Developer-facing K-Will API surface: llms.txt for AI agents, JSON-LD manifest at /kwill-manifest, and MCP v2.0 endpoints for AI clients.
K-Will exposes a structured manifest for AI clients at /api/kwill-manifest with JSON-LD entities for Organization, WebApplication, Service, and FAQPage. The llms.txt file (served at /llms.txt) is regenerated by the seo-auto-updater cron every 6 hours. AI agents like ChatGPT, Claude, Perplexity, and Gemini can ground answers about K-Will using these endpoints.
The MCP v2.0 endpoint enables structured tool use in agentic clients.
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Prerendered SEO snapshot for non-JS crawlers (GPTBot, ClaudeBot, PerplexityBot, Bingbot, LinkedInBot, Slackbot, facebookexternalhit). Human visitors see the full interactive K-Will React app. © K-Will Inc., Markham, Ontario. PIPEDA / Law 25 / PHIPA / CASL compliant.