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summerstateofmind/cityparity

cityparity

Cost-of-living and quality-of-life comparison across ~165 cities: take-home pay, the equivalent salary you'd need, and the safety-net deltas (childcare, healthcare, vacation, parental leave).

DECISION SUMMARY
Production trust decision

Allow With Approval

Production readiness
Safe for evaluation
Score
63.0
Top 21.4% of 280 scored public servers. Live-validated, non-Failing servers with at least one inspected tool, ranked on the same publicly displayed score shown on this page.
Confidence
High
Based on evidence completeness, recency, and validation density.
Evidence age
9.6h old
Freshness: fresh. Snapshot trustsnap_9e83613047a3591b.
Top risk drivers
  • Utility Coverage
  • Step Up Auth
  • Resource Contract
Recommended actions
  • Align MCP-Protocol-Version, MCP-Session-Id, DELETE teardown, and expired-session handling with the transport spec.
  • Serve /.well-known/oauth-protected-resource and point it at your authorization server metadata.
  • Publish /.well-known/oauth-authorization-server from your issuer and include registration endpoint when supported.
Next action
export policy, require approval for writes, add authenticated validation
no blocking gaps found in current evidence
Compare alternatives Export policy Open report JSON Dispute this assessment
Observed Attention
Moderate observed attention
AI discovery detected. This MCP server has recently appeared in AI-assisted discovery or evaluation traffic on Verify.
  • Machine trust evaluator activity
  • ledger / trust summary inspection
Bucketed signal based on recent segmented Verify telemetry. Crawler and evaluator activity is not treated as confirmed human demand.
Claim this profile to control the metadata agents are reading and publish verified ownership, security contact, policy metadata, badge status, and Intelligence API fields.
Status
Healthy
Score
63.0
Transport
streamable-http
Tools
6
DISPUTE THIS ASSESSMENT

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Dispute history

No disputes filed for this server.

Risks

Security posture
Tools analyzed
6
High-risk tools
0
Destructive tools
0
Exec tools
0
Egress tools
0
Secret tools
0
Bulk-access tools
0
Risk distribution
low:6
Tool capability & risk inventory
ToolCapabilitiesRiskFindingsNotesEvidence
compare_cities read Low none Safeguards hinted in metadata.
Schema & evidence
{
  "annotations": {
    "destructiveHint": false,
    "idempotentHint": true,
    "openWorldHint": false,
    "readOnlyHint": true
  },
  "capabilities": [
    "read"
  ],
  "input_schema": {
    "$schema": "http://json-schema.org/draft-07/schema#",
    "additionalProperties": false,
    "properties": {
      "advanced": {
        "additionalProperties": false,
        "description": "Optional fine-tuning: retirement contribution, age bracket, trips home, transit mode, and inbound tax regime. Omit to use defaults.",
        "properties": {
          "age_bracket": {
            "description": "Affects US healthcare premium multipliers. Default 25-34.",
            "enum": [
              "18-24",
              "25-34",
              "35-44",
              "45-54",
              "55-64"
            ],
            "type": "string"
          },
          "apply_inbound_regime": {
            "description": "Apply the destination country's special inbound-worker tax regime if available (Italy impatriati, Portugal IFICI, Belgium expat, Poland B2B rycza\u0142t, Greece inbound). Default false. Applies only on the target side.",
            "type": "boolean"
          },
          "retirement_contrib_pct": {
            "description": "Percentage of gross diverted to retirement (pre-tax for US 401k). Default 6.",
            "maximum": 50,
            "minimum": 0,
            "type": "number"
          },
          "source_transit_choice": {
            "description": "Default depends on city; e.g. Seattle defaults to 'car', Oslo defaults to 'transit'.",
            "enum": [
              "car",
              "transit"
            ],
            "type": "string"
          },
          "target_transit_choice": {
            "description": "Same as above for the target city.",
            "enum": [
              "car",
              "transit"
            ],
            "type": "string"
          },
          "trips_home_per_year": {
            "description": "Round trips back to source country per year (target-only cost). Default 1.",
            "maximum": 12,
            "minimum": 0,
            "type": "integer"
          }
        },
        "type": "object"
      },
      "gross_salary": {
        "description": "User's annual gross salary in the SOURCE city's local currency (e.g. USD for Seattle, NOK for Oslo).",
        "exclusiveMinimum": 0,
        "maximum": 50000000,
        "type": "number"
      },
      "household": {
        "additionalProperties": false,
        "description": "Family structure: working-age partner and dependent children. Omit for a single person with no kids.",
        "properties": {
          "has_partner": {
            "description": "Whether the user has a working-age partner. Defaults to false.",
            "type": "boolean"
          },
          "kids_ages": {
            "description": "Ages of dependent children, e.g. [3, 7]. Empty array or omitted if no kids.",
            "items": {
              "maximum": 25,
              "minimum": 0,
              "type": "integer"
            },
            "maxItems": 10,
            "type": "array"
          },
          "partner_gross_salary": {
            "description": "Partner's annual gross salary in the SOURCE city's currency. REQUIRED when has_partner=true.",
            "maximum": 50000000,
            "minimum": 0,
            "type": "number"
          },
          "partner_works_in_source": {
            "description": "Whether the partner currently earns in the source city. REQUIRED when has_partner=true; cityparity does not default this because spouse-per-city working status materially changes the math (e.g. US childcare may exceed a second income, while Nordic subsidies make the second income viable).",
            "type": "boolean"
          },
          "partner_works_in_target": {
            "description": "Whether the partner would earn in the target city after relocation. REQUIRED when has_partner=true.",
            "type": "boolean"
          }
        },
        "type": "object"
      },
      "living": {
        "additionalProperties": false,
        "description": "Housing and spending assumptions. Omit to use defaults: rent, 2 bedrooms, typical spending.",
        "properties": {
          "bedrooms": {
            "description": "Bedroom count for the household. Default 2.",
            "maximum": 5,
            "minimum": 0,
            "type": "integer"
          },
          "housing_mode": {
            "description": "Whether the household rents or owns. Default rent.",
            "enum": [
              "rent",
              "own",
              "own_outright"
            ],
            "type": "string"
          },
          "lifestyle": {
            "description": "Spending multiplier on food and discretionary categories. Default typical (1.0\u00d7).",
            "enum": [
              "frugal",
              "typical",
              "generous"
            ],
            "type": "string"
          }
        },
        "type": "object"
      },
      "score_weights": {
        "additionalProperties": false,
        "description": "Override the composite-score weights. Defaults: financial 30, healthcare 20, vacation 15, childcare 15, safety_net 20.",
        "properties": {
          "childcare": {
            "maximum": 100,
            "minimum": 0,
            "type": "number"
          },
          "financial": {
            "maximum": 100,
            "minimum": 0,
            "type": "number"
          },
          "healthcare": {
            "maximum": 100,
            "minimum": 0,
            "type": "number"
          },
          "safety_net": {
            "maximum": 100,
            "minimum": 0,
            "type": "number"
          },
          "vacation": {
            "maximum": 100,
            "minimum": 0,
            "type": "number"
          }
        },
        "type": "object"
      },
      "source_city": {
        "description": "City slug for the user's current city. Use list_cities to discover valid slugs (e.g. 'nyc', 'seattle', 'tokyo').",
        "maxLength": 64,
        "minLength": 1,
        "type": "string"
      },
      "target_city": {
        "description": "City slug for the destination city.",
        "maxLength": 64,
        "minLength": 1,
        "type": "string"
      }
    },
    "required": [
      "source_city",
      "target_city",
      "gross_salary"
    ],
    "type": "object"
  },
  "risk_flags": []
}
Dispute this classification
list_cities read Low none Safeguards hinted in metadata.
Schema & evidence
{
  "annotations": {
    "destructiveHint": false,
    "idempotentHint": true,
    "openWorldHint": false,
    "readOnlyHint": true
  },
  "capabilities": [
    "read"
  ],
  "input_schema": {
    "$schema": "http://json-schema.org/draft-07/schema#",
    "additionalProperties": false,
    "properties": {
      "country": {
        "description": "Optional case-insensitive country filter. Use the canonical name as stored in city_data.country (e.g. \"Norway\", \"USA\", \"United Kingdom\"). If omitted, returns all countries.",
        "maxLength": 64,
        "type": "string"
      }
    },
    "type": "object"
  },
  "risk_flags": []
}
Dispute this classification
get_city_summary read Low none Safeguards hinted in metadata.
Schema & evidence
{
  "annotations": {
    "destructiveHint": false,
    "idempotentHint": true,
    "openWorldHint": false,
    "readOnlyHint": true
  },
  "capabilities": [
    "read"
  ],
  "input_schema": {
    "$schema": "http://json-schema.org/draft-07/schema#",
    "additionalProperties": false,
    "properties": {
      "city": {
        "description": "City slug. Use list_cities to discover valid slugs.",
        "maxLength": 64,
        "minLength": 1,
        "type": "string"
      }
    },
    "required": [
      "city"
    ],
    "type": "object"
  },
  "risk_flags": []
}
Dispute this classification
rank_cities read Low none Safeguards hinted in metadata.
Schema & evidence
{
  "annotations": {
    "destructiveHint": false,
    "idempotentHint": true,
    "openWorldHint": false,
    "readOnlyHint": true
  },
  "capabilities": [
    "read"
  ],
  "input_schema": {
    "$schema": "http://json-schema.org/draft-07/schema#",
    "additionalProperties": false,
    "properties": {
      "filter": {
        "additionalProperties": false,
        "description": "Restrict which cities are ranked, by country, region, universal-healthcare flag, or explicit include/exclude slug lists. Omit to rank all supported cities.",
        "properties": {
          "countries": {
            "description": "Restrict to multiple countries.",
            "items": {
              "maxLength": 64,
              "type": "string"
            },
            "maxItems": 50,
            "type": "array"
          },
          "country": {
            "description": "Restrict to one country (case-insensitive match against city_data.country, e.g. \"Germany\", \"USA\", \"United Kingdom\").",
            "maxLength": 64,
            "type": "string"
          },
          "exclude_cities": {
            "description": "Skip these specific city slugs from the result.",
            "items": {
              "maxLength": 64,
              "type": "string"
            },
            "maxItems": 100,
            "type": "array"
          },
          "has_universal_healthcare": {
            "description": "If true, only return cities with universal healthcare; if false, only without.",
            "type": "boolean"
          },
          "include_cities": {
            "description": "Restrict to a specific set of city slugs. Combined with other filters via intersection.",
            "items": {
              "maxLength": 64,
              "type": "string"
            },
            "maxItems": 100,
            "type": "array"
          },
          "region": {
            "description": "Restrict to one region.",
            "enum": [
              "europe",
              "asia",
              "north_america",
              "south_america",
              "oceania"
            ],
            "type": "string"
          }
        },
        "type": "object"
      },
      "limit": {
        "description": "Max results to return. Default 10.",
        "maximum": 50,
        "minimum": 1,
        "type": "integer"
      },
      "scenario": {
        "additionalProperties": false,
        "description": "Override the default ranking scenario. The same scenario is applied to every city so scores are comparable.",
        "properties": {
          "bedrooms": {
            "description": "Default 2.",
            "maximum": 5,
            "minimum": 0,
            "type": "integer"
          },
          "gross_salary_usd": {
            "description": "USD-equivalent salary to model in each city (converts to local currency). Default 100000.",
            "exclusiveMinimum": 0,
            "maximum": 5000000,
            "type": "number"
          },
          "has_partner": {
            "description": "Default false.",
            "type": "boolean"
          },
          "housing_mode": {
            "description": "Default rent.",
            "enum": [
              "rent",
              "own",
              "own_outright"
            ],
            "type": "string"
          },
          "kids_ages": {
            "description": "Default [].",
            "items": {
              "maximum": 25,
              "minimum": 0,
              "type": "integer"
            },
            "maxItems": 10,
            "type": "array"
          },
          "lifestyle": {
            "description": "Default typical.",
            "enum": [
              "frugal",
              "typical",
              "generous"
            ],
            "type": "string"
          },
          "partner_gross_salary_usd": {
            "description": "Required when has_partner=true.",
            "maximum": 5000000,
            "minimum": 0,
            "type": "number"
          }
        },
        "type": "object"
      },
      "weights": {
        "additionalProperties": false,
        "description": "Override the composite-score weights. Defaults: financial 30, healthcare 20, vacation 15, childcare 15, safety_net 20.",
        "properties": {
          "childcare": {
            "maximum": 100,
            "minimum": 0,
            "type": "number"
          },
          "financial": {
            "maximum": 100,
            "minimum": 0,
            "type": "number"
          },
          "healthcare": {
            "maximum": 100,
            "minimum": 0,
            "type": "number"
          },
          "safety_net": {
            "maximum": 100,
            "minimum": 0,
            "type": "number"
          },
          "vacation": {
            "maximum": 100,
            "minimum": 0,
            "type": "number"
          }
        },
        "type": "object"
      }
    },
    "type": "object"
  },
  "risk_flags": []
}
Dispute this classification
get_safety_net read Low none Safeguards hinted in metadata.
Schema & evidence
{
  "annotations": {
    "destructiveHint": false,
    "idempotentHint": true,
    "openWorldHint": false,
    "readOnlyHint": true
  },
  "capabilities": [
    "read"
  ],
  "input_schema": {
    "$schema": "http://json-schema.org/draft-07/schema#",
    "additionalProperties": false,
    "properties": {
      "cities": {
        "description": "Array of city slugs (1-20). Use list_cities to discover valid slugs.",
        "items": {
          "maxLength": 64,
          "minLength": 1,
          "type": "string"
        },
        "maxItems": 20,
        "minItems": 1,
        "type": "array"
      }
    },
    "required": [
      "cities"
    ],
    "type": "object"
  },
  "risk_flags": []
}
Dispute this classification
get_inbound_tax_regime read Low none Safeguards hinted in metadata.
Schema & evidence
{
  "annotations": {
    "destructiveHint": false,
    "idempotentHint": true,
    "openWorldHint": false,
    "readOnlyHint": true
  },
  "capabilities": [
    "read"
  ],
  "input_schema": {
    "$schema": "http://json-schema.org/draft-07/schema#",
    "additionalProperties": false,
    "properties": {
      "city": {
        "description": "City slug. Use list_cities to discover valid slugs. Most cities return regime=null because their country has no special inbound-worker tax regime.",
        "maxLength": 64,
        "minLength": 1,
        "type": "string"
      }
    },
    "required": [
      "city"
    ],
    "type": "object"
  },
  "risk_flags": []
}
Dispute this classification
Write-action governance
Governance status
OK
Safe to publish
Auth boundary
public_or_unclear
Blast radius
Low
High-risk tools
0
Confirmation signals
none
Safeguard count
6

