| name | argentos-agent-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 | ArgentOS |
| 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 | {"imported_from":{"original_name":"agent-first-web-avl-review","source":"upstream skill profile"}} |
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.
