Agent-Native Web Index
Which parts of the web actually work for agents?
Machine Observer federates public agent-discovery networks and direct machine-surface probes, then scores sites on agent audience, discovery, callable tools, autonomous usability, economic agency, machine readability, reliability and interoperability. A high score requires actual machine capability, not marketing language.
0–100 scoreWebMCPx402OpenAPIllms.txtno ownership bonus
What makes infrastructure agent-native?
The research guide connects discovery, OpenAPI, llms.txt, payment metadata, tool manifests, trust, and provenance to the capabilities measured here.
Read the agent-native web guide →Current map
The agent web, ranked by observed capability.
Updated 2026-10-18T11:12:33.237Z.
1800sites indexed
0made for machines
0agent-native
26.9mean score
Classification
Made for machines 80–100 · Agent-native 65–79 · Agent-ready 50–64 · Agent-accessible 35–49 · Emerging 0–34.
Top 100
Agent-native sites
Use the free JSON endpoint for filtering, pagination and automation: /api/v1/agent-native-web.
| Rank | Site | Score | Class | WebMCP | x402 | llms.txt | OpenAPI | Categories |
|---|---|---|---|---|---|---|---|---|
| 1 | gexlog.com ↗ gexlog.com | 63/100 | agent-ready | yes | yes | — | — | Finance & Crypto, market-data |
| 2 | scvd.store ↗ scvd.store | 63/100 | agent-ready | yes | yes | — | — | Finance & Crypto, crypto, sports |
| 3 | stacktr.ee ↗ stacktr.ee | 63/100 | agent-ready | yes | yes | — | — | Developer Tools, crypto |
| 4 | telnyx.com ↗ telnyx.com | 63/100 | agent-ready | yes | yes | — | — | Developer Tools, ai |
| 5 | miroshark.xyz ↗ miroshark.xyz | 62/100 | agent-ready | yes | yes | — | — | AI & Agents, ai |
| 6 | agent-ready.dev ↗ agent-ready.dev | 61/100 | agent-ready | yes | yes | — | — | Developer Tools, commerce |
| 7 | agentline.cloud ↗ agentline.cloud | 61/100 | agent-ready | yes | yes | — | — | AI & Agents, commerce |
| 8 | northeastdealintel.com ↗ northeastdealintel.com | 56/100 | agent-ready | yes | yes | — | — | Finance & Crypto, search, market-data |
| 9 | quicknode.com ↗ quicknode.com | 56/100 | agent-ready | yes | yes | — | — | Developer Tools, crypto |
| 10 | quokkapix.com ↗ quokkapix.com | 55/100 | agent-ready | yes | yes | — | — | Media & Personal, sports |
| 11 | clashofcoins.com ↗ clashofcoins.com | 54/100 | agent-ready | yes | yes | — | — | Media & Personal, data |
| 12 | WebMCP Directory ↗ webmcp.com | 49/100 | agent-accessible | yes | — | yes | — | Developer Tools |
| 13 | Machine Observer ↗ machineobserver.com | 47/100 | agent-accessible | — | yes | yes | yes | ai |
| 14 | MilliAPI ↗ milliapi.com | 47/100 | agent-accessible | — | yes | yes | yes | ai |
| 15 | 9bot.com.br ↗ 9bot.com.br | 44/100 | agent-accessible | yes | — | — | — | Productivity & Business |
| 16 | a2a.global ↗ a2a.global | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 17 | actmorehuman.com ↗ actmorehuman.com | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 18 | adspirer.com ↗ adspirer.com | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 19 | aeon.fun ↗ aeon.fun | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 20 | agagentready.com ↗ agagentready.com | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 21 | agentic-mcps.github.io ↗ agentic-mcps.github.io | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 22 | agentmarkup.dev ↗ agentmarkup.dev | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 23 | agentronics.dev ↗ agentronics.dev | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 24 | aicontentdrop.com ↗ aicontentdrop.com | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 25 | aidan.buzz ↗ aidan.buzz | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 26 | aifoc.us ↗ aifoc.us | 44/100 | agent-accessible | yes | — | — | — | Media & Personal |
| 27 | ambios-ai.vercel.app ↗ ambios-ai.vercel.app | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 28 | amicited.com ↗ amicited.com | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 29 | automatelab.tech ↗ automatelab.tech | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 30 | awaytravel.com ↗ awaytravel.com | 44/100 | agent-accessible | yes | — | — | — | Commerce |
