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.
minnesotawildflowers.info100 pages read on October 24, 2026
Worst first. 100 pages in all.
Full screen
Drawn from the HTML mttr fetched, not a screenshot.
page.md632 words, about 1,765 tokens
minnesotawildflowers.info
No main heading
- Menu
goal $10000 $6316 donated Share
News & Announcements
- The 2025 Minnesota Wildflowers Annual Report is available for download
- Get our mobile app!
Latest updates
- Mountain Sweet Cicely
- Aniseroot
- Sweet Cicely
The rest of the page is in full screen.
- [Menu](https://minnesotawildflowers.info/#nav) #  goal $10000 $6316 donated [](https://minnesotawildflowers.info/page/donations) ## Share ## News & Announcements - The [2025 Minnesota Wildflowers Annual Report](https://minnesotawildflowers.info/udata/r9ndp23q/npo/MWI2025-AnnualReport.pdf) is available for download - [Get our mobile app!](https://minnesotawildflowers.info/page/mobile-app) ## Latest updates - [Mountain Sweet Cicely](https://minnesotawildflowers.info/flower/mountain-sweet-cicely) - [Aniseroot](https://minnesotawildflowers.info/flower/aniseroot) - [Sweet Cicely](https://minnesotawildflowers.info/flower/sweet-cicely) - [Small White Lady's-slipper](https://minnesotawildflowers.info/flower/small-white-ladys-slipper) - [Wiegand's Wild Rye](https://minnesotawildflowers.info/grass-sedge-rush/wiegands-wild-rye) ## Minnesota Wildflowers: A Project for Environmental Justice Here you'll find photos and information about wild plants that grow in Minnesota, both native and non-native. More than just [wildflowers](https://minnesotawildflowers.info/page/flowers-by-color), we also include [trees](https://minnesotawildflowers.info/page/trees), [shrubs](https://minnesotawildflowers.info/page/shrubs), [vines](https://minnesotawildflowers.info/page/vines), [ferns and fern allies](https://minnesotawildflowers.info/page/ferns-and-fern-allies), [grasses, sedges and rushes](https://minnesotawildflowers.info/page/grasses-sedges-rushes), and [aquatics](https://minnesotawildflowers.info/page/aquatics). Our mission is to educate Minnesotans on our native plants, raise awareness on threats like invasive species, and inspire people to explore our great state, appreciate its natural heritage, and become involved in preserving it. Over 1,800 plant species and more than 18,000 high quality photos are cataloged here, working towards recording all 2100+ plant species in Minnesota. ### Using this site ### Native Plant Nurseries, Restoration and Landscaping Services ↓ [Map of native plant resources in the upper midwest](https://minnesotawildflowers.info/page/native-plant-purveyor-locations) - [](http://www.prairieresto.com/) - [](http://www.landscapealternatives.com/) - [](http://www.outbacknursery.com/) - [](https://windflowernatives.com/) - [](https://www.kinninatives.com/) This site is modeled after a field guide to help identify plants found in the wild. Flowers are primarily categorized by color, but there is an [advanced plant search](https://minnesotawildflowers.info/page/search) (see also in the top right corner of every page) where you can key on a variety of plant characteristics. Search results are organized by plant family and genus so similar species are usually grouped together. Scientific botanical jargon is avoided where possible so amateurs will understand things. As you gain knowledge and experience, you'll learn the proper botanical terms, but this site is intended to serve ordinary people so will stay informal. J.W. in Richfield writes: “I'm new to this and learning as I go. Your flower site is more useful than any field guide that I have been struggling with.” That's exactly what this site was meant to be. :) ### Wildflower locations There are many parks and natural areas in the greater Metro area that have a nice assortment of prairie, woodland and wetland wildflowers growing wild, both native and non-native, and many photos at this site were taken at Metro area locations. Others were taken on various public and private lands across the state, including [state parks](http://www.dnr.state.mn.us/state_parks/index.html), various [Scientific and Natural Areas](http://www.dnr.state.mn.us/snas/index.html) (SNAs), and [Wildlife Management Areas](http://www.dnr.state.mn.us/wmas/index.html) (WMAs). ### Notices and disclaimers This site is operated by Katy Chayka, a native plant enthusiast and former MN Master Naturalist Volunteer, with other contributors ([more about us](https://minnesotawildflowers.info/page/about-us)). There are no guarantees that info here is 100% correct, but we do our best to prevent inaccuracies. If you do find any errors in plant information or identification, please [let us know](https://minnesotawildflowers.info/page/contact) about it. *Thanks, and enjoy!