Robin Saige we check the tools AI agents call

Stellarhound — stargazing forecasts, dark-sky sites & aurora

com.stellarhound/stellarhound-mcp

Live stargazing forecasts: per-night sky scores, dark-sky sites, aurora & light pollution anywhere.

— the operator's own registry description reported

Publisher com.stellarhound · first seen 2026-08-20 · endpoint https://stellarhound.com/mcp

allow
verdict
mid-slow-solo
cluster
ok_tools
answers
5
tools served

Dependency rating derived

allow
allow — alive & usable · retrieval-public ● · V3 has answer key ◐
allow — because answers ●, 5 tools legible (band B) ●, no confirmed drift in 3 probes ●; not yet checked: truth (1 attempts unverifiable, 0 disagreements)

Cluster mid-slow-solo · distinctiveness 0.699 (unusual). Every figure is a percentile or class within the 15,472-server censussee the whole spectrum.

Does it answer? Q1 · observed
answersalive_tools
latency598 ms
vs populationslow
protocolcurrent
authopen
Can it be used? Q4 · observed
tools5
vs populationmid
capabilities4
harnessB
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_e1162c5bac04e07759e267dc · 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 B · truth not yet run · no drift ●evidence ↓
Q5What company does it keep?mid-slow-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-public3serves public factstruth-checkable against a public source — the V-ladder applies in full
predictive2claims about the futurescoreable only in retrospect — the archive scores yesterday's predictions against today's outcome

Tools last seen observed

find_dark_sky_sites get_aurora_forecast get_light_pollution get_stargazing_conditions get_tonight_agenda

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 B — usable, with rough edges.

legibility checktools passingok
name is clear & specific5/5
has a description5/5
description is substantive5/5
parameters are typed5/5
parameters are described0/50/5

5 of 5 tools graded · 5 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
1.29.0
server version stellarhound

Capabilities: experimental prompts resources 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
2026-09-06T06:13:03Zok_tools2005982025-06-18
2026-08-30T06:12:44Zok_tools2005542025-06-18
2026-08-23T06:12:16Zok_tools2006162025-06-18

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/com.stellarhound/stellarhound-mcp.svg)](https://robinsaige.com/s/com.stellarhound/stellarhound-mcp)

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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