20 / 100
Level 1 — Agent as Afterthought
Dimensions
| ⚠️ | Discoverability | 5/25 | robots.txt exists but does not address AI agents specifically |
| ⚠️ | Content Accessibility | 5/20 | No markdown content negotiation |
| ⚠️ | Bot Access Control | 10/15 | Content-Signal directive declared: ai-train=no, search=yes, ai-input=yes |
| ❌ | Agent Capabilities | 0/30 | No MCP Server Card (/.well-known/mcp-server-card[.json] or /agents.json) |
| ❌ | Visibility Of Agent Integrations | 0/10 | Homepage hides agent integrations from human-onboarding flow |
Anti-patterns flagged
- The Invisible Product — No MCP Server Card, no CLI/SDK reference, no agent capability surfaces detected.
Top moves to climb a level
- +30 pts — Ship an MCP server (verb-first tools, Zod params), publish /.well-known/mcp-server-card, and reference it from the homepage hero.
- +20 pts — Publish /llms.txt and /AGENTS.md at the site root. Update robots.txt to address GPTBot, ClaudeBot, anthropic-ai, Google-Extended, PerplexityBot, CCBot explicitly.
- +15 pts — Serve text/markdown when the Accept header asks for it. Publish sitemap.xml and an OpenAPI document at /openapi.json.
Scored against the Agents First framework · self-serve scores are kept 90 days.