68 capabilities, 67 of them tools. 19 only read. 4 only compute. 24 change records, and 6 of those delete or cancel. 3 send messages. 17 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 67 tools, and 44 have AI readings.

delete_role, unregister_webhook_target and kv_delete are read as deleting or cancelling records.

send_email_reply, request_link and telegram_send are read as sending messages to people.

7 tools are read as changing records, including discussion_mark_seen, queue_nack and update_role.

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 50 of 67 MCP tools. 6 read as deleting or cancelling, 3 read as sending messages.

No counted reading 17 tools No reading was counted, so any effect above is possible for them: device_claim, device_start, discussion_claim_role, discussion_join, discussion_resolve, invite_member, isdomainreachable, isemailreachable, kv_put, kv_put_ttl and 7 more.

What changed

First atlas observation. Atlas history

Look first

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

  1. kv_delete_prefixDeletes or cancels records · 0.95
  2. delete_roleDeletes or cancels records · 0.90
  3. unregister_sse_hookDeletes or cancels records · 0.90
  4. kv_deleteDeletes or cancels records · 0.89
  5. queue_ackDeletes or cancels records · 0.85
  6. unregister_webhook_targetDeletes or cancels records · 0.82

3 more in tools

Surfaces

5 protocols checked

ARDNot foundNo document retrieved
A2ANot found0 skills
MCPValid2026-07-28 · 67 tools · resources not advertised · prompts not advertised
OpenAPINot detected0 operations
WebMCPObserved1 declarative form tool · 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 · 67 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
    observed

    Exact state: observed · 1 declarative form tool · experimental

    The origin root HTML, or a followed page, declared WebMCP form tools. InterfaceDelta ran no scripts and submitted no forms.

    A declaration does not prove the tool works. WebMCP is an experimental browser capability.

    Publisher declared