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GitHubgithub.com

66/ 100 · Agentic Usability Score
OpenScanned 2026-09-22 · local-node · method v0.1Edge: github.com
Muse
Meta
?Untested
ChatGPT Agent
OpenAI
✓Allowed
Claude
Anthropic
✓Allowed
Comet
Perplexity
✓Allowed
Grok Bot
xAI
◌Not disallowed
Gemini
Google
✓Allowed
Manus
Manus
◌Not disallowed
Instinct
Spear Street
?Untested

Score breakdown

Five pillars. Task completion is pending until the live task runner ships; the other four are rescaled to 100.
Accessrobots.txt stance + live door test
40/40
Consent & identity pathContent-Signal, published agent policy
0/10
Machine-readable surfacellms.txt, JSON-LD, landmarks, SSR
19/25
Agent protocolsUCP, MCP, A2A, OpenAPI
0/15
Task completionlive agent run: search → cart → checkout
pending

Evidence

Generated by the scanner from this run. Every line is reproducible with the open-source probe.
  • ✓Homepage serves a normal page to ChatGPT-User, Claude-User, Perplexity-User and GoogleAgent-Mariner
  • ✓robots.txt has no rule against any user-directed agent we test
  • ◐Also disallows 1 of 15 training/search crawlers (not scored; agents ≠ crawlers)
  • ◐No Content-Signal in robots.txt
  • ✓Publishes llms.txt
  • ◐No JSON-LD structured data on the homepage
  • ✓Semantic landmarks present (main, nav)
  • ◐No agent-protocol manifest (UCP, MCP, A2A, OpenAPI)
Identified asHTTPResult
ChatGPT-User200normal page
Claude-User200normal page
Perplexity-User200normal page
GoogleAgent-Mariner200normal page
browser (human)200normal page

What GitHub would need to change

1Give agents a front doorProtocols · up to 12 pts

A Universal Commerce Protocol manifest for shopping, or an MCP server card for everything else. An agent that can call an API never needs to hold a customer's password.

GET /.well-known/ucp
{ "ucp": { "version": "2026-01-23",
  "services": { "dev.ucp.shopping": [{ "transport": "rest", "endpoint": "https://github.com/api/ucp/v1" }] },
  "capabilities": { "dev.ucp.shopping.checkout": [ … ] } } }

# or
GET /.well-known/mcp.json
{ "name": "GitHub", "endpoint": "https://github.com/mcp", "transport": "streamable-http" }

2Add JSON-LD structured dataSurface · up to 6 pts

schema.org Organization on the homepage, Product + Offer on product pages, with price and availability.

<script type="application/ld+json">
{ "@context": "https://schema.org", "@type": "Organization", "name": "GitHub", "url": "https://github.com/" }
</script>

3Say your stance with a Content-SignalConsent · up to 3 pts

Two lines in robots.txt end the guessing game. ai-input covers agents reading pages on a person's behalf.

User-Agent: *
Content-Signal: search=yes, ai-input=yes, ai-train=no
Allow: /