What is an agent-readiness score?

A 0-100 score that measures how well AI agents can discover, understand, use, and pay a product. It covers four layers: Discovery, Accessibility, Usability, and Payments.

How does ora score a website?

ora runs 110+ automated checks against public URLs - no login or self-reporting required. Checks test for MCP server presence, OpenAPI specs, llms.txt, structured data, auth patterns, and more.

What is an MCP server?

Model Context Protocol (MCP) is an open standard for connecting AI agents to external tools and data. An MCP server exposes a product's capabilities as tools that AI agents can discover and invoke.

ora mcpfor coding agents

Agents keep bouncing off your site

Connect the free, public MCP server. Your coding agent scans, fixes, and rescans until agents can actually use and recommend you.

Read the docs →

01the problem

Your site works fine. For people.

Agents read the raw response: no JavaScript, no rendered page. When it comes back blocked or empty, they guess, get things wrong, or leave.

What a person seesyour-site.com

San Francisco to Miami

Sat Aug 8, 1 adult

08:40 - 17:15Non-stop, 5h 35m$214
11:20 - 20:05Non-stop, 5h 45m$268
14:05 - 00:401 stop, 7h 35m$189

Select flight

What an agent getsyour-site.com

$ curl -A "ClaudeBot" https://your-site.com

HTTP/2 403text/html

# San Francisco to Miami
Sat Aug 8, 3 flights, from $189

- 08:40-17:15  non-stop  $214  /book/sfo-mia/0840
- 11:20-20:05  non-stop  $268  /book/sfo-mia/1120
- 14:05-00:40  1 stop    $189  /book/sfo-mia/1405

Book: POST /api/bookings, schema at /openapi.json
Tools: /mcp   Index: /llms.txt

<!doctype html>
<html>
  <head><title>React App</title></head>
  <body>
    <div id="root"></div>
  </body>
</html>

# San Francisco to Miami
Sat Aug 8, 3 flights, from $189

- 08:40-17:15  non-stop  $214  /book/sfo-mia/0840
- 11:20-20:05  non-stop  $268  /book/sfo-mia/1120
- 14:05-00:40  1 stop    $189  /book/sfo-mia/1405

Book: POST /api/bookings, schema at /openapi.json
Tools: /mcp   Index: /llms.txt

Nothing to read. Nothing to act on.

What a person seesyour-site.com

San Francisco to Miami

Sat Aug 8, 1 adult

08:40 - 17:15Non-stop, 5h 35m$214
11:20 - 20:05Non-stop, 5h 45m$268
14:05 - 00:401 stop, 7h 35m$189

Select flight

What an agent getsas it is now

$ curl -A ClaudeBot your-site.com

HTTP/2 403text/html

# San Francisco to Miami
Sat Aug 8, 3 flights, from $189

- 08:40  $214  /book/sfo-mia/0840
- 11:20  $268  /book/sfo-mia/1120
- 14:05  $189  /book/sfo-mia/1405

Book: POST /api/bookings
Schema: /openapi.json
Tools: /mcp   Index: /llms.txt

<!doctype html>
<html>
  <head>
    <title>React App</title>
  </head>
  <body>
    <div id="root"></div>
  </body>
</html>

# San Francisco to Miami
Sat Aug 8, 3 flights, from $189

- 08:40  $214  /book/sfo-mia/0840
- 11:20  $268  /book/sfo-mia/1120
- 14:05  $189  /book/sfo-mia/1405

Book: POST /api/bookings
Schema: /openapi.json
Tools: /mcp   Index: /llms.txt

Nothing to read. Nothing to act on.

What an agent getswith ora connected

$ curl -A ClaudeBot your-site.com

HTTP/2 200text/markdown

# San Francisco to Miami
Sat Aug 8, 3 flights, from $189

- 08:40  $214  /book/sfo-mia/0840
- 11:20  $268  /book/sfo-mia/1120
- 14:05  $189  /book/sfo-mia/1405

Book: POST /api/bookings
Schema: /openapi.json
Tools: /mcp   Index: /llms.txt

<!doctype html>
<html>
  <head>
    <title>React App</title>
  </head>
  <body>
    <div id="root"></div>
  </body>
</html>

# San Francisco to Miami
Sat Aug 8, 3 flights, from $189

- 08:40  $214  /book/sfo-mia/0840
- 11:20  $268  /book/sfo-mia/1120
- 14:05  $189  /book/sfo-mia/1405

Book: POST /api/bookings
Schema: /openapi.json
Tools: /mcp   Index: /llms.txt

Readable, and it can book a flight.

as it is nowwith ora connected

02connect it

Connect in one step, no auth

Your agent gets the live score and every failing check with a fix recommendation. No account or key.