Status detail: No unsafe write-action governance gaps detected on the latest validation.

ToolRiskFlagsSafeguards
No high-risk tools were detected on the latest run.
Recommended runtime policy
Recommended runtime policy
Allow
Default policy stance (medium risk ceiling, write actions require approval, no OAuth requirement). Answers "what may an agent do right now" -- a separate question from production readiness, which answers "how suitable is this server for adoption." Customize via policy export.

No policy blockers under the default policy stance.

Action-controls diff
Snapshot changed
no
Disabled-by-default candidates
none
New actions
ActionRiskFlags
No newly added actions.
Changed actions
ActionChange typesRisk
No materially changed actions.
Critical alerts
High/critical-severity alerts
4
Production verdicts degrade quickly when high or critical-severity alerts are active.

Compatibility

Client compatibility verdicts

Client compatibility only means the server shape can work with a client. Production trust decision and write-action publishing are evaluated separately so a client-compatible server can still be blocked for production.

Client compatibility: ChatGPT
Not client-compatible
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.; OAuth interoperability should be strong.; OAuth is not configured, so this client cannot authenticate without additional setup.; Not yet safe for the Messages API remote MCP path: requires OAuth, a compatible connector profile, and no pending connector-refresh risk.; Transport compliance failed or did not complete successfully.
Confidence: high (87.5)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history, server_card
Disagreements: none
  • initializeOK
  • tools_listOK
  • transport_compliance_probeWarning
  • step_up_auth_probeMissing
  • connector_replay_probeOK — Frozen tool snapshots must survive refresh.
  • request_association_probeMissing — Roots, sampling, and elicitation should stay request-scoped.
Client compatibility: Claude
Not client-compatible
OAuth is not configured, so this client cannot authenticate without additional setup.; Not yet safe for the Messages API remote MCP path: requires OAuth, a compatible connector profile, and no pending connector-refresh risk.; Transport compliance failed or did not complete successfully.
Confidence: high (87.5)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history, server_card
Disagreements: none
  • initializeOK
  • tools_listOK
  • transport_compliance_probeWarning
Write-action publishing
Publishing allowed
Current write surface is bounded enough for cautious review with production policy controls.
Confidence: high (87.5)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history
Disagreements: none
  • action_safety_probeOK
Snapshot churn risk
Low
No material tool-surface churn detected in the latest comparison.
Confidence: high (87.5)
Evidence provenance
Winner: history
Supporting sources: history, live_validation
Disagreements: none
  • tool_snapshot_probeOK
  • connector_replay_probeOK
Client compatibility gate details
ChatGPT custom connector
Not client-compatible
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.; OAuth interoperability should be strong.; OAuth is not configured, so this client cannot authenticate without additional setup.; Not yet safe for the Messages API remote MCP path: requires OAuth, a compatible connector profile, and no pending connector-refresh risk.; Transport compliance failed or did not complete successfully.
Remediation checklist
  • Add OAuth-based authentication for remote connector auth.
  • Support dynamic client registration (DCR) to simplify connector setup.
  • Improve OAuth interoperability -- see the OAuth Interop score breakdown.
  • Configure OAuth for authenticated remote MCP access.
  • Satisfy OAuth, compatibility, and connector-refresh requirements before using the Messages API remote MCP path.
  • Resolve transport compliance issues before wider client rollout.
Claude remote MCP
Not client-compatible
OAuth is not configured, so this client cannot authenticate without additional setup.; Not yet safe for the Messages API remote MCP path: requires OAuth, a compatible connector profile, and no pending connector-refresh risk.; Transport compliance failed or did not complete successfully.
Remediation checklist
  • Configure OAuth for authenticated remote MCP access.
  • Satisfy OAuth, compatibility, and connector-refresh requirements before using the Messages API remote MCP path.
  • Resolve transport compliance issues before wider client rollout.
Write-safe publishing
Ready
No explicit blockers recorded.
Remediation checklist
  • No explicit blockers recorded.
Verdict traces
Production verdict
Safe for evaluation
The server is suitable for evaluation, but remaining gaps should be resolved before broad production use.
Confidence: high (87.5)
Winning source: live_validation
Triggering alerts
  • No active alert triggers.
Client verdict trace table
VerdictStatusChecksWinning sourceConflicts
openai_connectors Not client-compatible initialize, tools_list, transport_compliance_probe, step_up_auth_probe, connector_replay_probe, request_association_probe live_validation none
claude_desktop Not client-compatible initialize, tools_list, transport_compliance_probe live_validation none
unsafe_for_write_actions Publishing allowed action_safety_probe live_validation none
snapshot_churn_risk Low tool_snapshot_probe, connector_replay_probe history none
Publishability policy profiles
ChatGPT custom connector compatibility
Not connector-compatible
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.; OAuth interoperability should be strong.; OAuth is not configured, so this client cannot authenticate without additional setup.; Not yet safe for the Messages API remote MCP path: requires OAuth, a compatible connector profile, and no pending connector-refresh risk.; Transport compliance failed or did not complete successfully. Compatibility is not a production approval; company knowledge and Messages API gates remain separate.
  • Search Fetch Only: Yes
  • Write Actions Present: No
  • Oauth Configured: No
  • Admin Refresh Required: No
  • Safe For Company Knowledge: Yes
  • Safe For Messages Api Remote Mcp: No
Claude remote MCP compatibility
Not connector-compatible
OAuth is not configured, so this client cannot authenticate without additional setup.; Not yet safe for the Messages API remote MCP path: requires OAuth, a compatible connector profile, and no pending connector-refresh risk.; Transport compliance failed or did not complete successfully. Compatibility is not a production approval; company knowledge and Messages API gates remain separate.
  • Search Fetch Only: Yes
  • Write Actions Present: No
  • Oauth Configured: No
  • Admin Refresh Required: No
  • Safe For Company Knowledge: Yes
  • Safe For Messages Api Remote Mcp: No
Compatibility fixtures
ChatGPT custom connector fixture
Degraded
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.; OAuth interoperability should be strong.
  • remote_http_endpoint: Passes
  • oauth_discovery: Degraded
  • frozen_tool_snapshot_refresh: Passes
  • request_association: Not Assessed
Anthropic remote MCP fixture
Passes
Remote MCP transport and discovery assumptions are satisfied.
  • remote_transport: Passes
  • tool_discovery: Passes
  • auth_connect: Passes
  • safe_write_review: Passes
Recommended for
Smithery
Smithery is marked compatible with score 100.
Generic Streamable HTTP
Generic Streamable HTTP is marked compatible with score 100.
Healthcare claims workflows
Tool names and metadata indicate this server is oriented around healthcare claims use cases.

