Robin Saige we check the tools AI agents call

Worldcastr Remote MCP

io.github.dhardestylewis/worldcastr-remote

Built-environment forecasts, public benchmarks, and permit or zoning readiness through remote MCP.

— the operator's own registry description reported

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

allow
verdict
stale-rich-slow-solo
cluster
ok_tools
answers
44
tools served

Dependency rating derived

allow — stale-rich-slow-solo — safe to depend on

Cluster stale-rich-slow-solo · distinctiveness 0.943 (unusual). 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
latency9135 ms
vs populationslow
protocolbehind
authopen
Use — can it use it?
tools44
vs populationhigh
capabilities4
harnessA
Trust — can it rely on it?
identitysolo
servers on its host1
verifiabilityunassessed
duplicate inventoryno
drift events0
answers trueno primary

🔏 Signed receipt rr_e50b3f350e4f2e7b19cea05a · 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

forecast_by_address forecast_by_county forecast_by_h3_cell forecast_by_parcel forecast_by_state forecast_by_tabblock forecast_by_tract forecast_by_unit forecast_by_zcta forecast_by_zip3 get_analytics_events get_api_status get_api_usage get_backtest_scores get_benchmark_dataset get_benchmark_result get_census_bps_county_monthly get_county_outlook get_data_artifact get_data_asset get_data_coverage get_data_schema get_data_source get_entity get_epa_echo_npdes_outfalls get_epa_echo_npdes_sewer_overflow_history get_epa_echo_npdes_sewer_overflows get_epa_echo_npdes_violations get_fast41_projects get_forecast_vintage get_geography_crosswalk get_panel_lineage get_permit_zoning_readiness get_provenance get_public_forecast_vintage get_source_coverage_map list_benchmark_datasets list_benchmark_sources list_data_assets list_data_schemas list_data_sources list_public_records_acquisition list_source_coverage_index list_training_runs

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 & specific44/44
has a description44/44
description is substantive44/44
parameters are typed44/44
parameters are described44/44

44 of 44 tools graded · 44 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

2025-03-26
protocol version
session model
1.16.0
server version homecastr-mcp-server

Capabilities: logging 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
2026-08-14T19:59:29Zok_tools20091352025-03-26
2026-08-12T05:34:42Zok_tools20091082025-03-26

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.dhardestylewis/worldcastr-remote.svg)](https://robinsaige.com/s/io.github.dhardestylewis/worldcastr-remote)

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