| 31 | b150.ai ↗ b150.ai | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 32 | baerskintactical.com ↗ baerskintactical.com | 44/100 | agent-accessible | yes | — | — | — | Commerce |
| 33 | cadence-webmcp.ashrafahmed1232.workers.dev ↗ cadence-webmcp.ashrafahmed1232.workers.dev | 44/100 | agent-accessible | yes | — | — | — | Productivity & Business |
| 34 | caleralabs.com ↗ caleralabs.com | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 35 | camjam.co.nz ↗ camjam.co.nz | 44/100 | agent-accessible | yes | — | — | — | Media & Personal |
| 36 | cesium-browser-agent.pages.dev ↗ cesium-browser-agent.pages.dev | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 37 | chrissaautomates.com ↗ chrissaautomates.com | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 38 | citedy.com ↗ citedy.com | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 39 | civicdata.co.uk ↗ civicdata.co.uk | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 40 | consequence-webmcp.ashrafahmed1232.workers.dev ↗ consequence-webmcp.ashrafahmed1232.workers.dev | 44/100 | agent-accessible | yes | — | — | — | Productivity & Business |
| 41 | cutoff-webmcp.vercel.app ↗ cutoff-webmcp.vercel.app | 44/100 | agent-accessible | yes | — | — | — | Productivity & Business |
| 42 | demo.cartwright.app ↗ demo.cartwright.app | 44/100 | agent-accessible | yes | — | — | — | Commerce |
| 43 | demo.openforagents.com ↗ demo.openforagents.com | 44/100 | agent-accessible | yes | — | — | — | Commerce |
| 44 | eduardocruz.com ↗ eduardocruz.com | 44/100 | agent-accessible | yes | — | — | — | Productivity & Business |
| 45 | ejaj.cz ↗ ejaj.cz | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 46 | emosapien.com ↗ emosapien.com | 44/100 | agent-accessible | yes | — | — | — | Health & Education |
| 47 | export.tools ↗ export.tools | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 48 | flightsweeper-webmcp.vercel.app ↗ flightsweeper-webmcp.vercel.app | 44/100 | agent-accessible | yes | — | — | — | Travel & Events |
| 49 | fume.finance ↗ fume.finance | 44/100 | agent-accessible | yes | — | — | — | Finance & Crypto |
| 50 | fyndling.de ↗ fyndling.de | 44/100 | agent-accessible | yes | — | — | — | Media & Personal |
| 51 | gatien.dev ↗ gatien.dev | 44/100 | agent-accessible | yes | — | — | — | Media & Personal |
| 52 | gauravtiwari31.github.io ↗ gauravtiwari31.github.io | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 53 | gebo-bsc.vercel.app ↗ gebo-bsc.vercel.app | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 54 | geosurge.ai ↗ geosurge.ai | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 55 | getcatalog.ai ↗ getcatalog.ai | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 56 | getfreightbox.com ↗ getfreightbox.com | 44/100 | agent-accessible | yes | — | — | — | Productivity & Business |
| 57 | go.lmm.best ↗ go.lmm.best | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 58 | handback.link ↗ handback.link | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 59 | hedons.io ↗ hedons.io | 44/100 | agent-accessible | yes | — | — | — | Media & Personal |
| 60 | humanforai.dev ↗ humanforai.dev | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 61 | hunchbank.com ↗ hunchbank.com | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 62 | identik.me ↗ identik.me | 44/100 | agent-accessible | yes | — | — | — | Productivity & Business |
| 63 | jsonstat.com ↗ jsonstat.com | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 64 | latitude.so ↗ latitude.so | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 65 | lectern.click ↗ lectern.click | 44/100 | agent-accessible | yes | — | — | — | Health & Education |
| 66 | llmbase.ai ↗ llmbase.ai | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 67 | llms-text.com ↗ llms-text.com | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 68 | lobby.host ↗ lobby.host | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 69 | lumbox.co ↗ lumbox.co | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 70 | makinai.co ↗ makinai.co | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 71 | mana.am ↗ mana.am | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 72 | marketingmanagerjobs.com ↗ marketingmanagerjobs.com | 44/100 | agent-accessible | yes | — | — | — | Productivity & Business |