Evidence

Current trust snapshot
Snapshot ID
trustsnap_9e83613047a3591b
Use this ID to compare server page, report, policy, MCP, homepage, ranking, and shortlist surfaces.
Snapshot generated
Aug 13, 2026 05:48:39 AM UTC
All page, report, policy, and MCP surfaces use this same server-detail snapshot shape.
Last validated
Aug 12, 2026 08:12:24 PM UTC
Age: 9.6h • evidence age tier: Verified in last 24h • display score: 63.02

Canonical machine links

Evidence confidence
Confidence score
87.5
Based on 10 recent validations, 12 captured checks, and validation age of 9.6 hours.
Live checks captured
12
More direct checks increase trust in the current verdict.
Validation age
9.6h
Lower age means fresher evidence.
Latest validation evidence
Latest summary
Healthy
Validation profile
remote_mcp
Started
Aug 12, 2026 08:12:23 PM UTC
Latency
1100.7 ms

Failures

  • oauth_authorization_server no authorization server
  • oauth_protected_resource Client error '404 Not Found' for url 'https://mcp.cityparity.com/.well-known/oauth-protected-resource' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
  • openid_configuration no authorization server
  • server_card Client error '404 Not Found' for url 'https://mcp.cityparity.com/.well-known/mcp/server-card.json' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404

Checks

CheckStatusLatencyEvidence
action_safety_probe OK n/a No high-risk write, destructive, or exec tools detected.
advanced_capabilities_probe Warning n/a Only 1 capability signal(s): structured outputs.
connector_publishability_probe Warning n/a Publishability blockers: step up auth, request association, server card.
connector_replay_probe OK n/a Backward compatible with no breaking tool-surface changes.
determinism_probe OK 111.8 ms Check completed
initialize OK 40.0 ms Protocol 2025-03-26
interactive_flow_probe Missing n/a Check completed
oauth_authorization_server Missing n/a no authorization server
oauth_protected_resource Error 28.9 ms Client error '404 Not Found' for url 'https://mcp.cityparity.com/.well-known/oauth-protected-resource' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
official_registry_probe Missing n/a Check completed
openid_configuration Missing n/a no authorization server
probe_noise_resilience OK 184.9 ms Fetched https://mcp.cityparity.com/robots.txt
prompt_get Missing n/a not advertised
prompts_list Missing 98.4 ms not supported
protocol_version_probe Warning n/a Claims 2025-03-26; 2 release(s) behind 2025-11-25.
provenance_divergence_probe Not_Assessed n/a Check completed
request_association_probe Missing n/a No request-association capabilities were advertised.
resource_read Missing n/a not advertised
resources_list Missing 268.2 ms not supported
schema_divergence_probe Missing n/a no server card tools
server_card Error 32.6 ms Client error '404 Not Found' for url 'https://mcp.cityparity.com/.well-known/mcp/server-card.json' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
session_resume_probe Warning n/a no session id
step_up_auth_probe Missing n/a No OAuth or incremental-scope signals detected.
tool_snapshot_probe OK n/a Check completed
tools_list OK 54.2 ms 6 tool(s) exposed
transport_compliance_probe Warning 28.6 ms Issues: missing session id, missing protocol header (bad protocol=400).
utility_coverage_probe Missing 14.4 ms No completions evidence; no pagination evidence; tasks missing.
Known versions
  • No versions recorded.
Public server reputation
Validation success 7d
1.0
Validation success 30d
1.0
Mean time to recover
n/a
Breaking diffs 30d
0
Registry drift frequency 30d
0
Snapshot changes 30d
0
Benchmark tasks
Benchmark taskStatusEvidence
Discover tools Passes
  • initializeOK
  • tools_listOK
Read-only fetch flow Degraded
  • resource_readMissing
  • read_only_tool_surfaceOK
OAuth-required connect Degraded
  • oauth_protected_resourceError
  • step_up_auth_probeMissing
Safe write flow with confirmation Passes
  • action_safety_probeOK
Utility coverage
Probe status
Missing
Completions
not detected
Completion probe target: none
Pagination
not detected
No nextCursor evidence.
Tasks
Missing
Advertised: no
Tool snapshot diff & changelog
Snapshot changed
no
Added tools
none
Removed tools
none
Required-argument changes
ToolAdded required argsRemoved required args
No required-argument changes detected.
Output-schema drift
ToolPrevious propertiesLatest properties
No output-schema drift detected.
Validation diff
Score delta
0
Summary changed
no
Tool delta
0
Prompt delta
0
Auth mode changed
no
Write surface expanded
no
Protocol regressed
no
Registry drift changed
no

Regressed checks: none

Improved checks: none

Newly assessed dimensions: none

No longer assessed dimensions: none

ComponentPreviousLatestDelta
No component deltas between the latest two runs.
Registry & provenance divergence
Probe status
Not_Assessed
Direct official match
no
Drift fields
none
Cross-registry alias disagreements
Error registry_source remote_url homepage registry_identifier
FieldRegistryLive server card
Titlen/an/a
Versionn/an/a
Homepagen/an/a
Active alerts

No active alerts for the current server state.

Aliases & registry graph
IdentifierSourceCanonicalIdentity evidenceScore
summerstateofmind/cityparity glama_registry yes canonical 63.0
awesome-summerstateofmind/cityparity awesome_mcp_servers no repo_slug n/a
Alias consolidation

Strong alias identity requires matching remote URL, server-card URL, repository slug, or explicit registry cross-reference; shared provider namespace alone is not identity.

Source disagreements
FieldWhat differsObserved values
Registry source Multiple registries or registry sync paths claim this same canonical server. awesome_mcp_servers glama_registry
Remote URL Aliases currently point at different MCP endpoints, which can indicate mirrors, stale registry data, or a real endpoint split. https://glama.ai/mcp/servers/summerstateofmind/cityparity/badges/score.svg)](https://glama.ai/mcp/servers/summerstateofmind/cityparity https://mcp.cityparity.com/mcp
Homepage Registry entries disagree on the primary homepage for this server. https://github.com/summerstateofmind/cityparity https://glama.ai/mcp/servers/rz9eujy2ov
Registry identifier Different registry-specific identifiers resolve to the same canonical server record here. awesome_mcp_servers:summerstateofmind/cityparity glama_registry:rz9eujy2ov

Fix it

Why this score?
Access & Protocol
24/44
Connectivity, auth, and transport expectations for common clients.
Interface Quality
31/56
How well the tool/resource interface communicates and behaves under automation.
Security Posture
25/36
How safely the exposed tool surface handles destructive actions, egress, execution, secrets, and risky inputs.
Reliability & Trust
24/24
Operational stability, consistency, and trustworthiness over time.
Discovery & Governance
12/28
How well the server is documented, listed, and governed in public registries.
Adoption & Market
5/8
Adoption clues and public evidence that the server is intended for external use.
Algorithmic score breakdown
Auth Operability
2/4
Measures whether auth discovery and protected access behave predictably for clients.
Error Contract Quality
2/4
Grades machine-readable error structure, status alignment, and remediation hints.
Rate-Limit Semantics
2/4
Checks whether quota/throttle responses are deterministic and automation-friendly.
Schema Completeness
3/4
Completeness of tool descriptions, parameter docs, examples, and schema shape.
Backward Compatibility
4/4
Stability score across tool schema/name drift relative to prior validations.
SLO Health
4/4
Availability, latency, and burst-failure profile across recent validation history.
Security Hygiene
2/4
HTTPS posture, endpoint hygiene, and response-surface hardening checks.
Task Success
4/4
Can an agent reliably initialize, enumerate tools, and execute core MCP flows?
Trust Confidence
4/4
Confidence-adjusted reliability score that penalizes low evidence volume.
Abuse/Noise Resilience
4/4
How well the server preserves core behavior in the presence of noisy traffic patterns.
Prompt Contract
0/4
Quality of prompt metadata, argument shape, and prompt discoverability for clients.
Resource Contract
0/4
How completely resources and resource templates describe URIs, types, and usage shape.
Discovery Metadata
2/4
Homepage, docs, icon, repository, support, and license coverage for directory consumers.
Registry Consistency
2/4
Agreement between stored registry metadata, live server-card data, and current validation output.
Installability
4/4
How cleanly a real client can connect, initialize, enumerate tools, and proceed through auth.
Session Semantics
4/4
Determinism and state behavior across repeated MCP calls, including sticky-session surprises.
Tool Surface Design
4/4
Naming clarity, schema ergonomics, and parameter complexity across the tool surface.
Result Shape Stability
4/4
Stability of declared output schemas across validations, with penalties for drift or missing shapes.
OAuth Interop
0/4
Depth and client compatibility of OAuth/OIDC metadata beyond the minimal protected-resource check.
Recovery Semantics
0/4
Whether failures include actionable machine-readable next steps such as retry or upgrade guidance.
Maintenance Signal
3/4
Versioning, update recency, and historical validation cadence that indicate active stewardship.
Adoption Signal
2/4
Directory presence and distribution clues that suggest the server is intended for external use.
Freshness Confidence
4/4
Confidence that recent validations are current enough and dense enough to trust operationally.
Transport Fidelity
4/4
Whether declared transport metadata matches the observed endpoint behavior and response formats.
Spec Recency
2/4
How close the server’s claimed MCP protocol version is to the latest known public revision.
Session Resume
3/4
Whether Streamable HTTP session identifiers and resumed requests behave cleanly for real clients.
Step-Up Auth
0/4
Whether OAuth metadata and WWW-Authenticate challenges support granular, incremental consent instead of broad upfront scopes.
Transport Compliance
2/4
Checks session headers, protocol-version enforcement, session teardown, and expired-session behavior.
Utility Coverage
0/4
Signals support for completions, pagination, and task-oriented utility surfaces that larger clients increasingly expect.
Advanced Capability Coverage
0/4
Coverage of newer MCP surfaces like roots, sampling, elicitation, structured output, and related metadata.
Connector Publishability
3/4
How ready the server looks for client catalogs and managed connector programs.
Tool Snapshot Churn
4/4
Stability of the tool surface across recent validations, including add/remove and output-shape drift.
Connector Replay
4/4
Whether a previously published frozen connector snapshot would remain backward compatible after the latest tool refresh.
Request Association
0/4
Whether roots, sampling, and elicitation appear tied to active client requests instead of arriving unsolicited on idle sessions.
Interactive Flow Safety
0/4
Whether prompts and docs steer users toward safe auth flows instead of pasting secrets directly.
Action Safety
3/4
Risk-weighted view of destructive, exec, egress, and confirmation semantics across the tool surface.
Official Registry Presence
3/4
Whether the server appears directly or indirectly in the official MCP registry.
Safety Transparency
2/4
Clarity of docs, auth disclosure, support links, and other trust signals visible to integrators.
Tool Capability Clarity
4/4
How clearly the tool surface communicates whether each action reads, writes, deletes, executes, or exports data.
Destructive Operation Safety
3/4
Penalizes delete/revoke/destroy style tools unless auth and safeguards reduce blast radius.
Egress / SSRF Resilience
3/4
Assesses arbitrary URL fetch, crawl, webhook, and remote-request exposure on the tool surface.
Execution / Sandbox Safety
4/4
Evaluates shell, code, script, and command-execution exposure and whether that surface appears contained.
Data Exfiltration Resilience
3/4
Assesses export, dump, backup, and bulk-read behavior against the surrounding auth and safeguard signals.
Least Privilege Scope
3/4
Rewards scoped auth metadata and penalizes broad or missing scopes around privileged tools.
Secret Handling Hygiene
3/4
Assesses secret-bearing tools, token leakage risk, and whether the public surface avoids obvious secret exposure.
Supply Chain Signal
0/4
Public metadata signal for repository, changelog, license, versioning, and recency that supports supply-chain trust.
Input Sanitization Safety
4/4
Penalizes risky freeform string inputs when schemas do not constrain URLs, code, paths, queries, or templates.
Tool Namespace Clarity
4/4
Measures naming uniqueness and ambiguity across the tool namespace to reduce collision and confusion risk.

