community-skills-first-web-avl-review

name	community-skills-first-web-avl-review
description	Review, position, and polish Agent View Layer (AVL) / agent-first web projects: .agent pages, agent.txt manifests, AI-native rendering, MCP/API positioning, and marketing/category narrative.
version	1.0.0
author	Community Skills
license	MIT
tags	["agent-first-web","avl","ai-agents","product-positioning","web-standards","mcp","marketing"]
triggers	["review AVL","agent-first website","AI-first website",".agent endpoint","agent.txt manifest","agents as first-class internet citizens","APIs are going away","MCP is the hands AVL is the eyes"]
metadata	{"upstream_import":{"original_name":"agent-first-web-avl-review","source":"community catalog active profile ~/.argent/skills"}}

Agent-First Web / AVL Review

Use this skill when reviewing or polishing projects that claim to make websites/applications agent-native, especially frontier-infra/avl, .agent endpoints, agent.txt, MCP-adjacent tools, AI-first websites, and agent commerce surfaces.

Core Thesis to Preserve

The user’s thesis:

• AI agents are first-class internet citizens.
• Agent traffic and business commerce may exceed human web usage.
• The internet is still primarily built for humans: HTML/CSS/JS, screens, DOM, mice, forms, pixels.
• Browser-use agents are impressive but fragile because they reverse-engineer human interfaces.
• New applications should become agent-first / AI-first, analogous to mobile-first design.
• APIs are necessary now, but many user-facing machine workflows may move toward agent-native web surfaces rather than bespoke API integrations.

Preferred framing nuance:

Do not bluntly claim “APIs will disappear” in public-facing copy unless the user specifically wants the provocative version. A more defensible framing is:

• APIs are not enough for the agent-first web.
• APIs expose functions; AVL exposes what matters on the current page.
• OpenAPI describes your backend; AVL describes the user’s current surface.
• APIs remain infrastructure, but they may stop being the primary user-facing machine interface for many workflows.

AVL Category Framing

AVL = Agent View Layer.

Best category phrase:

Agent-native rendering.

Avoid reducing AVL to “metadata for AI.” Metadata sounds optional, SEO-ish, and decorative. “Rendering target” sounds infrastructural.

Core analogy:

• HTML is for humans.
• AVL is for agents.
• Like i18n, but the target locale is agent.
• Like mobile-first, but for AI agents.

Strong one-liners:

• Make every web page agent-readable.
• The web was built for people. AVL makes it legible to agents.
• Stop making agents scrape meaning from pixels.
• Your app already knows what each page means. AVL ships that meaning directly.
• Every page your app serves to humans gets a parallel agent view.
• The page already knows what it means. We just don’t ship that knowledge.

Conceptual Distinctions

Use these distinctions when explaining AVL:

• Scraping: consumer-side recovery of meaning from pixels/DOM.
• AVL: producer-side rendering of meaning for agents.