Agent View

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.

lessig.org54 pages read on October 24, 2026
Full screen
Published Writing by Lawrence Lessig
lessig.org/product/intro
No main heading

Skip to main contentLESSIGhomewritingbooksarticlesessaystestimony

booksarticlesessaystestimonymediumblog v.2blog v.1wiki

Image with no words

How to Steal A Presidential Election

Image with no words

They Don't Represent US

Image with no words

Fidelity & Constraint

Image with no words

America, Compromised

The rest of the page is in full screen.

Drawn from the HTML mttr fetched, not a screenshot.
page.md50 words, about 298 tokens
[Skip to main content](https://lessig.org/product/intro#main) [LESSIG](https://lessig.org/)

[𝕏](https://www.twitter.com/lessig)

[How to Steal A Presidential Election](https://lessig.org/product/how-to-steal-a-presidential-election/)

[They Don't Represent US](https://lessig.org/product/they-don-t-represent-us/)

[Fidelity & Constraint](https://lessig.org/product/fidelity-and-constraint/)

[America, Compromised](https://lessig.org/product/america-compromised/)

[Republic, Lost v2](https://lessig.org/product/republic-lost-v2/)

[The USA is Lesterland](https://lessig.org/product/the-usa-is-lesterland/)

[One Way Forward](https://lessig.org/product/one-way-forward/)

[Republic, Lost](https://lessig.org/product/republic-lost-v1/)

[Remix](https://lessig.org/product/remix/)

[Codev2](https://lessig.org/product/codev2/)

[Free Culture](https://lessig.org/product/free-culture/)

[The Future of Ideas](https://lessig.org/product/the-future-of-ideas/)

[Code](https://lessig.org/product/code/)

[![Creative Commons License](https://i.creativecommons.org/l/by/4.0/80x15.png)](http://creativecommons.org/licenses/by/4.0/) [This website custom designed by Slabmedia](https://slabmedia.com/)

Thin: Too few words of their own are in the HTML for a page of their kind. Render the rest on the server. No <main>: Wrap the page’s own content in <main>, so a reader knows where it starts and stops, and Clean can be measured. No h1: Give each one h1 that says what the page is.

The figures

54 pages, set against the 167,893 sites with figures.

See its rivals
Readablehigher is better
93%50 of 54 pages
All 167,893 sitesBetter than 32%

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

Cleanhigher is better
Nonemiddle page
All 167,893 sitesNo place yetWith no figure, it has no place.

Of the words before script, the share that are the page and not menus, footer and forms. 54 pages are not measured, with no <main> or no words.

Costshown, never scored
214,609tokens
About 3,974 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

No page measured

0 pages measured. Not measured: 53 with no <main> or no words and 1 shell with no words before script.

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
lessig.orgThis site, 54 pages93%None3,974
knightcolumbia.org97 pages100%75%2,974
lpeproject.org100 pages100%53%476
john.colagioia.net92 pages98%95%3,743

Fourth of 4 on Readable.

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.

54 pages of 54 lose something. Pick a loss to see what to do about it.Open the action plan

What an agent getshigher is betterSignalsCostnot scored
PageWordsCleanReadableMain headingTokensWhat it loses
/product/intro50No <main>NoNone298Thin and 2 more
/product/tag:Democracy22No <main>NoNone109Thin and 2 more
/89No <main>NoYes195Thin and 1 more
/search15No wordsNoNone79Shell
/about203No <main>YesNone416No <main> and 1 more
/about/disclosure-v3-12,316No <main>YesNone3,597No <main> and 1 more
/about/disclosure-v4-02,191No <main>YesNone3,357No <main> and 1 more
/about/f/Bio203No <main>YesNone418No <main> and 1 more
/about/f/CV55No <main>YesNone174No <main> and 1 more
/about/f/Disclosure2,191No <main>YesNone3,357No <main> and 1 more
/about/f/Disclosure/102,319No <main>YesNone3,628No <main> and 1 more
/about/f/Disclosure/62,283No <main>YesNone3,578No <main> and 1 more
/about/f/Disclosure/72,308No <main>YesNone3,612No <main> and 1 more
/about/f/Disclosure/82,372No <main>YesNone3,740No <main> and 1 more
/about/f/Disclosure/92,372No <main>YesNone3,740No <main> and 1 more
/about/lawrence-lessig-bio205No <main>YesNone438No <main> and 1 more
/gallery/tag:Commons745No <main>YesNone1,564No <main> and 1 more
/gallery/tag:ConLaw382No <main>YesNone889No <main> and 1 more
/gallery/tag:Copyright141No <main>YesNone413No <main> and 1 more
/gallery/tag:Corruption1,057No <main>YesNone2,202No <main> and 1 more
/gallery/tag:Democracy3,798No <main>YesNone7,416No <main> and 1 more
/gallery/tag:Internet707No <main>YesNone1,519No <main> and 1 more
/gallery/tag:Politics2,144No <main>YesNone4,363No <main> and 1 more
/gallery/tag:Privacy233No <main>YesNone608No <main> and 1 more
/gigs11,331No <main>YesNone24,974No <main> and 1 more
The worst 25 of 54 pages.Show all 54