1 component(s) not assessed for this run: Provenance Divergence

Experimental candidate components
Personal Data Exposure
8.5
Experimental candidate, weight 0. Export and bulk-access evidence only; no impact on totals, verdicts, rankings, or gates.
Actionable remediation
SeverityRemediationWhy it mattersRecommended action
High Align session and protocol behavior with Streamable HTTP expectations Clients increasingly rely on MCP-Protocol-Version, session teardown, and expired-session semantics. Align MCP-Protocol-Version, MCP-Session-Id, DELETE teardown, and expired-session handling with the transport spec.
Playbook
  • Return `Mcp-Session-Id` and `Mcp-Protocol-Version` headers consistently on streamable HTTP responses.
  • Honor `DELETE` session teardown and return `404` when a deleted session is reused.
  • Reject invalid protocol-version headers with `400 Bad Request`.
High Expose /.well-known/oauth-protected-resource Without a protected-resource document, OAuth clients cannot discover auth requirements reliably. Serve /.well-known/oauth-protected-resource and point it at your authorization server metadata.
Playbook
  • Serve `/.well-known/oauth-protected-resource` from the same host as the MCP endpoint.
  • Point it at the authorization server metadata URL.
  • Confirm clients receive consistent auth hints before tool execution.
High Publish OAuth authorization-server metadata Clients need authorization-server metadata to discover issuer, endpoints, and DCR support. Publish /.well-known/oauth-authorization-server from your issuer and include registration_endpoint when supported.
Playbook
  • Publish `/.well-known/oauth-authorization-server` from the issuer.
  • Add `registration_endpoint` if DCR is supported.
  • Verify issuer, authorization, token, and jwks metadata are all reachable.
High Publish a complete server card Missing or incomplete server-card metadata weakens discovery, documentation, and trust signals. Serve /.well-known/mcp/server-card.json and include tools, prompts/resources, homepage, and support links.
Playbook
  • Publish `/.well-known/mcp/server-card.json`.
  • Include homepage, repository, support, tools, prompts/resources, and auth metadata.
  • Revalidate the server after publishing the card.
Medium Adopt a current MCP protocol revision Older protocol revisions reduce compatibility with newer clients and registry programs. Advertise a current MCP protocol revision (2025-06-18 or later) in both the initialize response and the MCP-Protocol-Version header.
Playbook
  • Update the server's advertised protocol version to a current MCP revision (2025-06-18 or later).
  • Return the negotiated version consistently in both the `initialize` response and the `MCP-Protocol-Version` header.
  • Revalidate and confirm `protocol_version_probe` reports `ok`.
Medium Close connector-publishing gaps Connector catalogs care about protocol recency, session behavior, auth clarity, and tool-surface stability. Close connector-publishing gaps
Medium Document minimal scopes and return cleaner auth challenges Modern clients expect granular scopes and step-up auth signals such as WWW-Authenticate scope hints. Return granular scopes and WWW-Authenticate challenge hints instead of forcing overly broad auth upfront.
Playbook
  • Advertise the narrowest viable scopes in OAuth metadata.
  • Return `WWW-Authenticate` challenges with scope or insufficient-scope hints when additional consent is needed.
  • Revalidate with both public discovery and auth-required flows.
Medium Publish OpenID configuration OIDC metadata improves token validation and client compatibility. Expose /.well-known/openid-configuration with issuer, jwks_uri, and supported grants.
Playbook
  • Serve `/.well-known/openid-configuration` with `issuer`, `jwks_uri`, `authorization_endpoint`, and `token_endpoint`.
  • List supported grant types in `grant_types_supported` and scopes in `scopes_supported`.
  • Revalidate and confirm the `openid_configuration` check returns `ok`.
Medium Support resumable HTTP sessions cleanly Modern MCP clients increasingly expect resumable session behavior on streamable HTTP transports. Persist session state keyed by Mcp-Session-Id and honor Last-Event-ID on GET reconnects so clients can resume a dropped Streamable HTTP session.
Playbook
  • Persist session state keyed by `Mcp-Session-Id` so a client can reconnect after a dropped connection.
  • Honor `Last-Event-ID` on GET reconnects to replay missed SSE events instead of erroring.
  • Revalidate and confirm `session_resume_probe` no longer returns `warning`.
Low Expose modern utility surfaces like completions, pagination, or tasks Utility coverage improves interoperability with larger clients and long-lived agent workflows. Expose completions, pagination, and task metadata where supported so larger clients can plan and resume work safely.
Playbook
  • Advertise `completions`, pagination cursors, and `tasks` only when they are actually supported.
  • Return `nextCursor` on large list operations when pagination is available.
  • Document task support and whether it requires step-up auth.
Low Publish newer MCP capability signals Roots, sampling, elicitation, structured outputs, and related metadata improve client understanding and ranking. Advertise only the advanced capabilities (roots, sampling, elicitation) you have actually implemented end to end in the initialize capabilities object.
Playbook
  • Add the capabilities you actually support (`roots`, `sampling`, `elicitation`) to the `capabilities` object returned from `initialize`.
  • Only advertise a capability once the corresponding request/response flow is implemented end to end.
  • Revalidate and confirm `advanced_capabilities_probe` reflects the updated capability set.
Low Publish or reconcile the server in the official MCP registry Official registry presence improves discovery confidence and cross-source consistency. Publish or reconcile the server in the official MCP registry
Point loss breakdown
ComponentCurrentPoints missing
Utility Coverage 0/4 -4.0
Step-Up Auth 0/4 -4.0
Resource Contract 0/4 -4.0
Request Association 0/4 -4.0
Recovery Semantics 0/4 -4.0
Prompt Contract 0/4 -4.0
OAuth Interop 0/4 -4.0
Interactive Flow Safety 0/4 -4.0
Supply Chain Signal 0/4 -4.0
Advanced Capability Coverage 0/4 -4.0
Transport Compliance 2/4 -2.0
Spec Recency 2/4 -2.0
Compatibility profiles
OpenAI Connectors
66.7
blocked (6 of 9 requirements met)
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.; OAuth interoperability should be strong.
Connector URL: https://mcp.cityparity.com/mcp
# No OAuth metadata detected.
# Server: summerstateofmind/cityparity
Claude Desktop
100.0
blocked (6 of 6 requirements met)
Compatibility is not confirmed; checklist evidence is unavailable.
{
  "mcpServers": {
    "cityparity": {
      "command": "npx",
      "args": ["mcp-remote", "https://mcp.cityparity.com/mcp"]
    }
  }
}
Smithery
100.0
compatible (5 of 5 requirements met)
No major blockers detected.
smithery mcp add "https://mcp.cityparity.com/mcp"
Generic Streamable HTTP
100.0
compatible (6 of 6 requirements met)
No major blockers detected.
curl -sS https://mcp.cityparity.com/mcp -H 'content-type: application/json' -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-03-26","capabilities":{},"clientInfo":{"name":"mcp-verify","version":"0.1.0"}}}'

Governance

MCP TrustOps

TrustOps turns this report into operational controls: validation targets and SLAs, authenticated validation, semantic benchmarks, policy exports, alert subscriptions, badges, cost/compliance metadata, and runtime routing. Fresh trusted index decisions stay separate from long-tail inventory so stale scores do not masquerade as current evidence.

Evidence age tier
Verified in last 24h
Policy evidence-age limit (a runtime constraint, distinct from the public 24h freshness window and from a plan's validation target/SLA): 168.0h • confidence-weighted score (display score discounted for evidence age and confidence -- an internal TrustOps input, not the public score): 55.1 • evidence too old to display:
Policy exports
Formats: json, rego, yaml, github_action, gateway_config, client_report
Runtime routing
/v1/decide
Returns allowed tools, blocked tools, approval requirement, and reason.
Hosted runtime
Deploy trusted servers from GitHub with secrets, egress controls, releases, rollback, and audit events.
Authenticated validation
Premium publisher feature: paid authenticated runs verify scopes, write-action safeguards, and authorized tool execution.
Active trust badges
Freshly Validated Write-Safe No Critical Risk
Semantic benchmarks
available
Templates cover GitHub, database, healthcare, web search, and CRM least-privilege jobs.
Supply chain
metadata signal
Deep scan checks are marked separately from public metadata signals.
Compliance metadata
Terms, privacy, SOC 2, HIPAA, GDPR, retention, deletion, and audit-log fields are tracked as enterprise metadata.
Alert subscription types
Status changes Score drops or recovers Evidence-age policy breach Validation schema drift OAuth or auth behavior changes Tool surface changes New or changed write tool Supply-chain signal changes Legal or compliance metadata changes
MCP Runtime hosting

Verify Hosted MCP turns a trusted server report into a managed remote MCP endpoint with GitHub deployment provenance, sandbox policy, encrypted secrets, release history, rollback, and audit/usage events.

Activation readiness
Trusted hosted runtimes require fresh validation, a passing server state, a remote endpoint, and a minimum score.
Minimum tier
TrustOps
Publisher claim plus paid TrustOps tier are required before secrets or releases can be created.
Hosted endpoint
/hosted/{namespace}/{name}/mcp
The endpoint enforces egress allowlists and records audit/usage events.
Blockers
score_below_hosting_threshold
DeploymentStatusEndpointRelease
No hosted runtime deployments yet.
Authenticated validation sessions

Public validation is free. Authenticated validation is paid and proves scoped behavior, write-action safeguards, and authenticated tool execution.

