AIO Audit

Agent Information Optimization — check how discoverable your server is to AI agents across 5 tiers.

Try: dominionobservatory.com smithery.ai
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0/100

AIO Score: https://dominionobservatory.com

Agent Information Optimization audit — how discoverable is this server to AI agents?

Discoverability0%
✗ robots.txt✗ sitemap.xml✗ server.json
Comprehension0%
✗ llms.txt✗ openapi.json
Usability0%
✗ mcp.json✗ agent.json✗ ai-plugin.json
Identity0%
✗ did.json
Interoperability0%
✗ MCP tools/list
Registry Presence0%
✗ Dominion Observatory

Recommendations

  1. Add llms.txt at your root — this is how AI agents understand your service. Learn more
  2. Add /.well-known/agent.json — the A2A agent card lets other agents discover and call you
  3. Add /.well-known/mcp.json — MCP discovery file for automated integration
  4. Add /.well-known/did.json — decentralized identity for verifiable agent credentials
  5. Add /openapi.json — structured API schema that AI agents can parse
  6. Enable MCP endpoint — respond to tools/list for live agent interoperability
  7. Submit to Observatory — get tracked, scored, and discoverable in our directory of 22,500+ servers
API: GET /api/agent-readiness?url=https%3A%2F%2Fdominionobservatory.com

Your score can change. Know when it does.

Agent crawl policies update weekly. A single broken endpoint can drop your score overnight. Monitor continuously with the API.

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Continuous MonitoringPoll your AIO score on a schedule. Get alerted before agents stop finding you.
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CI/CD GateBlock deploys that break agent discoverability. Add to your GitHub Action pipeline.
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Competitor BenchmarksCompare your AIO score against competitors. Track their changes over time.
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Trust BadgeEmbed a live-updating trust badge on your site. Shows real-time score to visitors.
# 3 lines to monitor your score
curl -H "Authorization: Bearer YOUR_API_KEY" \
  "https://dominionobservatory.com/api/agent-readiness?url=YOUR_SERVER"

# GitHub Action (runs on every push)
- uses: vdineshk/dominion-observatory/github-action@main
  with:
    server-url: ${{ env.SERVER_URL }}
    fail-below: 50
Get API Key → Free tier: 1,000 calls/day — no credit card required
Free
$0
1,000 calls/day
Developer
$49/mo
50,000 calls/day
Compliance
$299/mo
Unlimited + SLA

What is AIO?

Agent Information Optimization (AIO) is the agent-economy equivalent of SEO. Instead of optimizing for search engines, AIO optimizes for AI agents — making your server discoverable, understandable, and callable by autonomous agents.

The Observatory AIO Audit checks your server across 5 tiers:

DiscoverabilityCan agents find you? (robots.txt, sitemap, server.json)
ComprehensionCan agents understand you? (llms.txt, openapi.json)
UsabilityCan agents use you? (mcp.json, agent.json, ai-plugin.json)
IdentityCan agents verify you? (did.json, verifiable credentials)
InteroperabilityCan agents call you? (MCP tools/list, A2A protocol)