* See [Terms of Use](https://minnesotawildflowers.info/page/terms-of-use) for information on photo usage. ### Special Credits Our master plant list is derived from [MNTaxa](http://www.dnr.state.mn.us/eco/mcbs/plant_lists.html), Minnesota Department of Natural Resources. Points on our MN county distribution maps are a combination of records from the Bell Museum (MIN) and Olga Lakela (DUL) herbariums, some MN DNR Biological Survey records (all of the above are available on the University of MN [Biodiversity Atlas](https://bellatlas.umn.edu/collections/index.php)), and select records from other sources including [iNaturalist](https://www.inaturalist.org/observations/), [EDDMapS](https://www.eddmaps.org/distribution/), and personal observations of our own and other credible sources. National distribution maps provided by: Kartesz, J.T., The Biota of North America Program (BONAP). 2013. *[North American Plant Atlas](http://www.bonap.org/)*. Chapel Hill, N.C. [maps generated from Kartesz, J.T. 2013. Floristic Synthesis of North America, Version 1.0. Biota of North America Program (BONAP). (in press)]. ## Follow Minnesota Wildflowers [](https://www.facebook.com/MinnesotaWildflowers) [](https://minnesotawildflowers.info/mnwf-rss.xml) Funding provided in part by the [Minnesota Environment and Natural Resources Trust Fund](http://www.lccmr.leg.mn/projects/2014/2014_recommendations.html) as recommended by the Legislative-Citizen Commission on Minnesota Resources. Web design and content copyright © 2006-2026 MinnesotaWildflowers.info. See [Terms of Use](https://minnesotawildflowers.info/page/terms-of-use) and [Privacy Policy](https://minnesotawildflowers.info/page/privacy-policy). Help [support this site](https://minnesotawildflowers.info/page/donations) ~ Information for [sponsor opportunities](https://minnesotawildflowers.info/page/advertising-opportunities).
No <main>: Wrap the page’s own content in <main>, so a reader knows where it starts and stops, and Clean can be measured.
The figures
100 pages, set against the 167,893 sites with figures.
- Readablehigher is better
- 100%100 of 100 pages
- All 167,893 sitesBetter than 47%
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. 100 pages are not measured, with no <main> or no words.
- Costshown, never scored
- 290,565tokens
- About 2,906 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: 100 with no <main> or no words.
Against its rivals
The sites nearest it by what they do, with figures. Close means similar work, not better.
| Readinghigher is better | Costnot scored | ||
|---|---|---|---|
| Site | Readable | Clean | Tokens a page |
| minnesotawildflowers.infoThis site, 100 pages | 100% | None | 2,906 |
| rethinkinglawns.com54 pages | 100% | 27% | 406 |
| mnnicelandscapes.com100 pages | 72% | 63% | 819 |
| fireflyforest.com85 pages | 93% | None | 1,774 |
First 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.
| Crawler | robots.txt says | Used for | The line that decides |
|---|---|---|---|
| GPTBotOpenAI | Not named | Training models | Falls to User-agent: * |
| OAI-SearchBotOpenAI | Not named | ChatGPT search | Falls to User-agent: * |
| ChatGPT-UserOpenAI | Not named | A page a person asks about | Falls to User-agent: * |
| ClaudeBotAnthropic | Not named | Training models | Falls to User-agent: * |
| Claude-SearchBotAnthropic | Not named | Claude’s search | Falls to User-agent: * |
| PerplexityBotPerplexity | Not named | Perplexity search | Falls to User-agent: * |
| Google-ExtendedGoogle | Not named | Training Gemini | Falls to User-agent: * |
| bingbotMicrosoft | Not named | Bing and Copilot | Falls 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.