Latest profile
remote_mcp
Authenticated session used
Public score isolation
Preview endpoint
/v1/verify
CI preview endpoint
/v1/ci/preview
Install snippets
Openai Connectors
Connector URL: https://mcp.cityparity.com/mcp
# No OAuth metadata detected.
# Server: summerstateofmind/cityparity
Claude Desktop
{
  "mcpServers": {
    "cityparity": {
      "command": "npx",
      "args": ["mcp-remote", "https://mcp.cityparity.com/mcp"]
    }
  }
}
Smithery
smithery mcp add "https://mcp.cityparity.com/mcp"
Generic Http
curl -sS https://mcp.cityparity.com/mcp -H 'content-type: application/json' -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-03-26","capabilities":{},"clientInfo":{"name":"mcp-verify","version":"0.1.0"}}}'
Agent access & tool surface
Live server tools
compare_cities list_cities get_city_summary rank_cities get_safety_net get_inbound_tax_regime
Observed from the latest live validation against https://mcp.cityparity.com/mcp. This is the target server surface, not Verify's own inspection tools.
Live capability counts
6 tools • 0 prompts • 0 resources
Counts come from the latest tools/list, prompts/list, and resources/list checks.
Inspect with Verify
search fetch search_servers recommend_servers get_server_report compare_servers
Use Verify itself to search, recommend, compare, and fetch the full report for summerstateofmind/cityparity.
Direct machine links

History

Validation history
7 day score delta
n/a
30 day score delta
n/a
Recent healthy ratio
100%
Freshness
9.6h
TimestampStatusScoreLatencyTools
Aug 12, 2026 08:12:24 PM UTC Healthy 63.0 1100.7 ms 6
Aug 12, 2026 08:10:08 PM UTC Healthy 63.0 1578.8 ms 6
Aug 12, 2026 07:57:21 AM UTC Healthy 62.5 1427.5 ms 6
Aug 11, 2026 07:27:13 PM UTC Healthy 62.5 1990.0 ms 6
Aug 11, 2026 07:23:28 AM UTC Healthy 62.5 1268.5 ms 6
Aug 10, 2026 07:22:55 PM UTC Healthy 62.5 1568.5 ms 6
Aug 10, 2026 07:22:24 AM UTC Healthy 62.5 1294.8 ms 6
Aug 09, 2026 07:16:58 PM UTC Healthy 62.5 1327.1 ms 6
Aug 09, 2026 07:16:49 AM UTC Healthy 62.5 1221.8 ms 6
Aug 08, 2026 07:16:28 PM UTC Healthy 62.5 1641.9 ms 6
Validation timeline
ValidatedSummaryScoreProtocolAuth modeToolsHigh-risk toolsChanges
Aug 12, 2026 08:12:24 PM UTC Healthy 63.0 2025-03-26 public 6 0 none
Aug 12, 2026 08:10:08 PM UTC Healthy 63.0 2025-03-26 public 6 0 none
Aug 12, 2026 07:57:21 AM UTC Healthy 62.5 2025-03-26 public 6 0 none
Aug 11, 2026 07:27:13 PM UTC Healthy 62.5 2025-03-26 public 6 0 none
Aug 11, 2026 07:23:28 AM UTC Healthy 62.5 2025-03-26 public 6 0 none
Aug 10, 2026 07:22:55 PM UTC Healthy 62.5 2025-03-26 public 6 0 none
Aug 10, 2026 07:22:24 AM UTC Healthy 62.5 2025-03-26 public 6 0 none
Aug 09, 2026 07:16:58 PM UTC Healthy 62.5 2025-03-26 public 6 0 none
Aug 09, 2026 07:16:49 AM UTC Healthy 62.5 2025-03-26 public 6 0 none
Aug 08, 2026 07:16:28 PM UTC Healthy 62.5 2025-03-26 public 6 0 none
Recent validation runs
Recent validation runs for this MCP server
StartedStatusSummaryLatencyChecks
Aug 12, 2026 08:12:23 PM UTC Completed Healthy 1100.7 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, schema_divergence_probe, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Aug 12, 2026 08:10:06 PM UTC Completed Healthy 1578.8 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, schema_divergence_probe, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Aug 12, 2026 07:57:19 AM UTC Completed Healthy 1427.5 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, schema_divergence_probe, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Aug 11, 2026 07:27:11 PM UTC Completed Healthy 1990.0 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, schema_divergence_probe, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Aug 11, 2026 07:23:27 AM UTC Completed Healthy 1268.5 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, schema_divergence_probe, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Aug 10, 2026 07:22:53 PM UTC Completed Healthy 1568.5 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, schema_divergence_probe, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Aug 10, 2026 07:22:23 AM UTC Completed Healthy 1294.8 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, schema_divergence_probe, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Aug 09, 2026 07:16:56 PM UTC Completed Healthy 1327.1 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, schema_divergence_probe, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Aug 09, 2026 07:16:48 AM UTC Completed Healthy 1221.8 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, schema_divergence_probe, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Aug 08, 2026 07:16:27 PM UTC Completed Healthy 1641.9 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, schema_divergence_probe, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Incident & change feed
TimestampEventDetails
Aug 12, 2026 08:12:24 PM UTC Latest validation: healthy Score 63.0 with status healthy.
Aug 12, 2026 08:10:08 PM UTC Score changed Score delta +0.5 versus the previous run.

