Robin Saige we check the tools AI agents call

Geo-Parity

com.geo-parity/geo-parity

Cost of living, fair global pay, healthcare costs, nomad visas and tax residency. Free, no key.

— the operator's own registry description reported

Publisher com.geo-parity · first seen 2026-08-27 · endpoint https://geo-parity.com/api/mcp

allow
verdict
rich-slow-solo
cluster
ok_tools
answers
57
tools served

Dependency rating derived

allow
allow — alive & usable · retrieval-public ● · V3 has answer key ◐
allow — because answers ●, 57 tools legible (band A) ●, no confirmed drift in 2 probes ●; not yet checked: truth (0 runs)

Cluster rich-slow-solo · distinctiveness 0.644 (unusual). Every figure is a percentile or class within the 15,472-server censussee the whole spectrum.

Does it answer? Q1 · observed
answersalive_tools
latency721 ms
vs populationslow
protocolcurrent
authopen
Can it be used? Q4 · observed
tools57
vs populationhigh
capabilities1
harnessA
Did it hold when checked? Q3–Q4 · derived
identitysolo
servers on its host1
verifiabilityunassessed
duplicate inventoryno
drift events0
answers trueno primary

🔏 Signed receipt rr_28db904ed3e6fd8b77a91099 · 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?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-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 (2 shown, 2026-08-30 → 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 (2 events)
datetypewhat changed
2026-09-06inventorytools 21 → 57
2026-08-30outcomefirst 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-public43serves public factstruth-checkable against a public source — the V-ladder applies in full
computational11deterministic transformsself-checkable by re-computation and known-answer tests
predictive2claims about the futurescoreable only in retrospect — the archive scores yesterday's predictions against today's outcome
generative1creates contentno answer key exists; disclosure + stability checks, never truth verdicts

Tools last seen observed

arrival_cost build_pay_range calculate_ppp calculate_runway calculate_wage_bands check_residency check_schengen check_tax_residency_risk check_travel_residency compare_banking_access compare_business_entry compare_childcare_cost compare_climate compare_connectivity compare_contract compare_countries compare_country_risk compare_effective_tax compare_egov compare_health_capacity compare_healthcare compare_housing compare_inflation compare_occupation_pay compare_pension_systems compare_public_holidays compare_safety_stats compare_tax_burden compare_tax_rates compare_total_cost compare_trade_customs compare_vat compare_working_time country_dossier estimate_employer_cost estimate_micro_costs find_fire_locations find_founder_visas find_meeting_slot find_nomad_visas find_retirement_visas find_student_visas health_prep legal_profile list_datasets localize_salary passport_power pension_abroad plan_team_calendar property_rules rank_livability remittance_cost required_rate retire_on_budget select_region travel_advice withholding_tax

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 & specific57/57
has a description57/57
description is substantive57/57
parameters are typed57/57
parameters are described44/5744/57

57 of 57 tools graded · 57 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
0.2.0
server version geo-parity

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
2026-09-06T06:12:25Zok_tools2007212025-06-18
2026-08-30T06:12:10Zok_tools2005212026-07-28

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.geo-parity/geo-parity.svg)](https://robinsaige.com/s/com.geo-parity/geo-parity)

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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