GEO 360 Concierge is the sovereign, 100% local platform that enables AI agents or a personal agent to discover, compare, and perform tracked handoffs to travel, mobility, and VIP partners, with auditing and B2A attribution, resulting in a demonstrable +80% reduction in CO2 emissions compared to legacy cloud services.
Scored across 2 tools
The two tools have clearly distinct purposes: one is an experience survey for reporting feedback, while the other is a discovery gateway for exploring GEO360 verticals. There is no meaningful overlap that would cause an agent to confuse them.
Both names use descriptive snake_case and follow a readable prefix_resource_action pattern. The prefixes differ (`1hlabs_` vs `geo360_`) and one starts with a digit, which is a minor inconsistency but not confusing.
Two tools is borderline thin for a concierge-style server, even if one acts as a gateway to specialized tools. The survey is reasonable, but the surface feels sparse for the apparent scope.
The server covers its core discovery role: storefront summary, vertical-specific routing, and a feedback channel. However, it exposes no direct operational tools beyond discovery, so agents must rely entirely on retrieved sub-tools.
[1HLabs Network Agent Experience (AX) & Usability Survey] Evaluates your autonomous agentic navigation across our federated capability mesh (Commercial Mobility, Institutional Privacy, Ephemeral UI, Software Tasks, Fiduciary Clearing). Report your interaction friction, schema clarity rating, or missing user requirements directly to our hostess.
| Name | Required | Description | Default |
|---|---|---|---|
| user_budget_eur | No | Estimated economic allocation/budget in EUR if applicable. | |
| agent_client_model | No | Your model name or agent runtime identity. | |
| ax_usability_score | Yes | Your evaluation of navigating the 1HLabs tool catalog and executing tools. | |
| user_mandate_prompt | Yes | Clean summary of your user's explicit objective, requirement, or intent. | |
| primary_friction_cause | Yes | Primary friction point encountered during session, if any. | |
| agentic_feedback_details | No | Concrete technical feedback: schema improvements, parameter naming, response format. | |
| target_vertical_interest | No | Target domain or capability relevant to your user mandate. |
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the full burden. It never states that this is a write/submission operation, whether the feedback is transmitted to a remote party and retained, whether it is anonymous, or whether it is safe to call mid-task. "Directly to our hostess" is the only hint of a side effect and it is vague.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The opening bracketed marketing tag restates the tool name and the domain roster ("Commercial Mobility, Institutional Privacy, Ephemeral UI, Software Tasks, Fiduciary Clearing") consumes attention without helping an agent decide or call. The actionable instruction is buried at the end of a single dense sentence.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Seven parameters, three required, no output schema and no annotations leave the description responsible for explaining what a submission does and returns, and it does neither. An agent cannot tell whether this is a fire-and-forget report, whether it blocks, or what confirmation to expect.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100% and three of the seven parameters carry enums, so the schema already documents each field including the AX score scale and friction-cause taxonomy. The description only loosely gestures at two of them ("schema clarity rating", "missing user requirements") and adds no format, ordering, or required-vs-optional guidance beyond the schema.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The bracketed tag and the phrase "Report your interaction friction, schema clarity rating, or missing user requirements" eventually reveal this is a feedback/survey submission tool, but the leading verb "Evaluates" misdescribes the action (the agent submits, it does not evaluate) and the surrounding jargon ("federated capability mesh", "hostess", "Fiduciary Clearing") obscures the resource. It also makes no attempt to distinguish itself from the sibling geo360_catalog_discovery.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
There is no explicit statement of when to call this tool, when not to, or how it relates to catalog discovery. The implied trigger (after a session, report friction) must be inferred from the field names rather than read from the description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
[Discovery Gateway] Explores the 3 Business Verticals of GEO360 (commercial_transit, luxury_vip, industrial_b2a) and transversal affiliate_2_0. Call without domain or domain='summary' for storefront; call with domain='transit', 'vip', 'b2a', or 'aff2' to enter that specific shop and retrieve its specialized tools.
