Robin Saige we check the tools AI agents call

Smarter Weather

io.github.smarterweather/weather

Smarter Weather MCP: forecasts, alerts, outlooks, observations, AQI, grids, and map imagery.

— the operator's own registry description reported

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

allow
verdict
mid-shared
cluster
ok_tools
answers
31
tools served

Dependency rating derived

allow — mid-shared — safe to depend on

Cluster mid-shared · distinctiveness 0.491 (moderate). Every figure is a percentile or class within the 11,094-server censussee the whole spectrum.

Reach — can an agent get to it?
answersalive_tools
latency108 ms
vs populationtypical
protocolcurrent
authopen
Use — can it use it?
tools31
vs populationmid
capabilities3
harnessA
Trust — can it rely on it?
identityshared
servers on its host1
servers on its domain2
verifiabilityunassessed
duplicate inventoryno
drift events0
answers trueno primary

🔏 Signed receipt rr_6f0ad62da708eb83e2030e0c · 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.

Tools last seen

compare_locations describe_dataset find_best_window get_air_quality get_alerts get_climate_normals get_climate_records get_current_conditions get_forecast get_forecast_discussion get_forecast_distribution get_forecast_skill get_growing_degree_days get_hourly_forecast get_lightning_activity get_map_snapshot get_observations get_outlooks get_period_totals get_platform_status get_population_exposure get_sounding get_sounding_chart get_storm_cells get_storm_reports get_time_context get_tropical list_datasets query_dataset reverse_geocode search_locations

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 & specific31/31
has a description31/31
description is substantive31/31
parameters are typed31/31
parameters are described30/3130/31

31 of 31 tools graded · 31 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 in the Tier-2 trade lane, or not yet checked. Tier-2 re-derives a server's answers against published primary sources — see truth checks.

Protocol conformance observed

2025-06-18
protocol version
session model
0.0.0.113
server version sw-mcp

Capabilities: prompts resources tools

Drift

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

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
raw probe records
probed (UTC) outcomehttpmsprotocol
2026-08-14T20:00:13Zok_tools2001082025-06-18
2026-08-12T05:35:25Zok_tools200932025-06-18

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.smarterweather/weather.svg)](https://robinsaige.com/s/io.github.smarterweather/weather)

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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