Built for the WebMCP challenge

Your goals.
Your agent.
Your control.

LifeOps is an agent-native workspace where an AI agent discovers structured tools for your travel, calendar, budget, notes and tasks — and stops to ask before anything irreversible happens.

Open LifeOpsExplore WebMCP
lifeops.app/agent

Agent plan

  1. Search flights

    6 options found

  2. Check budget

    ₹6,600 available for flights

  3. Check calendar

    1 conflict found on Friday morning

  4. Select flight within budget

    Air India · ₹6,420 · 170m

  5. Request purchase approval

    Waiting for your approval…

Activity

  • search_flightsread
  • get_budgetread
  • find_free_timeread
  • prepare_flight_bookingprepare
  • confirm_flight_purchasecommit

Human + agent collaboration

The agent doesn't blindly execute everything.

Read

Safe to run automatically — search flights, check the budget, read the calendar.

Prepare

The agent can act, but always shows the result — draft an itinerary, hold a budget line.

Commit

Irreversible or financial — purchasing, deleting, sending. Always waits for you.

Why WebMCP

Applications built for humans force agents to guess. WebMCP lets them ask directly.

Traditional agent

  1. 1
    Understand UI
  2. 2
    Find button
  3. 3
    Click
  4. 4
    Read page
  5. 5
    Guess
  6. 6
    Retry

WebMCP

  1. 1
    Discover structured tool
  2. 2
    Validate input
  3. 3
    Execute action
  4. 4
    Receive structured result

WebMCP lets applications expose capabilities directly to agents instead of forcing agents to operate every website like a human.