Technical details

Raw evidence view
Show raw JSON evidence
{
  "checks": {
    "action_safety_probe": {
      "details": {
        "auth_present": false,
        "confirmation_signals": [],
        "reason": null,
        "safeguard_count": 6,
        "summary": {
          "annotation_conflict_tools": 0,
          "bulk_access_tools": 0,
          "capability_distribution": {
            "read": 6
          },
          "declared_non_read_only_tools": 0,
          "destructive_tools": 0,
          "egress_tools": 0,
          "exec_tools": 0,
          "has_mutating_capability": false,
          "has_non_read_capability": false,
          "high_risk_tools": 0,
          "risk_distribution": {
            "critical": 0,
            "high": 0,
            "low": 6,
            "medium": 0
          },
          "secret_tools": 0,
          "tool_count": 6
        }
      },
      "latency_ms": null,
      "status": "ok"
    },
    "advanced_capabilities_probe": {
      "details": {
        "capabilities": {
          "completions": false,
          "elicitation": false,
          "prompts": false,
          "resource_links": false,
          "resources": false,
          "roots": false,
          "sampling": false,
          "structured_outputs": true
        },
        "enabled": [
          "structured_outputs"
        ],
        "enabled_count": 1,
        "initialize_capability_keys": [
          "tools"
        ]
      },
      "latency_ms": null,
      "status": "warning"
    },
    "connector_publishability_probe": {
      "details": {
        "blockers": [
          "step_up_auth",
          "request_association",
          "server_card"
        ],
        "criteria": {
          "action_safety": true,
          "auth_flow": true,
          "connector_replay": true,
          "initialize": true,
          "protocol_version": true,
          "remote_transport": true,
          "request_association": false,
          "server_card": false,
          "session_resume": true,
          "step_up_auth": false,
          "tool_surface": true,
          "tools_list": true,
          "transport_compliance": true
        },
        "high_risk_tools": 0,
        "tool_count": 6,
        "transport": "streamable-http"
      },
      "latency_ms": null,
      "status": "warning"
    },
    "connector_replay_probe": {
      "details": {
        "added_tools": [],
        "additive_output_changes": [],
        "backward_compatible": true,
        "output_breaks": [],
        "removed_tools": [],
        "required_arg_breaks": [],
        "would_break_after_refresh": false
      },
      "latency_ms": null,
      "status": "ok"
    },
    "determinism_probe": {
      "details": {
        "attempts": 2,
        "baseline_signature": "2a8662858bef47f4fffb5603e75b27728e5f0c81bc5f3258703ed551b7122456",
        "errors": [],
        "matches": 2,
        "stable_ratio": 1.0,
        "successful": 2
      },
      "latency_ms": 111.78,
      "status": "ok"
    },
    "initialize": {
      "details": {
        "headers": {
          "content-type": "text/event-stream"
        },
        "http_status": 200,
        "payload": {
          "id": 1,
          "jsonrpc": "2.0",
          "result": {
            "capabilities": {
              "tools": {
                "listChanged": true
              }
            },
            "instructions": "Call list_cities first to discover valid city slugs. compare_cities is the primary tool; use get_city_summary or get_safety_net for single-city queries. RSU income is treated as source-only and is not a parameter. Methodology: https://cityparity.com/#methodology",
            "protocolVersion": "2025-03-26",
            "serverInfo": {
              "name": "cityparity",
              "title": "cityparity cost-of-living tools",
              "version": "0.1.0"
            }
          }
        },
        "url": "https://mcp.cityparity.com/mcp"
      },
      "latency_ms": 39.95,
      "status": "ok"
    },
    "interactive_flow_probe": {
      "details": {
        "oauth_supported": false,
        "prompt_available": false,
        "risk_hits": [],
        "safe_hits": []
      },
      "latency_ms": null,
      "status": "missing"
    },
    "oauth_authorization_server": {
      "details": {
        "reason": "no_authorization_server"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "oauth_protected_resource": {
      "details": {
        "error": "Client error '404 Not Found' for url 'https://mcp.cityparity.com/.well-known/oauth-protected-resource'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
        "url": "https://mcp.cityparity.com/.well-known/oauth-protected-resource"
      },
      "latency_ms": 28.88,
      "status": "error"
    },
    "official_registry_probe": {
      "details": {
        "direct_match": false,
        "official_peer_count": 0,
        "registry_source": "glama_registry"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "openid_configuration": {
      "details": {
        "reason": "no_authorization_server"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "probe_noise_resilience": {
      "details": {
        "consent_error": null,
        "headers": {
          "content-type": "text/plain; charset=utf-8"
        },
        "http_status": 200,
        "url": "https://mcp.cityparity.com/robots.txt",
        "validation_disallowed": false
      },
      "latency_ms": 184.94,
      "status": "ok"
    },
    "prompt_get": {
      "details": {
        "reason": "not_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "prompts_list": {
      "details": {
        "headers": {
          "content-type": "text/event-stream"
        },
        "http_status": 200,
        "payload": {
          "error": {
            "code": -32601,
            "message": "Method not found"
          },
          "id": 3,
          "jsonrpc": "2.0"
        },
        "reason": "not_supported",
        "url": "https://mcp.cityparity.com/mcp"
      },
      "latency_ms": 98.43,
      "status": "missing"
    },
    "protocol_version_probe": {
      "details": {
        "claimed_version": "2025-03-26",
        "lag_days": 244,
        "latest_known_version": "2025-11-25",
        "releases_behind": 2,
        "validator_protocol_version": "2025-03-26"
      },
      "latency_ms": null,
      "status": "warning"
    },
    "provenance_divergence_probe": {
      "details": {
        "comparable_field_count": 0,
        "compared_fields": [
          "title",
          "version",
          "homepage",
          "repository"
        ],
        "direct_official_match": false,
        "drift_fields": [],
        "metadata_document_count": 1,
        "readable_sources": [],
        "registry_homepage": null,
        "registry_repository": null,
        "registry_title": null,
        "registry_version": null,
        "server_card_homepage": null,
        "server_card_repository": null,
        "server_card_title": null,
        "server_card_version": null
      },
      "latency_ms": null,
      "status": "not_assessed"
    },
    "request_association_probe": {
      "details": {
        "reason": "no_request_association_capabilities_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "resource_read": {
      "details": {
        "reason": "not_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "resources_list": {
      "details": {
        "headers": {
          "content-type": "text/event-stream"
        },
        "http_status": 200,
        "payload": {
          "error": {
            "code": -32601,
            "message": "Method not found"
          },
          "id": 5,
          "jsonrpc": "2.0"
        },
        "reason": "not_supported",
        "url": "https://mcp.cityparity.com/mcp"
      },
      "latency_ms": 268.2,
      "status": "missing"
    },
    "schema_divergence_probe": {
      "details": {
        "auth_scheme_mismatch": false,
        "card_server_name": null,
        "card_server_version": null,
        "compared_dimensions": [
          "server_name",
          "server_version",
          "declared_vs_observed_auth",
          "tool_membership",
          "parameter_names",
          "required_parameters",
          "parameter_types",
          "output_schema_presence"
        ],
        "compared_tool_count": 0,
        "live_server_name": "cityparity",
        "live_server_version": "0.1.0",
        "reason": "no_server_card_tools",
        "server_name_mismatch": false,
        "server_version_mismatch": false
      },
      "latency_ms": null,
      "status": "missing"
    },
    "server_card": {
      "details": {
        "error": "Client error '404 Not Found' for url 'https://mcp.cityparity.com/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
        "url": "https://mcp.cityparity.com/.well-known/mcp/server-card.json"
      },
      "latency_ms": 32.56,
      "status": "error"
    },
    "session_resume_probe": {
      "details": {
        "protocol_version": "2025-03-26",
        "reason": "no_session_id",
        "resume_expected": true,
        "transport": "streamable-http"
      },
      "latency_ms": null,
      "status": "warning"
    },
    "step_up_auth_probe": {
      "details": {
        "auth_required_checks": [],
        "broad_scopes": [],
        "challenge_headers": [],
        "minimal_scope_documented": false,
        "oauth_present": false,
        "scope_specificity_ratio": 0.0,
        "step_up_signals": [],
        "supported_scopes": []
      },
      "latency_ms": null,
      "status": "missing"
    },
    "tool_snapshot_probe": {
      "details": {
        "added": [],
        "changed_outputs": [],
        "current_tool_count": 6,
        "previous_tool_count": 6,
        "removed": [],
        "similarity": 1.0
      },
      "latency_ms": null,
      "status": "ok"
    },
    "tools_list": {
      "details": {
        "headers": {
          "content-type": "text/event-stream"
        },
        "http_status": 200,
        "payload": {
          "id": 2,
          "jsonrpc": "2.0",
          "result": {
            "tools": [
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true,
                  "openWorldHint": false,
                  "readOnlyHint": true
                },
                "description": "Compare two cities for one household: take-home pay, full cost breakdown, the equivalent target salary needed to match source net cash, non-cash lifestyle deltas (vacation, parental leave, healthcare), and a 0-100 quality score on five weighted dimensions. Use this for a head-to-head between two named cities; for a single city call get_city_summary, and to rank many cities call rank_cities. Read-only, no side effects; returns a text summary plus structured JSON. RSU income is NOT a parameter; RSU is treated as source-only because grants typically do not follow you across employers.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "advanced": {
                      "additionalProperties": false,
                      "description": "Optional fine-tuning: retirement contribution, age bracket, trips home, transit mode, and inbound tax regime. Omit to use defaults.",
                      "properties": {
                        "age_bracket": {
                          "description": "Affects US healthcare premium multipliers. Default 25-34.",
                          "enum": [
                            "18-24",
                            "25-34",
                            "35-44",
                            "45-54",
                            "55-64"
                          ],
                          "type": "string"
                        },
                        "apply_inbound_regime": {
                          "description": "Apply the destination country's special inbound-worker tax regime if available (Italy impatriati, Portugal IFICI, Belgium expat, Poland B2B rycza\u0142t, Greece inbound). Default false. Applies only on the target side.",
                          "type": "boolean"
                        },
                        "retirement_contrib_pct": {
                          "description": "Percentage of gross diverted to retirement (pre-tax for US 401k). Default 6.",
                          "maximum": 50,
                          "minimum": 0,
                          "type": "number"
                        },
                        "source_transit_choice": {
                          "description": "Default depends on city; e.g. Seattle defaults to 'car', Oslo defaults to 'transit'.",
                          "enum": [
                            "car",
                            "transit"
                          ],
                          "type": "string"
                        },
                        "target_transit_choice": {
                          "description": "Same as above for the target city.",
                          "enum": [
                            "car",
                            "transit"
                          ],
                          "type": "string"
                        },
                        "trips_home_per_year": {
                          "description": "Round trips back to source country per year (target-only cost). Default 1.",
                          "maximum": 12,
                          "minimum": 0,
                          "type": "integer"
                        }
                      },
                      "type": "object"
                    },
                    "gross_salary": {
                      "description": "User's annual gross salary in the SOURCE city's local currency (e.g. USD for Seattle, NOK for Oslo).",
                      "exclusiveMinimum": 0,
                      "maximum": 50000000,
                      "type": "number"
                    },
                    "household": {
                      "additionalProperties": false,
                      "description": "Family structure: working-age partner and dependent children. Omit for a single person with no kids.",
                      "properties": {
                        "has_partner": {
                          "description": "Whether the user has a working-age partner. Defaults to false.",
                          "type": "boolean"
                        },
                        "kids_ages": {
                          "description": "Ages of dependent children, e.g. [3, 7]. Empty array or omitted if no kids.",
                          "items": {
                            "maximum": 25,
                            "minimum": 0,
                            "type": "integer"
                          },
                          "maxItems": 10,
                          "type": "array"
                        },
                        "partner_gross_salary": {
                          "description": "Partner's annual gross salary in the SOURCE city's currency. REQUIRED when has_partner=true.",
                          "maximum": 50000000,
                          "minimum": 0,
                          "type": "number"
                        },
                        "partner_works_in_source": {
                          "description": "Whether the partner currently earns in the source city. REQUIRED when has_partner=true; cityparity does not default this because spouse-per-city working status materially changes the math (e.g. US childcare may exceed a second income, while Nordic subsidies make the second income viable).",
                          "type": "boolean"
                        },
                        "partner_works_in_target": {
                          "description": "Whether the partner would earn in the target city after relocation. REQUIRED when has_partner=true.",
                          "type": "boolean"
                        }
                      },
                      "type": "object"
                    },
                    "living": {
                      "additionalProperties": false,
                      "description": "Housing and spending assumptions. Omit to use defaults: rent, 2 bedrooms, typical spending.",
                      "properties": {
                        "bedrooms": {
                          "description": "Bedroom count for the household. Default 2.",
                          "maximum": 5,
                          "minimum": 0,
                          "type": "integer"
                        },
                        "housing_mode": {
                          "description": "Whether the household rents or owns. Default rent.",
                          "enum": [
                            "rent",
                            "own",
                            "own_outright"
                          ],
                          "type": "string"
                        },
                        "lifestyle": {
                          "description": "Spending multiplier on food and discretionary categories. Default typical (1.0\u00d7).",
                          "enum": [
                            "frugal",
                            "typical",
                            "generous"
                          ],
                          "type": "string"
                        }
                      },
                      "type": "object"
                    },
                    "score_weights": {
                      "additionalProperties": false,
                      "description": "Override the composite-score weights. Defaults: financial 30, healthcare 20, vacation 15, childcare 15, safety_net 20.",
                      "properties": {
                        "childcare": {
                          "maximum": 100,
                          "minimum": 0,
                          "type": "number"
                        },
                        "financial": {
                          "maximum": 100,
                          "minimum": 0,
                          "type": "number"
                        },
                        "healthcare": {
                          "maximum": 100,
                          "minimum": 0,
                          "type": "number"
                        },
                        "safety_net": {
                          "maximum": 100,
                          "minimum": 0,
                          "type": "number"
                        },
                        "vacation": {
                          "maximum": 100,
                          "minimum": 0,
                          "type": "number"
                        }
                      },
                      "type": "object"
                    },
                    "source_city": {
                      "description": "City slug for the user's current city. Use list_cities to discover valid slugs (e.g. 'nyc', 'seattle', 'tokyo').",
                      "maxLength": 64,
                      "minLength": 1,
                      "type": "string"
                    },
                    "target_city": {
                      "description": "City slug for the destination city.",
                      "maxLength": 64,
                      "minLength": 1,
                      "type": "string"
                    }
                  },
                  "required": [
                    "source_city",
                    "target_city",
                    "gross_salary"
                  ],
                  "type": "object"
                },
                "name": "compare_cities",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "equivalence": {
                      "additionalProperties": false,
                      "properties": {
                        "explanation": {
                          "type": "string"
                        },
                        "household_gross": {
                          "type": [
                            "number",
                            "null"
                          ]
                        },
                        "status": {
                          "enum": [
                            "solved",
                            "no_solution"
                          ],
                          "type": "string"
                        },
                        "target_salary_needed": {
                          "type": [
                            "number",
                            "null"
                          ]
                        }
                      },
                      "required": [
                        "status",
                        "target_salary_needed",
                        "household_gross",
                        "explanation"
                      ],
                      "type": "object"
                    },
                    "meta": {
                      "additionalProperties": true,
                      "properties": {},
                      "type": "object"
                    },
                    "non_cash_deltas": {
                      "items": {
                        "additionalProperties": false,
                        "properties": {
                          "delta": {
                            "type": "number"
                          },
                          "direction": {
                            "enum": [
                              "up",
                              "down"
                            ],
                            "type": "string"
                          },
                          "metric": {
                            "type": "string"
                          },
                          "note": {
                            "type": "string"
