AI & ML sites on Sitedex

We've audited 59 ai & ml sites for how AI agents read them. Average AI-readiness: 35.7/100. Of those, 10 (17%) score 60 or higher — the threshold we call agent-ready.

Last audited:

The AI & ML leaderboard

Ranked by composite AI-readiness score. Click any site to see the full audit.

  1. 01

    AgentRoot

    agentroot.io

    98
  2. 02

    RankedAGI

    rankedagi.com

    94
  3. 03

    Sitedex

    sitedex.dev

    84
  4. 04

    Namedesk

    namedesk.app

    82
  5. 05

    Mastra

    mastra.ai

    70
  6. 06

    Perplexity

    perplexity.ai

    64
  7. 07

    Fireworks

    fireworks.ai

    64
  8. 08

    LangChain

    langchain.com

    62
  9. 09

    Impeccable

    impeccable.style

    60
  10. 10

    Hold Your Voice

    holdyourvoice.com

    60
  11. 11

    sunpeak

    sunpeak.ai

    59
  12. 12

    x711

    x711.io

    57
  13. 13

    Validator AI

    validatorai.com

    57
  14. 14

    Humanloop

    humanloop.com

    55
  15. 15

    Knowlify

    knowlify.com

    54
  16. 16

    Char

    char.com

    49
  17. 17

    Lattis

    lattis.dev

    46
  18. 18

    Adaptive AGI

    adaptiveagi.ai

    44
  19. 19

    Parallel

    parallel.ai

    44
  20. 20

    FotoGenie

    fotogenie.ai

    44
  21. 21

    Geo It Is

    geoitis.com

    44
  22. 22

    Vellum

    vellum.ai

    43
  23. 23

    Interfaze

    interfaze.ai

    43
  24. 24

    Profound

    tryprofound.com

    43
  25. 25

    PageAI

    pageai.pro

    42
  26. 26

    Frictionless

    frictionlessai.net

    40
  27. 27

    Anthropic

    anthropic.com

    38
  28. 28

    Paintit.ai

    paintit.ai

    37
  29. 29

    Okara

    okara.ai

    35
  30. 30

    Photo AI

    photoai.com

    33
  31. 31

    AgentSeal

    agentseal.org

    33
  32. 32

    ROBOTS.AI

    robots.ai

    31
  33. 33

    getclaw

    getclaw.sh

    30
  34. 34

    LaunchChair

    launchchair.io

    29
  35. 35

    ClickHouse

    clickhouse.com

    27
  36. 36

    Fireflies

    fireflies.ai

    27
  37. 37

    Fast Web

    fast-web.es

    27
  38. 38

    Replicate

    replicate.com

    23
  39. 39

    memory.store

    memory.store

    22
  40. 40

    Sansa

    trysansa.com

    20
  41. 41

    ChatAI

    chatai.com

    20
  42. 42

    Selector AI

    selector.ai

    20
  43. 43

    Espressio AI

    espressio.ai

    18
  44. 44

    Bear AI

    usebear.ai

    17
  45. 45

    Lovart

    lovart.ai

    17
  46. 46

    Scope

    tryscope.app

    16
  47. 47

    Activeloop

    activeloop.ai

    14
  48. 48

    gasfee.ai

    gasfee.ai

    13
  49. 49

    GeoDaddy

    geodaddy.dev

    13
  50. 50

    The Hog

    thehog.ai

    13
  51. 51

    Remodel AI

    remodelai.app

    13
  52. 52

    The LLM Data Company

    llmdata.com

    10
  53. 53

    DNSid

    dnsid.ai

    8
  54. 54

    Arcten

    arcten.com

    0
  55. 55

    YouArt

    youart.ai

    0
  56. 56

    Is It Agent Ready

    isitagentready.com

    0
  57. 57

    Bizzy

    usebizzy.com

    0
  58. 58

    Boom

    useboom.ai

    0
  59. 59

    CapCut

    capcut.com

    0

Common gaps in ai & ml

What most sites in this category are missing — and what shipping it would unlock.

  • 84% missing

    WebMCP widget

    In-browser tool registration via navigator.modelContext.

  • 82% missing

    Markdown content negotiation

    Servers respond with text/markdown when asked.

  • 74% missing

    Content-Signal policy

    Tells AI crawlers what they can and can't do.

How we score AI-readiness

Each audit blends a protocol score (14 signals, 30% of the composite) and a content score (15 buyer questions evaluated by an LLM judge against the indexed content, 70% of the composite). Sites scoring 60 or higher are agent-ready. See the full methodology →

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