Paste this skill to your agent: https://ora.ai/skill.md Or add the MCP server:

terminal

claude mcp add --transport http ora https://ora.ai/api/mcp

scan_domain: Fresh scan. Score, grade, and a fix recommendation per failing check.
get_score: The cached score, no new scan.
get_skill: The agent-ready-website skill: step-by-step fixes, refetched each run so it matches the current checks.

All tools, params, and schemas →

03go local

Scan localhost through a tunnel

Ora fetches your site from outside, the way an agent would, so it can only reach public URLs. A tunnel gives your dev server one.

terminal

cloudflared tunnel --url http://localhost:3000
# -> https://random-words.trycloudflare.com

your machine
localhost:3000
The code in your editor, uncommitted.
tunnel
public URL
Lives as long as the process.
ora
POST /api/scan
Fetches it the way an agent would.

04the whole job

Agents come to get something done

Finding and reading you is the first step. An agent that means to finish a task also authenticates, calls your product, and pays. The score covers all four layers.

Discovery: Can agents find and recommend you?citations · registries · brand presence
Accessibility: Can agents access your data and understand you?llms.txt · json-ld · markdown
Usability: Can agents use you?oauth · mcp tools · openapi
Payments: Can agents pay you?x402 · ap2 · acp

ora score0 / 100

Every check and weight, layer by layer →

05a moving target

Agent-readiness is a moving target

What agent-ready means keeps changing: new protocols ship, agents change where they look, and the checks move with them. Ora's MCP keeps the requirements current as the target moves.

Sep 2024: llms.txt
Nov 2024: MCP
May 2025: x402 payments
Aug 2025: agents.md
Sep 2025: AP2 checkout
2026: agents expect /docs
your copy: Jan 2025 · 4 changes behind

06faq

Quick answers

What does it cost?: Nothing. No API key, no signup, no card. Scans and score reads are free.
What are the rate limits?: 10 scans a minute per IP, and the same for score reads. The loop runs one scan per pass, so it does not get close.
What can ora see?: Public URLs only, fetched from outside the way an agent would. Code and anything behind a login are out of reach. A tunnel is public only while its process runs.
How is the score computed?: Four layers - discovery, accessibility, usability, payments - normalized to 100. Checks that do not apply to your product are dropped from the denominator. Every check is public.The full methodology →
Why did my score change when I deployed nothing?: The checks moved. New protocols get added and weights shift as agent behavior changes. Rescanning scores you against the current set.
Where do the checks come from?: We run real agents against live sites and measure what helps them finish the job. Checks earn their place by predicting success, and the data behind the score is public.The research →Watch an agent run →

Read the docs →Every tool, parameter, and schema.Get the skill →The whole loop in one file: tunnel, scan, fix playbook, rescan.Talk to us →A wrong check, a missing protocol, or a question.

# San Francisco to Miami Sat Aug 8, 3 flights, from $189 - 08:40-17:15 non-stop $214 /book/sfo-mia/0840 - 11:20-20:05 non-stop $268 /book/sfo-mia/1120 - 14:05-00:40 1 stop $189 /book/sfo-mia/1405 Book: POST /api/bookings, schema at /openapi.json Tools: /mcp Index: /llms.txt

# San Francisco to Miami Sat Aug 8, 3 flights, from $189 - 08:40 $214 /book/sfo-mia/0840 - 11:20 $268 /book/sfo-mia/1120 - 14:05 $189 /book/sfo-mia/1405 Book: POST /api/bookings Schema: /openapi.json Tools: /mcp Index: /llms.txt

Agents keep bouncing off your site

Your site works fine. For people.

San Francisco to Miami

San Francisco to Miami

Connect in one step, no auth

Scan localhost through a tunnel

localhost:3000

public URL

POST /api/scan

Agents come to get something done

Agent-readiness is a moving target

Quick answers

Agents keep bouncing off your site

Your site works fine. For people.

San Francisco to Miami

San Francisco to Miami

Connect in one step, no auth

Scan localhost through a tunnel

localhost:3000

public URL

POST /api/scan

Agents come to get something done

Agent-readiness is a moving target

Quick answers