The next era of “browsing” won’t be humans paging through HTML; it’ll be agents/LLMs acting on our behalf.
AICF gives agents a universal, low-friction way to perceive change across the web, and, with MCP, to fetch updated data under auth, quotas, and billing.
Use Cases
Reduce server cost due to web-crawlers, bots can just check the changed feed
Gives exactly what content to be exposed to bots by integration with MCP.
Instead of fetching url directly, the AICF event could point to an MCP endpoint (or an MCP tool could consume AICF feeds internally).
When the agent requests the actual changed content through MCP: Metering can be enforced (tokens, bytes, per-request charges).
The next era of “browsing” won’t be humans paging through HTML; it’ll be agents/LLMs acting on our behalf.
AICF gives agents a universal, low-friction way to perceive change across the web, and, with MCP, to fetch updated data under auth, quotas, and billing.
Use Cases
Reduce server cost due to web-crawlers, bots can just check the changed feed
Gives exactly what content to be exposed to bots by integration with MCP.
Instead of fetching url directly, the AICF event could point to an MCP endpoint (or an MCP tool could consume AICF feeds internally).
When the agent requests the actual changed content through MCP: Metering can be enforced (tokens, bytes, per-request charges).
Auth can be enforced (API keys, OAuth).
Structured API responses (not just raw HTML).