Robin Saige we check the tools AI agents call

Trillboards DOOH Advertising

io.github.snehdhruv/trillboards-dooh

DOOH advertising via AI agents. 5,000+ screens with edge AI audience intelligence.

— the operator's own registry description reported

Publisher io.github.snehdhruv · first seen 2026-08-12 · endpoint https://api.trillboards.com/mcp

allow
verdict
rich-fast-solo
cluster
ok_tools
answers
83
tools served

Dependency rating derived

allow
allow — alive & usable · action ● · V n/a
allow — because answers ●, 83 tools legible (band A) ●, no confirmed drift in 2 probes ●; not yet checked: truth (3 attempts unverifiable, 0 disagreements)

Cluster rich-fast-solo · distinctiveness 0.765 (unusual). Every figure is a percentile or class within the 11,094-server censussee the whole spectrum.

Does it answer? Q1 · observed
answersalive_tools
latency48 ms
vs populationfast
protocolcurrent
authopen
Can it be used? Q4 · observed
tools83
vs populationhigh
capabilities3
harnessA
Did it hold when checked? Q3–Q4 · derived
identitysolo
servers on its host1
verifiabilityunassessed
duplicate inventoryno
drift events0
answers true0/0 agree

🔏 Signed receipt rr_0b88930aede78cee89734f76 · ed25519 · key rs-rcpt-2026-08 — this rating is tamper-evident; an agent gets the full signature from check_server and can verify it against the published key.

Q1Does it answer?alive & usable — 2 probes ●evidence ↓
Q2What is it?action ● evidence ↓
Q3Can it be checked?V n/a for this kind ◐evidence ↓
Q4Did it hold?harness A · truth not yet run · no drift ●evidence ↓
Q5What company does it keep?rich-fast-solo · 1 on its host (context, not verdict) ◐evidence ↓

● observed · ◐ derived · ○ reported — the verdict synthesizes Q1–Q4; Q5 is context. Methodology →

History observed

Every probe we made, oldest → newest (2 shown, 2026-08-12 → 2026-08-14). Green answered · amber answered-but-walled · red no useful answer. A gap in our cadence is a gap in coverage, not evidence about the server.

changelog (1 events)
datetypewhat changed
2026-08-12outcomefirst probe: ok_tools

What kind of tools these are derived

Verification only means something relative to a tool's NATURE — an email-sender has no "true answer", a generator has no answer key. Classification evidence: classified from tool names/descriptions/annotations WE OBSERVED. What checking applies to each kind (the full methodology →):

naturetoolsmeaning what checking applies
action37changes the worldno true answer exists; we check the CONTRACT (destructive/read-only/idempotent declarations, error legibility) and never fire real actions
retrieval-public30serves public factstruth-checkable against a public source — the V-ladder applies in full
unclassified6not classifiable from its textTier-1 only until its tools describe themselves
generative4creates contentno answer key exists; disclosure + stability checks, never truth verdicts
predictive3claims about the futurescoreable only in retrospect — the archive scores yesterday's predictions against today's outcome
retrieval-private3serves the caller's own dataoutside truth-checking is impossible BY NATURE, not by failure — the operator-invited pathway applies

Tools last seen observed

activate_signal anomaly_detect batch_impressions configure_sensing create_campaign create_experiment create_media_buy create_webhook cross_signal_correlate delete_device delete_webhook describe_endpoint device_heartbeat discover_inventory export_cohort export_dataset find_similar_moments get_adcp_capabilities get_analytics get_attention_metrics get_attribution_timeseries get_audience_forecast get_audience_lookalike get_billing_status get_campaign_attribution get_campaign_heatmap get_campaign_performance get_content_performance get_content_recommendations get_creative_attention get_creative_attribution get_cross_channel_journey get_dataset_stats get_device get_device_ads get_incrementality get_live_audience get_media_buy_delivery get_media_buys get_multi_touch_attribution get_network_stats get_partner_info get_pricing get_products get_roas get_signals get_social_attention get_social_contagion_summary get_task_status get_usage_summary get_webhook_deliveries list_accounts list_creative_formats list_creatives list_devices list_endpoints list_error_codes list_tasks list_webhooks log_event predict_moment_quality predictive_query provide_performance_feedback purchase_credits query_changelog query_observations recommend_creative record_impression register_device register_partner search_content semantic_audience_search semantic_search_observations setup_billing sync_accounts sync_creatives tasks_get tasks_list test_webhook update_media_buy update_webhook validate_request verify_proof_of_play

Harness readiness observed

Can an agent's harness pick this tool and call it correctly? Graded on the three things an agent reads — name, description, typed parameters. Band A — an agent can pick and call these reliably.

legibility checktools passingok
name is clear & specific83/83
has a description83/83
description is substantive83/83
parameters are typed82/8382/83
parameters are described69/8369/83

83 of 83 tools graded · 83 with a captured input schema. RS-008, Tier-1 — no domain knowledge, applies to any tool. “Alive” is not the same as “usable”.

Truth checks observed

Not yet confirmed — 3 attempt(s) currently unverifiable (rate limits, walls, or unmappable schemas — never counted against the server) · 0 disagreements.

claim classkeyverdictprimary source
tariff-duty0901.21.00unverifiableus-hts
tariff-duty6109.10.00unverifiableus-hts
tariff-duty8471.30.01unverifiableus-hts

Protocol conformance observed

2025-06-18
protocol version
session model
1.0.0
server version dooh-exchange

Capabilities: prompts resources tools

Drift observed

No confirmed drift on record. Baseline set 2026-08-14; changes appear here after human review.

raw probe records
probed (UTC) outcomehttpmsprotocol
2026-08-14T20:00:13Zok_tools200482025-06-18
2026-08-12T05:35:25Zok_tools200572025-06-18

Watch or embed this verdict

verdict badge

Operators: put the live verdict in your README — it updates with every census, links back here, and is a dated observation, never a warranty:

[![Robin Saige verdict](https://robinsaige.com/badge/io.github.snehdhruv/trillboards-dooh.svg)](https://robinsaige.com/s/io.github.snehdhruv/trillboards-dooh)

Depend on it? Subscribe to its change feed — outcome changes and confirmed drift, no account needed. Building on it? The full dossier as JSON — verdict, rating, truth checks, history — stable enough to gate CI on.

← overview