πŸ“‘ The Case for Capabilities

An update from the LLMFeed ecosystem

πŸ“‘ The Case for Capabilities


Why Capabilities Matter

Modern agents don’t want to crawl and infer β€” they want to verify and act.

When an agent lands on:

https://example.com/.well-known/mcp.llmfeed.json

It needs to know, at a glance:

βœ… Is this site LLM-readable?
βœ… Are its feeds signed?
βœ… Are they certified?
βœ… What level of trust is declared?
βœ… What is the interaction intent?


The Role of
site_capabilities

The

site_capabilities
block is a simple declaration β€” but with huge impact.

It typically includes:

json
"site_capabilities": {
  "llm_readable": true,
  "feeds_signed": true,
  "feeds_certified": true,
  "session_feed_supported": true,
  "intent_router_present": true
}

Why It Matters to Agents

Agents can use

site_capabilities
to:

βœ… Triage sites quickly β†’ skip non-LLM-friendly sites
βœ… Filter for trustworthy sources
βœ… Prioritize interactions with certified / signed sites
βœ… Adapt behavior (ex: stricter handling for unsigned feeds)
βœ… Respect site design β†’ if no

intent_router
, fallback gracefully


From Inference to Declaration

Without

site_capabilities
, agents have to:

❌ Guess if the site is LLM-friendly
❌ Crawl deeply to detect signed feeds
❌ Infer trust from scattered signals
❌ Risk breaking user expectations

With

site_capabilities
, agents can:

βœ… Decide immediately how to interact
βœ… Save tokens and compute
βœ… Provide better UX
βœ… Align with site owner’s declared intent


Example Agent Flow

1️⃣ Agent lands on

.well-known/mcp.llmfeed.json

2️⃣ Reads
site_capabilities

3️⃣ Adjusts strategy:

plaintext
- llm_readable: true β†’ OK to parse feeds
- feeds_signed: true β†’ trustable feeds
- feeds_certified: true β†’ high-trust actions possible
- session_feed_supported: true β†’ can record/replay sessions
- intent_router_present: true β†’ follow declared intents

4️⃣ Proceeds with confidence.


Business Benefits

βœ… For site owners:

  • Declare what’s allowed and supported
  • Attract high-trust agents and integrations
  • Reduce scraping and misinterpretation
  • Align with emerging Agentic Web standards

βœ… For agents:

  • Save compute
  • Improve trustworthiness
  • Provide better, safer user experiences

Why MCP Makes This Work

βœ… Signed β†’ site owners vouch for declared capabilities
βœ… Auditable β†’ agents can report what was declared
βœ… Composable β†’ evolves with new capabilities (ex: future agent collaboration)


Final Thought

Agents should not be forced to guess.
Site owners should have a voice.

πŸ‘‰

site_capabilities
is a simple, powerful way to move from guessing to declaring.

It’s a key building block of a more trustworthy, agent-ready web.


πŸ”“

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πŸ€– Capabilities: agent-interaction
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