3 min

Technology

Inform

Article

Beginner

Jump to

Search engine that reshaped web navigation

The birth of Clusty

How Clusty worked

Features and Functionality

Topics

Search engine that reshaped web navigation

Email

Launched in 2004, Clusty was a groundbreaking search engine developed by Vivisimo, a Pittsburgh-based technology company founded in 2000 by Carnegie Mellon University researchers Raúl Valdés-Pérez, Jerome Pesenti, and Chris Palmer. Clusty's debut signaled a new approach to Web search - one that prioritized clustering technology to tackle the overwhelming volume of information on the Web.

The birth of Clusty

Email

Vivisimo recognized the need for a more efficient way to organize and present search results. While traditional search engines simply listed relevant web pages, Vivisimo's "clustering" technology automatically grouped these web pages into topics and subtopics. This approach led to the creation of Clusty, a user-friendly search engine that demonstrated how clustering could streamline information retrieval.

Sponsored

yippy®

yippy®

Discover more

Image: yippy®

How Clusty worked

Email

Unlike typical search engines that rely on a single, linear list of results, Clusty dynamically organized content into folder-like clusters. As users entered queries - for example, "Walt Disney" - Clusty automatically created categories such as "Walt Disney World," "Collectables," "History," and "Biography". This categorized view allowed users to focus on the subtopic most relevant to them, reducing the need to sift through irrelevant results.

Features and Functionality

Email

Clusty offered a number of unique features that set it apart from the competition:

  • Expandable folders: Subtopic "clusters" could be expanded to reveal related topics.
  • Preview windows: Users could quickly view site snippets without leaving the Clusty interface.
  • Multiple search tabs: In addition to Web and News, Clusty offered specialized categories such as Gossip, Images, and even customizable tabs for platforms such as eBay, Slashdot, or Blogs.
  • Metasearch capabilities: Clusty pulled results from multiple search engines and aggregated them into a single results page before clustering.

This innovative feature reduced search "noise" and helped users find relevant material more quickly. In addition, Clusty allowed power users-especially those interested in SEO techniques-to avoid low-quality, spam-like results.

Sponsored

yippy®

yippy®

Discover more

Image: yippy®

Recognition and user base

Email

By 2010, Clusty was handling millions of queries each month and attracting around 100,000 unique visitors. Its success was due to

  • Reduced search spam: Clustering made it easier to filter out irrelevant or redundant content.
  • User-friendly interface: Clusty's folder-like categories provided a more intuitive user experience than traditional flat search results.
  • Customization: Specialized search tabs and customizable cluster settings catered to a wide range of user preferences.

Acquisition and transition to Yippy

Email

In May 2010, Yippy Inc. acquired Clusty for $5.55 million. The deal included the Clusty.com domain and a license to Vivisimo's enterprise-grade Velocity software (later folded into IBM Watson Explorer after Vivisimo's own acquisition by IBM). Under Yippy's ownership, Clusty was rebranded as Yippy, aligning with the company's vision of providing a secure and private search environment.

Clusty's Lasting Legacy

Although Clusty no longer exists in its original form, its pioneering use of clustering has left an indelible mark on the search landscape:

  • Search Paradigm Shift: Clusty demonstrated the power of organizing results by topic, inspiring other platforms to explore more intuitive ways of presenting data.
  • Impact on enterprise solutions: Many of the clustering methods that began with Clusty were integrated into enterprise search technologies, shaping the development of the next generation of information retrieval tools.
  • Continued Evolution: While the Clusty name has morphed into Yippy, its core philosophy of improving the user experience through intuitive topic discovery continues to resonate in today's AI-driven search applications.

By introducing clustering to everyday web queries, Clusty demonstrated how advanced algorithms could transform the user search experience, laying the groundwork for the sophisticated, personalized search tools we use today.

Clusty Video Demonstration

Email

Author

Email

ET

Editorial Team

Topics

Email

Brands

Profiles

ImprintPrivacyTermsCookiesRSSMCPAsk

Operator

yippy®

  • View
  • Dark mode
  • Pick style
  • Account
  • Help

Sponsored

Drawn from the HTML mttr fetched, not a screenshot.
page.md654 words, about 1,335 tokens
Organization

# Clusty — search engine that clustered results by topic

In the early 2000s, as the internet was rapidly expanding, a unique search engine emerged from the halls of Carnegie Mellon University. Clusty, lau...

