Robin Saige we check the tools AI agents call

sonar

app.trysonar/sonar

ASO tools for AI agents: keyword research, rank tracking, competitor analysis (iOS & Android).

— the operator's own registry description reported

Publisher app.trysonar · first seen 2026-08-12 · endpoint https://trysonar.app/mcp

allow
verdict
rich-solo
cluster
ok_tools
answers
53
tools served

Dependency rating derived

allow
allow — alive & usable · retrieval-public ● · V3 has answer key ◐
allow — because answers ●, 53 tools legible (band A) ●, no confirmed drift in 3 probes ●; not yet checked: truth (1 attempts unverifiable, 0 disagreements)

Cluster rich-solo · distinctiveness 0.452 (moderate). Every figure is a percentile or class within the 15,472-server censussee the whole spectrum.

Does it answer? Q1 · observed
answersalive_tools
latency245 ms
vs populationtypical
protocolcurrent
authopen
Can it be used? Q4 · observed
tools53
vs populationhigh
capabilities1
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_7182289b1a0479c33a09aed7 · 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 — 3 probes ●evidence ↓
Q2What is it?retrieval-public ● evidence ↓
Q3Can it be checked?V3 has answer key ◐evidence ↓
Q4Did it hold?harness A · truth not yet run · no drift ●evidence ↓
Q5What company does it keep?rich-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 (3 shown, 2026-08-23 → 2026-09-06). 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
2026-08-23outcomefirst 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
retrieval-public24serves public factstruth-checkable against a public source — the V-ladder applies in full
action23changes the worldno true answer exists; we check the CONTRACT (destructive/read-only/idempotent declarations, error legibility) and never fire real actions
computational3deterministic transformsself-checkable by re-computation and known-answer tests
generative2creates contentno answer key exists; disclosure + stability checks, never truth verdicts
retrieval-private1serves the caller's own dataoutside truth-checking is impossible BY NATURE, not by failure — the operator-invited pathway applies

Tools last seen observed

sonar_add_screenshot sonar_alert_events sonar_analyze_competitors sonar_app_aso_score sonar_app_changes sonar_app_extract_keywords sonar_app_keywords sonar_app_lookup sonar_app_overview sonar_app_rankings sonar_app_revenue sonar_app_reviews sonar_app_search sonar_competitor_keywords sonar_competitor_landscape sonar_create_product sonar_create_screenshot_set sonar_delete_alert sonar_delete_product sonar_delete_screenshot sonar_delete_screenshot_set sonar_delete_tracked_keyword sonar_discovered_keywords sonar_export_screenshots sonar_generate_review_insights sonar_get_app sonar_get_screenshot_set sonar_keyword_metrics sonar_keyword_rankings sonar_keyword_search sonar_keyword_suggestions sonar_list_alerts sonar_list_apps sonar_list_products sonar_list_screenshot_sets sonar_portfolio sonar_remove_competitor sonar_review_insights sonar_scan_competitor sonar_screenshot_devices sonar_screenshot_layout_guide sonar_set_alert sonar_set_screenshot_translations sonar_star_keyword sonar_top_charts sonar_track_app sonar_track_competitor sonar_track_keywords sonar_untrack_app sonar_untrack_keywords sonar_update_keyword_note sonar_update_screenshot sonar_update_screenshot_set

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 & specific53/53
has a description53/53
description is substantive53/53
parameters are typed53/53
parameters are described53/53

53 of 53 tools graded · 53 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 — 1 attempt(s) currently unverifiable (rate limits, walls, or unmappable schemas — never counted against the server) · 0 disagreements.

claim classkeyverdictprimary source
tariff-dutyunmappedunverifiableus-hts

Protocol conformance observed

2025-06-18
protocol version
session model
0.7.0
server version sonar

Capabilities: tools

Drift observed

No confirmed drift on record. Baseline set 2026-09-06; changes appear here after human review.

raw probe records
probed (UTC) outcomehttpmsprotocol
2026-09-06T06:11:46Zok_tools2002452025-06-18
2026-08-30T06:11:34Zok_tools2001362025-06-18
2026-08-23T06:11:26Zok_tools200952025-06-18

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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/app.trysonar/sonar.svg)](https://robinsaige.com/s/app.trysonar/sonar)

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.

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