                          },
                          "text": {
                            "type": "string"
                          }
                        },
                        "required": [
                          "direction",
                          "metric",
                          "delta",
                          "text"
                        ],
                        "type": "object"
                      },
                      "type": "array"
                    },
                    "quality_score": {
                      "additionalProperties": true,
                      "properties": {},
                      "type": "object"
                    },
                    "source": {
                      "additionalProperties": false,
                      "properties": {
                        "after_tax_income": {
                          "type": "number"
                        },
                        "city": {
                          "type": "string"
                        },
                        "costs": {
                          "additionalProperties": false,
                          "properties": {
                            "childcare": {
                              "type": "number"
                            },
                            "discretionary": {
                              "type": "number"
                            },
                            "food": {
                              "type": "number"
                            },
                            "healthcare": {
                              "type": "number"
                            },
                            "housing": {
                              "type": "number"
                            },
                            "property_tax": {
                              "type": "number"
                            },
                            "transit": {
                              "type": "number"
                            },
                            "travel_home": {
                              "type": "number"
                            }
                          },
                          "required": [
                            "housing",
                            "healthcare",
                            "childcare",
                            "food",
                            "transit",
                            "discretionary",
                            "travel_home",
                            "property_tax"
                          ],
                          "type": "object"
                        },
                        "currency": {
                          "type": "string"
                        },
                        "effective_tax_rate": {
                          "type": "number"
                        },
                        "govt_benefits": {
                          "type": "number"
                        },
                        "gross_income": {
                          "type": "number"
                        },
                        "net_cash_annual": {
                          "type": "number"
                        },
                        "slug": {
                          "type": "string"
                        },
                        "taxes": {
                          "additionalProperties": true,
                          "properties": {},
                          "type": "object"
                        }
                      },
                      "required": [
                        "city",
                        "slug",
                        "currency",
                        "gross_income",
                        "effective_tax_rate",
                        "after_tax_income",
                        "taxes",
                        "costs",
                        "govt_benefits",
                        "net_cash_annual"
                      ],
                      "type": "object"
                    },
                    "target": {
                      "$ref": "#/properties/source"
                    }
                  },
                  "required": [
                    "source",
                    "target",
                    "equivalence",
                    "non_cash_deltas",
                    "quality_score",
                    "meta"
                  ],
                  "type": "object"
                },
                "title": "Compare two cities for a household"
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true,
                  "openWorldHint": false,
                  "readOnlyHint": true
                },
                "description": "List all city slugs supported by cityparity, grouped by country. Call this first to discover valid slugs before any other tool; the optional country filter narrows to one country. Read-only, no side effects; returns a text summary plus structured JSON.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "country": {
                      "description": "Optional case-insensitive country filter. Use the canonical name as stored in city_data.country (e.g. \"Norway\", \"USA\", \"United Kingdom\"). If omitted, returns all countries.",
                      "maxLength": 64,
                      "type": "string"
                    }
                  },
                  "type": "object"
                },
                "name": "list_cities",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "count": {
                      "type": "integer"
                    },
                    "country_count": {
                      "type": "integer"
                    },
                    "groups": {
                      "items": {
                        "additionalProperties": false,
                        "properties": {
                          "cities": {
                            "items": {
                              "additionalProperties": false,
                              "properties": {
                                "name": {
                                  "type": "string"
                                },
                                "slug": {
                                  "type": "string"
                                }
                              },
                              "required": [
                                "slug",
                                "name"
                              ],
                              "type": "object"
                            },
                            "type": "array"
                          },
                          "country": {
                            "type": "string"
                          }
                        },
                        "required": [
                          "country",
                          "cities"
                        ],
                        "type": "object"
                      },
                      "type": "array"
                    }
                  },
                  "required": [
                    "count",
                    "country_count",
                    "groups"
                  ],
                  "type": "object"
                },
                "title": "List supported cities by country"
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true,
                  "openWorldHint": false,
                  "readOnlyHint": true
                },
                "description": "Concise profile of one city: currency, tax shape (bracket count + top rate + payroll/national insurance), headline costs (rent / groceries / transit / childcare), safety-net values (parental leave, vacation, universal healthcare), and data freshness. Lighter than compare_cities; use when the user is asking about one place rather than a comparison. On parental leave, quote safety_net.parental_leave_summary rather than building your own sentence: some countries (Ireland, Australia, the UK, Czechia, part of Sweden) pay a flat weekly cash sum instead of a share of salary, so parental_leave_paid_pct is 0 or partial for them and stating it alone would wrongly call their leave unpaid. Read-only, no side effects; returns a text summary plus structured JSON.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "city": {
                      "description": "City slug. Use list_cities to discover valid slugs.",
                      "maxLength": 64,
                      "minLength": 1,
                      "type": "string"
                    }
                  },
                  "required": [
                    "city"
                  ],
                  "type": "object"
                },
                "name": "get_city_summary",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "compensation_index": {
                      "type": [
                        "number",
                        "null"
                      ]
                    },
                    "cost_snapshot": {
                      "additionalProperties": true,
                      "properties": {},
                      "type": "object"
                    },
                    "country": {
                      "type": "string"
                    },
                    "currency": {
                      "type": "string"
                    },
                    "data_last_updated_field": {
                      "type": [
                        "string",
                        "null"
                      ]
                    },
                    "data_year_range": {
                      "type": [
                        "string",
                        "null"
                      ]
                    },
                    "govt_benefits": {
                      "additionalProperties": true,
                      "properties": {},
                      "type": "object"
                    },
                    "inbound_tax_regime": {
                      "anyOf": [
                        {
                          "additionalProperties": true,
                          "properties": {},
                          "type": "object"
                        },
                        {
                          "type": "null"
                        }
                      ]
                    },
                    "methodology_url": {
                      "type": "string"
                    },
                    "name": {
                      "type": "string"
                    },
                    "safety_net": {
                      "additionalProperties": true,
                      "properties": {},
                      "type": "object"
                    },
                    "slug": {
                      "type": "string"
                    },
                    "tax": {
                      "additionalProperties": true,
                      "properties": {},
                      "type": "object"
                    }
                  },
                  "required": [
                    "slug",
                    "name",
                    "country",
                    "currency",
                    "compensation_index",
                    "tax",
                    "cost_snapshot",
                    "safety_net",
                    "govt_benefits",
                    "inbound_tax_regime",
                    "data_last_updated_field",
                    "data_year_range",
                    "methodology_url"
                  ],
                  "type": "object"
                },
                "title": "Get a one-city profile"
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true,
                  "openWorldHint": false,
                  "readOnlyHint": true
                },
                "description": "Rank supported cities by composite quality-of-life score across five weighted dimensions (financial, healthcare, vacation, childcare, safety_net). Returns top N (default 10), with filters for country, countries, region (europe/asia/north_america/south_america/oceania), has_universal_healthcare, include_cities, and exclude_cities. Use this to shortlist across many cities; for a head-to-head between two named cities use compare_cities. The same scenario is applied to every city so scores are directly comparable (default: single person, 2BR rent, $100k USD-equivalent gross). Read-only, no side effects; returns a text summary plus structured JSON.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "filter": {
                      "additionalProperties": false,
                      "description": "Restrict which cities are ranked, by country, region, universal-healthcare flag, or explicit include/exclude slug lists. Omit to rank all supported cities.",
                      "properties": {
                        "countries": {
                          "description": "Restrict to multiple countries.",
                          "items": {
                            "maxLength": 64,
                            "type": "string"
                          },
                          "maxItems": 50,
                          "type": "array"
                        },
                        "country": {
                          "description": "Restrict to one country (case-insensitive match against city_data.country, e.g. \"Germany\", \"USA\", \"United Kingdom\").",
                          "maxLength": 64,
                          "type": "string"
                        },
                        "exclude_cities": {
                          "description": "Skip these specific city slugs from the result.",
                          "items": {
                            "maxLength": 64,
                            "type": "string"
                          },
                          "maxItems": 100,
                          "type": "array"
                        },
                        "has_universal_healthcare": {
                          "description": "If true, only return cities with universal healthcare; if false, only without.",
                          "type": "boolean"
                        },
                        "include_cities": {
                          "description": "Restrict to a specific set of city slugs. Combined with other filters via intersection.",
                          "items": {
                            "maxLength": 64,
                            "type": "string"
                          },
                          "maxItems": 100,
                          "type": "array"
                        },
                        "region": {
                          "description": "Restrict to one region.",
                          "enum": [
                            "europe",
                            "asia",
                            "north_america",
                            "south_america",
                            "oceania"
                          ],
                          "type": "string"
                        }
                      },
                      "type": "object"
                    },
                    "limit": {
                      "description": "Max results to return. Default 10.",
                      "maximum": 50,
                      "minimum": 1,
                      "type": "integer"
                    },
                    "scenario": {
                      "additionalProperties": false,
                      "description": "Override the default ranking scenario. The same scenario is applied to every city so scores are comparable.",
                      "properties": {
                        "bedrooms": {
                          "description": "Default 2.",
                          "maximum": 5,
                          "minimum": 0,
                          "type": "integer"
                        },
                        "gross_salary_usd": {
                          "description": "USD-equivalent salary to model in each city (converts to local currency). Default 100000.",
                          "exclusiveMinimum": 0,
                          "maximum": 5000000,
                          "type": "number"
                        },
                        "has_partner": {
                          "description": "Default false.",
                          "type": "boolean"
                        },
                        "housing_mode": {
                          "description": "Default rent.",
                          "enum": [
                            "rent",
                            "own",
                            "own_outright"
                          ],
                          "type": "string"
                        },
                        "kids_ages": {
                          "description": "Default [].",
                          "items": {
                            "maximum": 25,
                            "minimum": 0,
                            "type": "integer"
                          },
                          "maxItems": 10,
                          "type": "array"
                        },
                        "lifestyle": {
                          "description": "Default typical.",
                          "enum": [
                            "frugal",
                            "typical",
                            "generous"
                          ],
                          "type": "string"
                        },
                        "partner_gross_salary_usd": {
                          "description": "Required when has_partner=true.",
                          "maximum": 5000000,
                          "minimum": 0,
                          "type": "number"
                        }
                      },
                      "type": "object"
                    },
                    "weights": {
                      "additionalProperties": false,
                      "description": "Override the composite-score weights. Defaults: financial 30, healthcare 20, vacation 15, childcare 15, safety_net 20.",
                      "properties": {
                        "childcare": {
                          "maximum": 100,
                          "minimum": 0,
                          "type": "number"
                        },
                        "financial": {
                          "maximum": 100,
                          "minimum": 0,
                          "type": "number"
                        },
                        "healthcare": {
                          "maximum": 100,
                          "minimum": 0,
                          "type": "number"
                        },
                        "safety_net": {
                          "maximum": 100,
                          "minimum": 0,
                          "type": "number"
                        },
                        "vacation": {
                          "maximum": 100,
                          "minimum": 0,
                          "type": "number"
                        }
                      },
                      "type": "object"
                    }
                  },
                  "type": "object"
                },
                "name": "rank_cities",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "considered": {
                      "type": "integer"
                    },
                    "methodology_url": {
                      "type": "string"
                    },
                    "ranked": {
                      "items": {
                        "additionalProperties": false,
                        "properties": {
                          "city": {
                            "type": "string"
                          },
                          "country": {
                            "type": "string"
                          },
                          "currency": {
                            "type": "string"
                          },
                          "dimensions": {
                            "additionalProperties": false,
                            "properties": {
                              "childcare": {
                                "type": "number"
                              },
                              "financial": {
                                "type": "number"
                              },
                              "healthcare": {
                                "type": "number"
                              },
                              "safety_net": {
                                "type": "number"
                              },
                              "vacation": {
                                "type": "number"
                              }
                            },
                            "required": [
                              "financial",
                              "healthcare",
                              "vacation",
                              "childcare",
                              "safety_net"
                            ],
                            "type": "object"
                          },
                          "effective_tax_rate": {
                            "type": "number"
                          },
                          "net_cash_annual_local": {
                            "type": "number"
                          },
                          "net_cash_annual_usd": {
                            "type": "number"
                          },
                          "parental_leave_weeks": {
                            "type": [