Apr 22, 2026 · updated Aug 3, 2026 · 3 min

[Technology](https://yippy.com/t/y1523z53ez56scds88kf/) [Inform](https://yippy.com/t/y1kdefr9y8skczvm49by/) [Article](https://yippy.com/t/y1n9b2gj7bbphcygcmnu/) [Beginner](https://yippy.com/t/y1nmwrr82btvabv3u74d/)

## Search engine that reshaped web navigation

Email

Launched in 2004, **Clusty** was a groundbreaking search engine developed by [**Vivisimo**](https://yippy.com/t/y1wukf5unx6y4vmmsx5b/), a Pittsburgh-based technology company founded in 2000 by Carnegie Mellon University researchers **Raúl Valdés-Pérez**, **Jerome Pesenti**, and **Chris Palmer**. Clusty's debut signaled a new approach to Web search - one that prioritized clustering technology to tackle the overwhelming volume of information on the Web.

## The birth of Clusty

Email

Vivisimo recognized the need for a **more efficient way to organize and present search results**. While traditional search engines simply listed relevant web pages, Vivisimo's "clustering" technology automatically grouped these web pages into topics and subtopics. This approach led to the creation of Clusty, a user-friendly search engine that demonstrated how clustering could streamline information retrieval.

Sponsored

[yippy® yippy® Discover more ![yippy®](https://z.yippy.com/2r2b03b3sfdr.webp)](https://yippy.com/)

## How Clusty worked

Email

Unlike typical search engines that rely on a single, linear list of results, Clusty dynamically organized content into **folder-like clusters**. As users entered queries - for example, "Walt Disney" - Clusty automatically created categories such as "**Walt Disney World**," "**Collectables**," "**History**," and "**Biography"**. This categorized view allowed users to focus on the subtopic most relevant to them, reducing the need to sift through irrelevant results.

## Features and Functionality

Email

Clusty offered a number of unique features that set it apart from the competition:

- **Expandable folders:** Subtopic "clusters" could be expanded to reveal related topics.
- **Preview windows:** Users could quickly view site snippets without leaving the Clusty interface.
- **Multiple search tabs:** In addition to Web and News, Clusty offered specialized categories such as Gossip, Images, and even customizable tabs for platforms such as eBay, Slashdot, or Blogs.
- **Metasearch capabilities:** Clusty pulled results from multiple search engines and aggregated them into a single results page before clustering.

This innovative feature reduced search "noise" and helped users find relevant material more quickly. In addition, Clusty allowed power users-especially those interested in SEO techniques-to avoid low-quality, spam-like results.

Sponsored

[yippy® yippy® Discover more ![yippy®](https://z.yippy.com/53hx2l67w686.webp)](https://yippy.com/)

## Recognition and user base

Email

By 2010, Clusty was handling **millions of queries** each month and attracting **around 100,000 unique visitors**. Its success was due to

- **Reduced search spam:** Clustering made it easier to filter out irrelevant or redundant content.
- **User-friendly interface:** Clusty's folder-like categories provided a more intuitive user experience than traditional flat search results.
- **Customization:** Specialized search tabs and customizable cluster settings catered to a wide range of user preferences.

## Acquisition and transition to Yippy

Email

In **May 2010**, **Yippy Inc.** acquired Clusty for **$5.55 million**. The deal included the **Clusty.com domain** and a license to Vivisimo's enterprise-grade **Velocity** software (later folded into **IBM Watson Explorer** after Vivisimo's own acquisition by **IBM**). Under Yippy's ownership, **Clusty** was rebranded as [**Yippy**](https://yippy.com/), aligning with the company's vision of providing a secure and private search environment.

### Clusty's Lasting Legacy

Although Clusty no longer exists in its original form, its pioneering use of clustering has left an indelible mark on the search landscape:

- **Search Paradigm Shift:** Clusty demonstrated the power of organizing results by topic, inspiring other platforms to explore more intuitive ways of presenting data.
- **Impact on enterprise solutions:** Many of the clustering methods that began with Clusty were integrated into enterprise search technologies, shaping the development of the next generation of information retrieval tools.
- **Continued Evolution:** While the Clusty name has morphed into Yippy, its core philosophy of improving the user experience through intuitive topic discovery continues to resonate in today's AI-driven search applications.

By introducing clustering to everyday web queries, Clusty demonstrated how advanced algorithms could transform the user search experience, laying the groundwork for the sophisticated, personalized search tools we use today.

## Clusty Video Demonstration

Email

### Author

Email

ET

[Editorial Team](https://yippy.com/t/y12ghppvr29wcabscpmt/)

### Topics

Email

[Brands](https://yippy.com/t/y1xhmk6xdkthmh6ndgna/) [Profiles](https://yippy.com/t/y1gk3vsh6pkns5h79ek3/)
Drawn from the HTML mttr fetched, not a screenshot. An assistant’s own reader may differ.Tokens are estimated at about 4 characters each.