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date
string
mcp_total
int64
mcp_open
int64
mcp_auth
int64
mcp_behind_latest
int64
mcp_v_2024_11_05
int64
mcp_v_2025_03_26
int64
mcp_v_2025_06_18
int64
mcp_v_2025_11_25
int64
mcp_tokens_p50
int64
mcp_tokens_p90
int64
mcp_tokens_max
int64
mcp_prm_missing
int64
mcp_prm_unreachable
int64
a2a_total
int64
a2a_cards
int64
a2a_schema_0_3
int64
a2a_schema_1_0
int64
a2a_registry_mismatch
int64
a2a_signed
int64
a2a_invalid_basic
int64
2026-10-20
338
117
173
36
3
7
26
81
1,644
10,088
98,668
14
4
571
544
333
211
50
44
43

Agent Surface Index — aggregates

Weekly aggregate measurements of publicly reachable AI agent endpoints. One row per snapshot.

This dataset contains aggregates only. No per-endpoint records are published.

What is measured

MCP endpoints (Streamable HTTP) — reachability via initialize, negotiated protocolVersion, declared capabilities, and the cost of tools/list (serialized payload length ÷ 3.6 as a token estimate, used only for within-snapshot comparison). Latency is the median of three tools/list calls. Authorization discovery follows 401 → WWW-Authenticate → Protected Resource Metadata → authorization-server metadata, with well-known URLs built per RFC 8414 path insertion.

A2A agents — .well-known/agent-card.json reachability, card schema generation (0.3 has top-level protocolVersion; 1.0 uses supportedInterfaces), required fields, presence of signatures, and whether registry metadata agrees with the card.

No tools/call is ever issued. The harness does not invoke business actions.

Columns

Column Meaning
date Snapshot date
mcp_total MCP endpoints attempted
mcp_open Reached initialize (no auth)
mcp_auth Returned 401
mcp_behind_latest Open endpoints not on the newest dated protocol version observed in that snapshot
mcp_v_* Open endpoints per negotiated protocol version
mcp_tokens_p50/p90/max Estimated tools/list token cost
mcp_prm_missing 401 endpoints without resource_metadata
mcp_prm_unreachable Metadata URL present but unreadable
a2a_total Registered agents attempted
a2a_cards Cards retrieved
a2a_schema_0_3 / a2a_schema_1_0 Card schema generation
a2a_registry_mismatch Registry protocolVersion differs from card
a2a_signed Cards carrying signatures
a2a_invalid_basic Cards missing required fields for their schema

Policy

  • Facts, not grades. No scores, no rankings, no badges.
  • No named endpoints in this dataset.
  • Security-relevant counts are aggregated deliberately; affected parties are notified privately before anything is named.
  • Vendors may request the record for their own endpoint.

Caveats

  • A snapshot is a point-in-time observation, not an SLA. Latency depends on the network vantage point.
  • Token counts are character-based estimates.
  • Registry populations skew toward long-tail projects and are not a census of production deployments.
  • Endpoints behind authentication are measured for discovery only; their real capabilities are unknown.

Licence

Data: CC BY 4.0. Harness code: Apache-2.0.

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