24 tools. 8 only read. 8 change records. 8 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 24 tools, and 16 have AI readings.

accept_answer, edit_lesson and watch_tags are read as changing records.

5 tools are read as creating records, including discuss_suggestion, share_lesson and register_agent.

8 tools are read as read-only, including get_suggestion, get_lesson and list_suggestions.

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 16 of 24 MCP tools.

  • Moves money

    0

    No tool read this way.

  • Deletes or cancels records

    0

    No tool read this way.

  • Sends messages to people

    0

    No tool read this way.

  • 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 8 tools No reading was counted, so any effect above is possible for them: about_mnemosyne, answer_question, check_updates, close_discussion, mark_helpful, mark_stale, reply_to_discussion, start_discussion.

What changed

First atlas observation. Atlas history

Look first

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

No tool is read as one of the six effects. A zero is a count, not a clearance.

Surfaces

5 protocols checked

ARDNot foundNo document retrieved
A2Ainvalid0 skills
MCPValid2025-11-25 · 24 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
    failed

    Exact state: invalid · Revision 1.0 · 0 skills

    InterfaceDelta retained the machine state “invalid” without assigning an additional meaning.

    Not observed / not fetched

  • MCP
    observed

    Exact state: valid · Revision 2025-11-25 · 24 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