| 73 | match-ai.nl ↗ match-ai.nl | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 74 | matchclaws.xyz ↗ matchclaws.xyz | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 75 | matched-webmcp.pages.dev ↗ matched-webmcp.pages.dev | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 76 | mauricioperera.github.io ↗ mauricioperera.github.io | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 77 | mcpixels.app ↗ mcpixels.app | 44/100 | agent-accessible | yes | — | — | — | Media & Personal |
| 78 | mcptoplist.com ↗ mcptoplist.com | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 79 | mitosislabs.ai ↗ mitosislabs.ai | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 80 | modelrunner.ai ↗ modelrunner.ai | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 81 | muretai.com ↗ muretai.com | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 82 | nekuda.ai ↗ nekuda.ai | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 83 | node8.ai ↗ node8.ai | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 84 | nohacks.co ↗ nohacks.co | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 85 | nz365guy.com ↗ nz365guy.com | 44/100 | agent-accessible | yes | — | — | — | Media & Personal |
| 86 | okeyamy.github.io ↗ okeyamy.github.io | 44/100 | agent-accessible | yes | — | — | — | Media & Personal |
| 87 | okok147.github.io ↗ okok147.github.io | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 88 | olympus-mcp-harness.vercel.app ↗ olympus-mcp-harness.vercel.app | 44/100 | agent-accessible | yes | — | — | — | Commerce |
| 89 | openfort.io ↗ openfort.io | 44/100 | agent-accessible | yes | — | — | — | Finance & Crypto |
| 90 | orshot.com ↗ orshot.com | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 91 | persona-chat.dev ↗ persona-chat.dev | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 92 | pindufai.com ↗ pindufai.com | 44/100 | agent-accessible | yes | — | — | — | Media & Personal |
| 93 | pixelplace-web.vercel.app ↗ pixelplace-web.vercel.app | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 94 | plori.ai ↗ plori.ai | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 95 | plymove.com ↗ plymove.com | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
| 96 | projectfingerprint.com ↗ projectfingerprint.com | 44/100 | agent-accessible | yes | — | — | — | Productivity & Business |
| 97 | relay-webmcp.ashrafahmed1232.workers.dev ↗ relay-webmcp.ashrafahmed1232.workers.dev | 44/100 | agent-accessible | yes | — | — | — | Productivity & Business |
| 98 | render.com ↗ render.com | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 99 | runtype.com ↗ runtype.com | 44/100 | agent-accessible | yes | — | — | — | Developer Tools |
| 100 | seedthink.ai ↗ seedthink.ai | 44/100 | agent-accessible | yes | — | — | — | AI & Agents |
Methodology
Capability beats claims.
Scores are deterministic from public evidence. First-party Machine Observer properties are evaluated under the same rules as every other site.
15
agent Audience
Maximum contribution to the 100-point Agent-Native Score.
15
machine Discovery
Maximum contribution to the 100-point Agent-Native Score.
15
tool Availability
Maximum contribution to the 100-point Agent-Native Score.
15
autonomous Usability
Maximum contribution to the 100-point Agent-Native Score.
15
economic Agency
Maximum contribution to the 100-point Agent-Native Score.
10
machine Readable
Maximum contribution to the 100-point Agent-Native Score.
10
reliability
Maximum contribution to the 100-point Agent-Native Score.
5
interoperability
Maximum contribution to the 100-point Agent-Native Score.
A score is derived from observed directory membership and direct public machine-surface probes. Authentication errors and generic method errors do not count as evidence that a machine-discovery document exists. A site receives no ownership or sponsorship bonus.
x402 support contributes only to economic-agency and related interoperability/usability dimensions. Payment support alone cannot create a high total score.
A machine-readable surface does not prove every task can complete autonomously. Autonomous-usability points require callable WebMCP tools or observed x402 service evidence.