100 pages of 100 lose something. Pick a loss to see what to do about it.Open the action plan
| What an agent getshigher is better | Signals | Costnot scored | ||||
|---|---|---|---|---|---|---|
| Page | Words | Clean | Readable | Main heading | Tokens | What it loses |
| / | 632 | No <main> | Yes | None | 1,765 | No <main> |
| /flower/absinthium | 1,107 | No <main> | Yes | None | 2,763 | No <main> |
| /flower/allegheny-vine | 1,206 | No <main> | Yes | None | 2,675 | No <main> |
| /flower/american-birds-foot-trefoil | 922 | No <main> | Yes | None | 2,348 | No <main> |
| /flower/american-hog-peanut | 3,665 | No <main> | Yes | None | 6,212 | No <main> |
| /flower/american-pasqueflower | 1,986 | No <main> | Yes | None | 3,967 | No <main> |
| /flower/angelica | 960 | No <main> | Yes | None | 2,344 | No <main> |
| /flower/biennial-wormwood | 651 | No <main> | Yes | None | 1,853 | No <main> |
| /flower/blue-giant-hyssop | 1,892 | No <main> | Yes | None | 3,632 | No <main> |
| /flower/canada-anemone | 1,771 | No <main> | Yes | None | 3,516 | No <main> |
| /flower/carolina-anemone | 716 | No <main> | Yes | None | 2,019 | No <main> |
| /flower/chinese-chives | 1,299 | No <main> | Yes | None | 2,807 | No <main> |
| /flower/common-burdock | 4,180 | No <main> | Yes | None | 7,227 | No <main> |
| /flower/common-ragweed | 779 | No <main> | Yes | None | 2,074 | No <main> |
| /flower/common-yarrow | 1,699 | No <main> | Yes | None | 3,441 | No <main> |
| /flower/desert-madwort | 595 | No <main> | Yes | None | 1,790 | No <main> |
| /flower/dog-fennel | 600 | No <main> | Yes | None | 1,855 | No <main> |
| /flower/downy-agrimony | 944 | No <main> | Yes | None | 2,591 | No <main> |
| /flower/dragons-mouth | 735 | No <main> | Yes | None | 1,812 | No <main> |
| /flower/earleaf-false-foxglove | 827 | No <main> | Yes | None | 2,390 | No <main> |
| /flower/eastern-dwarf-mistletoe | 631 | No <main> | Yes | None | 1,847 | No <main> |
| /flower/false-dandelion | 806 | No <main> | Yes | None | 2,000 | No <main> |
| /flower/field-pussytoes | 2,485 | No <main> | Yes | None | 4,851 | No <main> |
| /flower/field-sagewort | 553 | No <main> | Yes | None | 1,706 | No <main> |
| /flower/fools-parsley | 841 | No <main> | Yes | None | 2,443 | No <main> |
The worst 25 of 100 pages.Show all 100
Show where it stands
A card, a badge and a line, each with the figures.
A badge for the site
<a href="https://mttr.si/agent-view/minnesotawildflowers.info"><img src="https://mttr.si/agent-view/minnesotawildflowers.info/badge.svg" alt="Agent View: 100% readable" height="20"></a>
Drawn again after every read
The figures in one line
minnesotawildflowers.info in Agent View: 100% of pages readable, better than 47% of sites; Clean not measured; 290,565 tokens to read all 100 pages. mttr.si/agent-view/minnesotawildflowers.info
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
100pages lose something
- Wrap 100 pages in <main>Clean measured
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/mcpSet 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 siteDrawn from the HTML mttr fetched on its read of October 24, 2026, not a screenshot, and only from the 100 pages read, where the read stopped at its page limit. 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.