Show where it stands

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

lessig.org in Agent View: 93% readable
1200 by 630, for linksDownload

A badge for the site

Agent View: 93% readable
<a href="https://mttr.si/agent-view/lessig.org"><img src="https://mttr.si/agent-view/lessig.org/badge.svg" alt="Agent View: 93% readable" height="20"></a>
Drawn again after every read

The figures in one line

lessig.org in Agent View: 93% of pages readable, better than 32% of sites; Clean not measured; 214,609 tokens to read all 54 pages. mttr.si/agent-view/lessig.org

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

54pages lose something
  • Wrap 53 pages in <main>Clean measured
  • Give 25 pages a main headingClearer
  • Render the rest of 3 pages on the serverReadable
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 54 pages 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 Viewlessig.org Close Esc
Published Writing by Lawrence Lessig
lessig.org/product/intro

All 13 images have no words, so an agent gets nothing of them.

No main heading

Skip to main contentLESSIGhomewritingbooksarticlesessaystestimony

booksarticlesessaystestimonymediumblog v.2blog v.1wiki

Image with no words

How to Steal A Presidential Election

Image with no words

They Don't Represent US

Image with no words

Fidelity & Constraint

Image with no words

America, Compromised

Image with no words

Republic, Lost v2

Image with no words

The USA is Lesterland

Image with no words

One Way Forward

Image with no words

Republic, Lost

Image with no words

Remix

Image with no words

Codev2

Image with no words

Free Culture

Image with no words

The Future of Ideas

Image with no words

Code

LessigCreative Commons Attribution 4.0 Interna…This website custom designed by Slabmedi…

Drawn from the HTML mttr fetched, not a screenshot.
page.md50 words, about 298 tokens
[Skip to main content](https://lessig.org/product/intro#main) [LESSIG](https://lessig.org/)

[𝕏](https://www.twitter.com/lessig)

[How to Steal A Presidential Election](https://lessig.org/product/how-to-steal-a-presidential-election/)

[They Don't Represent US](https://lessig.org/product/they-don-t-represent-us/)

[Fidelity & Constraint](https://lessig.org/product/fidelity-and-constraint/)

[America, Compromised](https://lessig.org/product/america-compromised/)

[Republic, Lost v2](https://lessig.org/product/republic-lost-v2/)

[The USA is Lesterland](https://lessig.org/product/the-usa-is-lesterland/)

[One Way Forward](https://lessig.org/product/one-way-forward/)

[Republic, Lost](https://lessig.org/product/republic-lost-v1/)

[Remix](https://lessig.org/product/remix/)

[Codev2](https://lessig.org/product/codev2/)

[Free Culture](https://lessig.org/product/free-culture/)

[The Future of Ideas](https://lessig.org/product/the-future-of-ideas/)

[Code](https://lessig.org/product/code/)

[![Creative Commons License](https://i.creativecommons.org/l/by/4.0/80x15.png)](http://creativecommons.org/licenses/by/4.0/) [This website custom designed by Slabmedia](https://slabmedia.com/)
Drawn from the HTML mttr fetched, not a screenshot. An assistant’s own reader may differ.Tokens are estimated at about 4 characters each.