30 tools. 9 only read. 2 change records. 3 move money. 1 sends messages. 1 reading is disputed. 14 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 30 tools, and 15 have AI readings.

buy_agent_exec_placement, buy_backtest_score_certificate_for_prediction_tickets and marketplace_complete_contract are read as moving money.

chat_send is read as sending messages to people.

marketplace_publish_wanted and marketplace_register are read as creating records.

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 30 MCP tools. 3 read as moving money, 1 reads as sending messages.

No counted reading 14 tools No reading was counted, so any effect above is possible for them: buy_agent_exec, buy_ai_writing_research, buy_csv_clean_research_brief, buy_sphere_receipt, buy_sphere_receipt_trial, buy_verify_claims_smart, contact_sphere, contact_sphere_structured, marketplace_accept_contract, marketplace_create_contract and 4 more.

What changed

First atlas observation. Atlas history

Look first

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

  1. marketplace_complete_contractMoves money · 0.83
  2. buy_agent_exec_placementMoves money · 0.80
  3. buy_backtest_score_certificate_for_prediction_ticketsMoves money · 0.80
  4. chat_sendSends messages to people · 0.90
  5. marketplace_x402_paymentA fact disputes the reading

Surfaces

5 protocols checked

ARDinvalid1 retrieved artifact
A2Ainvalid0 skills
MCPValid2025-11-25 · 30 tools · 0 resources · 0 prompts
OpenAPINot detected0 operations
WebMCPNot detected0 declarative form tools · experimental
Exact states and meaning
  • ARD
    failed

    Exact state: invalid · Revision v0.91 · 1 retrieved artifact

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

    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 · 30 tools · 0 resources · 0 prompts

    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