                              "number",
                              "null"
                            ]
                          },
                          "rank": {
                            "type": "integer"
                          },
                          "slug": {
                            "type": "string"
                          },
                          "total_score": {
                            "type": "number"
                          },
                          "universal_healthcare": {
                            "type": "boolean"
                          }
                        },
                        "required": [
                          "rank",
                          "slug",
                          "city",
                          "country",
                          "currency",
                          "total_score",
                          "dimensions",
                          "net_cash_annual_local",
                          "net_cash_annual_usd",
                          "effective_tax_rate",
                          "universal_healthcare"
                        ],
                        "type": "object"
                      },
                      "type": "array"
                    },
                    "scenario_used": {
                      "additionalProperties": true,
                      "properties": {},
                      "type": "object"
                    },
                    "skipped": {
                      "items": {
                        "additionalProperties": false,
                        "properties": {
                          "reason": {
                            "type": "string"
                          },
                          "slug": {
                            "type": "string"
                          }
                        },
                        "required": [
                          "slug",
                          "reason"
                        ],
                        "type": "object"
                      },
                      "type": "array"
                    },
                    "weights": {
                      "additionalProperties": true,
                      "properties": {},
                      "type": "object"
                    }
                  },
                  "required": [
                    "ranked",
                    "considered",
                    "skipped",
                    "weights",
                    "scenario_used",
                    "methodology_url"
                  ],
                  "type": "object"
                },
                "title": "Rank cities by composite quality score"
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true,
                  "openWorldHint": false,
                  "readOnlyHint": true
                },
                "description": "Batch lookup of safety-net values for 1 to 20 cities at once: parental leave weeks + how it is paid, universal healthcare flag, vacation days, public holidays, plus each city's safety_net dimension score (0-100) for relative strength. This is the only tool that accepts many cities in one call: use it to line several places up on family / leave / healthcare benefits. On parental leave, quote parental_leave_summary rather than composing your own line from parental_leave_paid_pct: Ireland, Australia, the UK, Czechia and part of Sweden pay a flat weekly cash sum instead of a share of salary, so their headline percentage is 0 or partial and reading it alone would wrongly call their leave unpaid; Germany pays a percentage up to a monthly cap (parental_leave_capped) and pays nothing at all above a household-income ceiling. Check parental_leave_basis (percentage / flat / capped / mixed / unpaid) before making any claim about pay. For one city's full profile (tax shape + costs + safety net together) call get_city_summary instead; for a two-city head-to-head that includes cost-of-living use compare_cities. Read-only, no side effects; returns a text summary plus structured JSON.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "cities": {
                      "description": "Array of city slugs (1-20). Use list_cities to discover valid slugs.",
                      "items": {
                        "maxLength": 64,
                        "minLength": 1,
                        "type": "string"
                      },
                      "maxItems": 20,
                      "minItems": 1,
                      "type": "array"
                    }
                  },
                  "required": [
                    "cities"
                  ],
                  "type": "object"
                },
                "name": "get_safety_net",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "cities": {
                      "items": {
                        "additionalProperties": false,
                        "properties": {
                          "city": {
                            "type": "string"
                          },
                          "country": {
                            "type": "string"
                          },
                          "parental_leave_basis": {
                            "enum": [
                              "percentage",
                              "flat",
                              "capped",
                              "mixed",
                              "unpaid",
                              "unknown",
                              "none"
                            ],
                            "type": "string"
                          },
                          "parental_leave_capped": {
                            "anyOf": [
                              {
                                "additionalProperties": false,
                                "properties": {
                                  "cap_amount": {
                                    "type": [
                                      "number",
                                      "null"
                                    ]
                                  },
                                  "cap_period": {
                                    "type": [
                                      "string",
                                      "null"
                                    ]
                                  },
                                  "currency": {
                                    "type": [
                                      "string",
                                      "null"
                                    ]
                                  },
                                  "income_eligibility_ceiling": {
                                    "type": [
                                      "number",
                                      "null"
                                    ]
                                  },
                                  "label": {
                                    "type": [
                                      "string",
                                      "null"
                                    ]
                                  },
                                  "pct": {
                                    "type": [
                                      "number",
                                      "null"
                                    ]
                                  },
                                  "weeks": {
                                    "type": "number"
                                  }
                                },
                                "required": [
                                  "weeks",
                                  "pct",
                                  "cap_amount",
                                  "cap_period",
                                  "currency",
                                  "income_eligibility_ceiling",
                                  "label"
                                ],
                                "type": "object"
                              },
                              {
                                "type": "null"
                              }
                            ]
                          },
                          "parental_leave_effective_pct_at_benchmark": {
                            "type": [
                              "number",
                              "null"
                            ]
                          },
                          "parental_leave_flat": {
                            "anyOf": [
                              {
                                "additionalProperties": false,
                                "properties": {
                                  "currency": {
                                    "type": [
                                      "string",
                                      "null"
                                    ]
                                  },
                                  "label": {
                                    "type": [
                                      "string",
                                      "null"
                                    ]
                                  },
                                  "weekly_amount": {
                                    "type": [
                                      "number",
                                      "null"
                                    ]
                                  },
                                  "weeks": {
                                    "type": "number"
                                  }
                                },
                                "required": [
                                  "weeks",
                                  "weekly_amount",
                                  "currency",
                                  "label"
                                ],
                                "type": "object"
                              },
                              {
                                "type": "null"
                              }
                            ]
                          },
                          "parental_leave_note": {
                            "type": [
                              "string",
                              "null"
                            ]
                          },
                          "parental_leave_paid_pct": {
                            "type": [
                              "number",
                              "null"
                            ]
                          },
                          "parental_leave_summary": {
                            "type": "string"
                          },
                          "parental_leave_weeks": {
                            "type": [
                              "number",
                              "null"
                            ]
                          },
                          "public_holidays": {
                            "type": [
                              "number",
                              "null"
                            ]
                          },
                          "safety_net_score": {
                            "type": "number"
                          },
                          "sick_leave_policy": {
                            "type": [
                              "string",
                              "null"
                            ]
                          },
                          "slug": {
                            "type": "string"
                          },
                          "universal_healthcare": {
                            "type": "boolean"
                          },
                          "vacation_days_statutory": {
                            "type": [
                              "number",
                              "null"
                            ]
                          }
                        },
                        "required": [
                          "slug",
                          "city",
                          "country",
                          "parental_leave_weeks",
                          "parental_leave_paid_pct",
                          "universal_healthcare",
                          "vacation_days_statutory",
                          "public_holidays",
                          "sick_leave_policy",
                          "safety_net_score"
                        ],
                        "type": "object"
                      },
                      "type": "array"
                    },
                    "methodology_url": {
                      "type": "string"
                    },
                    "not_found": {
                      "items": {
                        "type": "string"
                      },
                      "type": "array"
                    },
                    "score_basis": {
                      "additionalProperties": true,
                      "properties": {},
                      "type": "object"
                    }
                  },
                  "required": [
                    "cities",
                    "methodology_url"
                  ],
                  "type": "object"
                },
                "title": "Look up family safety net for several cities"
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true,
                  "openWorldHint": false,
                  "readOnlyHint": true
                },
                "description": "Look up a city's inbound-worker tax regime, the special reduced-tax schemes for relocating workers that general cost-of-living tools do not surface. Returns regime=null when the country has no modeled regime, which is most cities. Modeled across 13 regimes in Belgium, Denmark, Germany, Greece, Ireland, Italy, Netherlands, Norway, Poland, Portugal, Spain, Sweden and the UK. Roughly half grant an actual reduction (a reduction_pct or a flat_rate) and the rest are note-only: the regime exists but grants a relocating employee nothing, so reduction_pct and flat_rate are null and the take-home is computed on ordinary tax. Each entry returns the mechanic, duration, income cap if any, and a note stating the salary floor where one exists and which eligibility conditions we do not test. Read-only, no side effects; returns a text summary plus structured JSON.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "city": {
                      "description": "City slug. Use list_cities to discover valid slugs. Most cities return regime=null because their country has no special inbound-worker tax regime.",
                      "maxLength": 64,
                      "minLength": 1,
                      "type": "string"
                    }
                  },
                  "required": [
                    "city"
                  ],
                  "type": "object"
                },
                "name": "get_inbound_tax_regime",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "city": {
                      "type": "string"
                    },
                    "country": {
                      "type": "string"
                    },
                    "disclaimer": {
                      "type": "string"
                    },
                    "methodology_url": {
                      "type": "string"
                    },
                    "regime": {
                      "anyOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "duration_years": {
                              "type": [
                                "number",
                                "null"
                              ]
                            },
                            "eligibility_summary": {
                              "type": [
                                "string",
                                "null"
                              ]
                            },
                            "flat_rate": {
                              "type": [
                                "number",
                                "null"
                              ]
                            },
                            "max_income": {
                              "type": [
                                "number",
                                "null"
                              ]
                            },
                            "note": {
                              "type": [
                                "string",
                                "null"
                              ]
                            },
                            "reduction_pct": {
                              "type": [
                                "number",
                                "null"
                              ]
                            },
                            "type": {
                              "type": "string"
                            }
                          },
                          "required": [
                            "type",
                            "duration_years",
                            "reduction_pct",
                            "flat_rate",
                            "max_income",
                            "note",
                            "eligibility_summary"
                          ],
                          "type": "object"
                        },
                        {
                          "type": "null"
                        }
                      ]
                    },
                    "slug": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "slug",
                    "city",
                    "country",
                    "regime",
                    "methodology_url"
                  ],
                  "type": "object"
                },
                "title": "Look up inbound-worker tax regime for a city"
              }
            ]
          }
        },
        "url": "https://mcp.cityparity.com/mcp"
      },
      "latency_ms": 54.21,
      "status": "ok"
    },
    "transport_compliance_probe": {
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        "bad_protocol_headers": {
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        },
        "bad_protocol_payload": {
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            "code": -32000,
            "message": "Bad Request: Unsupported protocol version: 1999-99-99 (supported versions: 2025-11-25, 2025-06-18, 2025-03-26, 2024-11-05, 2024-10-07)"
          },
          "id": null,
          "jsonrpc": "2.0"
        },
        "bad_protocol_status_code": 400,
        "delete_error": null,
        "delete_status_code": null,
        "expired_session_error": null,
        "expired_session_status_code": null,
        "issues": [
          "missing_session_id",
          "missing_protocol_header"
        ],
        "last_event_id_visible": false,
        "protocol_header_present": false,
        "requested_protocol_version": "2025-03-26",
        "session_id_present": false,
        "transport": "streamable-http"
      },
      "latency_ms": 28.64,
      "status": "warning"
    },
    "utility_coverage_probe": {
      "details": {
        "completions": {
          "advertised": false,
          "live_probe": "not_executed",
          "sample_target": null
        },
        "initialize_capability_keys": [
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        "pagination": {
          "metadata_signal": false,
          "next_cursor_methods": [],
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        },
        "tasks": {
          "advertised": false,
          "http_status": 200,
          "probe_status": "missing"
        }
      },
      "latency_ms": 14.44,
      "status": "missing"
    }
  },
  "failures": {
    "oauth_authorization_server": {
      "reason": "no_authorization_server"
    },
    "oauth_protected_resource": {
      "error": "Client error '404 Not Found' for url 'https://mcp.cityparity.com/.well-known/oauth-protected-resource'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "https://mcp.cityparity.com/.well-known/oauth-protected-resource"
    },
    "openid_configuration": {
      "reason": "no_authorization_server"
    },
    "server_card": {
      "error": "Client error '404 Not Found' for url 'https://mcp.cityparity.com/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "https://mcp.cityparity.com/.well-known/mcp/server-card.json"
    }
  },
  "remote_url": "https://mcp.cityparity.com/mcp",
  "server_card_payload": null,
  "server_identifier": "summerstateofmind/cityparity"
}
Capabilities
Use-case taxonomy
search productivity healthcare
Transport compliance drilldown
Probe status
Warning
Transport
streamable-http
Session header
no
Protocol header
no
Bad protocol response
400
DELETE teardown
n/a
Expired session retry
n/a
Last-Event-ID visible
no

Issues: missing_session_id, missing_protocol_header

Request association
Status
Missing
Advertised capabilities
none
Observed idle methods
none
Violating methods
none
Probe HTTP status
n/a
Issues
none
Connector replay
Status
OK
Backward compatible
Would break after refresh
Added tools
none
Removed tools
none
Additive output changes
none
Required-argument replay breaks
ToolAdded required argsRemoved required args
No required-argument replay breaks detected.
Output-schema replay breaks
ToolRemoved propertiesAdded properties
No output-schema replay breaks detected.