coursera.org

Read 3 days ago, the first 95 pages. Read it again

Top 25%of the 1,900 sites in Software and SaaS, at #423

It scores 86. Gemini does not cite it yet when asked “What are the best online course platforms?”; it cites 4 other sites. See the answer

A score says pages are well formed. It does not say an assistant cites the site.

Fix this first

Add a tap-to-call link

86 now92 with itTop 10% from 90

#61,138to#15,08446,054 places up95 of its 95 pages fail it. 1 in 3 ranked sites pass it.

Asked about, named in 0 of 9 questions

Where it ranks

Held at 86 for its last 2 reads. 4 points take it into the top 10%.

Open the leaderboard

Beside it on the board

  1. #61,136trwin.ltd86
  2. #61,137canadiancontractorservices.com86
  3. #61,138coursera.org86
  4. #61,139dc.claremont.org86
  5. #61,140energyinsulation.com86

8,152 sites score 86. A tie goes to the site with faster, leaner pages that say more and keep improving.

To the top 10%

  1. 86Now#61,138
  2. 92Add a tap-to-call linkTop 10%

1 fix. Top 10% starts at 90.

Where it stands

Each stage against the middle site. It leads on every one.

Access35 points95
Middle site
91
Ahead by
4

Worth the mostLink straight to the final address+2

Understand30 points81
Middle site
59
Ahead by
22

Worth the mostPut figures in tables+1

Trust20 points99
Middle site
98
Ahead by
1

Worth the mostEach fix here is worth under a point

Act15 points57
Middle site
57
Level with it

Worth the mostAdd a tap-to-call link+6

Against a typical site

The readThis siteTypicalAgainst typical
Pages read954451 more than typical
Links a page66135.1× typical
Words a page1,5303943.9× typical
Rules failing somewhere1414About typical
Half its pages answer in327 ms210 ms56% slower than typical

This siteWorse than typicalTypical, the middle ranked site, worked out each hour

The work, worth the most first

14 fixes. The first 7 are worth the most; each group says the places it lifts the site, counted from where every ranked site scores now.

Open the action plan
FixIts pages that fail it, fewer is betterSites passing
Worth 6 points46,054 places up
Add a tap-to-call linkAct95 of 951 in 3
Worth 2 points22,047 places up
Link straight to the final addressAccess94 of 951 in 2
Worth 1 point each14,473 places up each
Put figures in tablesUnderstand81 of 951 in 28
Answer the first question right under itUnderstand35 of 951 in 121
Describe imagesUnderstand74 of 952 in 7
Fix description lengthsUnderstand47 of 951 in 11
Phrase headings as questionsUnderstand16 of 951 in 10
Show 7 more fixes
Worth under a point each
Make near-copy pages distinctTrustAbout the whole site4 in 5
Fix title lengthsUnderstand16 of 951 in 6
Add depth to thin pagesUnderstand10 of 953 in 7
Show every FAQ question on the pageUnderstand4 of 9519 in 20
Replace unsupported sales claimsTrust5 of 952 in 3
Set each page's canonical addressAccess3 of 952 in 5
Use one main headingUnderstand1 of 951 in 4

How AI reads this site

It reads mostly as software and SaaS, and a little like schools and courses. 4 changes would make it plainer.

It reads as

Software and SaaSIt says it is an organization.

  1. None
  2. Loosely
  3. Split
  4. Mostly
  5. Clearly
  1. Closest lines of workAgainst the closest
  2. Software and SaaS
  3. Schools and courses
  4. Agencies and studios

What an assistant reads first

Home pageWhat it says
TitleCoursera | Online Courses, Certificates, & Degrees
DescriptionLearn job-ready skills with online courses, Professional Certificates, Specializations, and degrees from Google, Meta, Anthropic, DeepLearning.AI, Stanford, and more. Start learning today.
First headingLearn without limits
OpeningLearn the skills changing data analytics in a curated learning plan, powered by industry experts.

4 changes so it reads plainly as what it is

  1. Say what you do, for whom and where

    Its pages read only partly as Software and SaaS. An assistant matches a site to a question by what its pages plainly say.

    Agent instructions

    On coursera.org, rewrite the home page title and its first sentence to say plainly what the business does, for whom and where, so the site reads as Software and SaaS. Keep the title under 60 characters and lead with the service, not the name.

  2. Make the first heading say what the title says

    The title and the first heading share no word that says what the site does: “Coursera | Online Courses, Certificates, & Degrees” and “Learn without limits”.

    Agent instructions

    On coursera.org, give the home page one first heading (h1) that says, in a reader's words, what its title says the site is: Software and SaaS.

  3. Rewrite the description

    Its description is 188 characters and is cut off in results.

    Agent instructions

    On coursera.org, write the home page a meta description of one or two sentences, 50 to 160 characters: what the business does, for whom, and where.

  4. Give each kind of work a page of its own

    It reads close to Schools and courses as well as Software and SaaS. Mixed on one page, neither reads plainly.

    Agent instructions

    On coursera.org, find where the site mixes Software and SaaS with Schools and courses, and give each its own page, linked from the home page, so each page is about one thing.

  5. Read it again

    mttr reads the site again and says how it reads now.

An estimate made by mttr against 16 lines of work, from its home page before any script runs. It is not what any assistant says about the site. Rethink the direction with us.

Gemini cites 4 sites, not this site

mttr picked the question from coursera.org’s home page and asked it as a person would.

  1. GeminiOctober 22, 2026

    What are the best online course platforms?

    Gemini

    The "best" online course platform depends entirely on whether you are a student looking to learn a new skill, or a creator/business looking to build, market, and sell online courses. ---.

    1. 1
      Kajabi
      Best All-in-One Platform (For Established Creators)
      • Best for Creators who want everything under one roof and have the budget for a premium tool.
      • Why it’s great Kajabi combines course hosting, elite website building, email marketing, landing pages…
      • Downside It is one of the most expensive options on the market.
      ServesMailchimpWordPress
    2. 2
      Thinkific
      Best Pure Course & Teaching Platform
      • Best for Flexibility, custom branding, and a clean student learning experience.
      • Why it’s great Thinkific lets you build highly customized course sites with a drag-and-drop builder…

Asked with only the question sent; answers vary by day, place and person. Passing a rule and being cited go together here, a correlation, not proof. A score says pages are well formed. It does not say an assistant cites the site.

mttr has read 4 of the 4 sites cited.

Fix coursera.org with your agent

Your agent makes the fixes. mttr checks each one. Free.

In the site’s repositorynpx skills add subinternal/mttr
Then tell your agentCheck coursera.org with mttr and fix what’s worth the most.

Claude Code, Codex, Cursor or any agent that reads AGENTS.md.

Claude Code, onceclaude mcp add --transport http mttr https://mttr.si/mcp
It needs a free key
Another agent
Read it againChanged something? A site is read at most once every ten minutes.