AI features
Every AI and agent-enabling capability in one place — the Ask AI assistant, the cloud gateway, build-time enrichment, MCP/WebMCP, and agent discovery.
aardvark is built for two audiences at once — the people reading your docs and the agents acting on them. The reader features add an assistant; the agent features make your site discoverable, queryable, and verifiable by automated clients. Everything is in one place here.
For readers
A built-in “Ask AI” chat panel for your readers — plus a full analytics dashboard (Top Questions, Coverage Gaps, and more) for you.
The managed metering proxy behind the built-in assistant — a prepaid balance with Stripe card-on-file and auto-top-up.
Opt-in, cached OpenRouter features — generate frontmatter, example API responses, and Claude Code skills from your docs.
A built-in “Ask AI” chat panel for your readers — plus a full analytics dashboard (Top Questions, Coverage Gaps, and more) for you.
The managed metering proxy behind the built-in assistant — a prepaid balance with Stripe card-on-file and auto-top-up.
Opt-in, cached OpenRouter features — generate frontmatter, example API responses, and Claude Code skills from your docs.
For agents
Run vark serve to expose a live MCP server and serve each page as Markdown via content negotiation — the same tools work in the browser through WebMCP.
A checklist for making your site agent-ready — what aardvark publishes on every build, and the few steps only you can do.
Always-on discovery endpoints — an MCP Server Card, OAuth/OIDC metadata, auth.md, and DNS-AID records — emitted by every build.
Publish a key directory so your site can identify itself when an agent sends signed requests on its behalf.
Run vark serve to expose a live MCP server and serve each page as Markdown via content negotiation — the same tools work in the browser through WebMCP.
A checklist for making your site agent-ready — what aardvark publishes on every build, and the few steps only you can do.
Always-on discovery endpoints — an MCP Server Card, OAuth/OIDC metadata, auth.md, and DNS-AID records — emitted by every build.
Publish a key directory so your site can identify itself when an agent sends signed requests on its behalf.
The files agents read most — llms.txt, llms-full.txt, and the Agent Skills index — are written by every build; see Generated files. The vark ai-enrich and vark web-bot-auth-keygen commands are in the CLI reference.