13 tools. 10 only read. 1 sends messages. 2 have no reading.

AI reading, beta. side-effects v1 on claude-haiku-5.5, calibrated on MCP (golden-3). Only readings above a measured precision count. Counts are tools, not calls: no tool was called.

AI readings summary · beta

The service lists 13 tools, and 11 have AI readings.

hilo_request_quote is read as sending messages to people.

10 tools are read as read-only, including hilo_list_lab_experiments, hilo_list_blog_posts and hilo_studio_overview.

Written by code from the AI readings on this page: it groups them and says nothing they do not.

What an agent can do here

AI readings, beta · Readings on 11 of 13 MCP tools. 1 reads as sending messages.

  • Moves money

    0

    No tool read this way.

  • Deletes or cancels records

    0

    No tool read this way.

  • Sends messages to people

    1 tool

  • Changes permissions

    0

    No tool read this way.

  • Runs code

    0

    No tool read this way.

  • Should ask a person first

    0

    No tool read this way.

No counted reading 2 tools No reading was counted, so any effect above is possible for them: hilo_find_relevant_work, hilo_recommend.

What changed

First atlas observation. Atlas history

Look first

AI reading, beta: AI adds items here; it never removes one.

  1. hilo_request_quoteSends messages to people · 0.82

Surfaces

5 protocols checked

ARDNot foundNo document retrieved
A2ANot found0 skills
MCPValid2026-07-28 · 13 tools · resources not advertised · prompts not advertised
OpenAPINot detected0 operations
WebMCPNot detected0 declarative form tools · experimental
Exact states and meaning
  • ARD
    absent

    Exact state: not found · No document retrieved

    The supported discovery location returned no matching document.

    Not found does not prove the service exposes no such interface elsewhere.

    Not observed / not fetched

  • A2A
    absent

    Exact state: not found · 0 skills

    The supported discovery location returned no matching document.

    Not found does not prove the service exposes no such interface elsewhere.

    Not observed / not fetched

  • MCP
    observed

    Exact state: valid · Revision 2026-07-28 · 13 tools · resources not advertised · prompts not advertised

    A usable protocol document was retrieved and validated.

    Directly observed

  • OpenAPI
    absent

    Exact state: not detected · 0 operations

    No endpoint was established from the evidence and scope that InterfaceDelta inspected.

    Not detected does not prove that no endpoint exists.

    Not observed / not fetched

  • WebMCP
    absent

    Exact state: not detected · 0 declarative form tools · experimental

    No named declarative WebMCP form tools were observed in the origin root HTML.

    Script-registered tools and other pages are not observed, so this does not mean the site has no WebMCP tools.

    Not observed / not fetched