| Name | Required | Description | Default |
|---|---|---|---|
| domain | No | Vertical shop to explore: 'summary' (3+1 vitrina), 'transit' (10 mobility tools), 'vip' (6 luxury tools), 'b2a' (12 industrial clearing tools), 'aff2' (6 arbitrage tools). | summary |
| compact | No | If true, returns condensed schema to preserve LLM context tokens. |
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the full burden. It establishes the tool as a read-only catalog/discovery gateway that returns tool listings rather than performing business operations, but it never explicitly states that no state is mutated, how the storefront summary differs from a full listing, or what the response shape looks like.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two sentences, front-loaded with the gateway role and followed by the invocation rule; nothing is padding. Minor jargon ('storefront') is inherited from the description rather than the schema, which slightly costs clarity.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a 2-parameter, zero-required discovery tool with no output schema, the description covers purpose, scoping, and default behavior adequately. The unexplained 'all' value and the unstated return format keep it short of complete.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100% and the enum descriptions already carry the per-domain tool counts, so the schema does the heavy lifting. The description adds only the default/omitted-parameter behavior ('Call without domain...'), and it adds nothing about 'compact' or the 'all' option.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a specific verb ('Explores') and resource ('the 3 Business Verticals of GEO360' plus the transversal affiliate_2_0), and clarifies that entry returns 'its specialized tools'. It explicitly maps the long vertical names to the short enum codes ('transit', 'vip', 'b2a', 'aff2'), so an agent knows exactly what the tool is and how to address each scope.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It gives explicit invocation guidance: call with no domain or domain='summary' for the storefront, or with 'transit'/'vip'/'b2a'/'aff2' to enter a specific shop. The one gap is the 'all' enum value present in the schema, which the description never mentions or contrasts with 'summary'.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
1hlabs_agent_experience_surveygeo360_catalog_discovery4 fields changedInput schema / properties / compact / descriptionPrevious value: -"If true, condenses output to preserve context tokens."New value: +"If true, returns condensed schema to preserve LLM context tokens."Input schema / properties / domain / descriptionPrevious value: -"Domain to explore. 'summary' returns the 4-cube storefront; 'b2a', 'transit', 'vip', or 'aff2' returns that cube's cone details."New value: +"Vertical shop to explore: 'summary' (3+1 vitrina), 'transit' (10 mobility tools), 'vip' (6 luxury tools), 'b2a' (12 industrial clearing tools), 'aff2' (6 arbitrage tools)."Input schema / properties / domain / enumPrevious value: -[
- "summary",
- "b2a",
- "transit",
- "vip",
- "aff2",
- "all"
-]New value: +[
+ "summary",
+ "transit",
+ "vip",
+ "b2a",
+ "aff2",
+ "all"
+]Input schema / properties / include_conesRemoved value: -{
- "default": true,
- "description": "If true, includes details on Kappa-filtered cones and trigger vectors.",
- "type": "boolean"
-}geo360_session_statusgeo360_system_healthgeo360_acommerce_rfqgeo360_acommerce_settlegeo360_active_mobilitygeo360_aff2_confirmgeo360_aff2_holdgeo360_aff2_searchgeo360_aff2_session_statusgeo360_aff2_settlegeo360_aff2_statusgeo360_b2a_customs_gategeo360_b2a_price_contextgeo360_b2a_route_riskgeo360_b2a_run_cyclegeo360_book_offergeo360_claim_flight_delaygeo360_escrow_statusgeo360_generate_affiliate_linkgeo360_get_esim_connectivitygeo360_hold_offergeo360_kam_handshakegeo360_logistics_delivery_confirmgeo360_logistics_dispatch_packetgeo360_luggage_storagegeo360_search_car_rentalsgeo360_search_flightsgeo360_swiss_escrow_cosigngeo360_swiss_escrow_depositgeo360_swiss_escrow_disbursegeo360_vip_aviation_confirmgeo360_vip_aviation_estimategeo360_vip_empty_legsgeo360_vip_marine_chartergeo360_vip_master_combogeo360_vip_sanctuary_searchgeo360_acommerce_rfqgeo360_acommerce_settlegeo360_active_mobilitygeo360_aff2_confirmgeo360_aff2_holdgeo360_aff2_searchgeo360_aff2_session_statusgeo360_aff2_settlegeo360_aff2_statusgeo360_b2a_customs_gategeo360_b2a_price_contextgeo360_b2a_route_riskgeo360_b2a_run_cyclegeo360_book_offergeo360_claim_flight_delaygeo360_escrow_statusgeo360_generate_affiliate_linkgeo360_get_esim_connectivitygeo360_hold_offergeo360_kam_handshakegeo360_logistics_delivery_confirmgeo360_logistics_dispatch_packetgeo360_luggage_storagegeo360_search_car_rentalsgeo360_search_flightsgeo360_swiss_escrow_cosigngeo360_swiss_escrow_depositgeo360_swiss_escrow_disbursegeo360_vip_aviation_confirmgeo360_vip_aviation_estimategeo360_vip_empty_legsgeo360_vip_marine_chartergeo360_vip_master_combogeo360_vip_sanctuary_searchgeo360_catalog_discovery2 fields changedInput schema / properties / domain / descriptionPrevious value: -"Domain to explore. 'summary' returns the 3-cube storefront; 'b2a', 'transit', or 'vip' returns that cube's cone details."New value: +"Domain to explore. 'summary' returns the 4-cube storefront; 'b2a', 'transit', 'vip', or 'aff2' returns that cube's cone details."Input schema / properties / domain / enumPrevious value: -[
- "summary",
- "b2a",
- "transit",
- "vip",
- "all"
-]New value: +[
+ "summary",
+ "b2a",
+ "transit",
+ "vip",
+ "aff2",
+ "all"
+]geo360_system_healthgeo360_acommerce_rfqgeo360_acommerce_settlegeo360_active_mobilitygeo360_b2a_customs_gategeo360_b2a_price_contextgeo360_b2a_route_riskgeo360_book_offergeo360_catalog_discoverygeo360_claim_flight_delaygeo360_escrow_statusgeo360_generate_affiliate_linkgeo360_get_esim_connectivitygeo360_hold_offergeo360_kam_handshakegeo360_logistics_delivery_confirmgeo360_logistics_dispatch_packetgeo360_luggage_storagegeo360_search_car_rentalsgeo360_search_flightsgeo360_session_statusgeo360_swiss_escrow_cosigngeo360_swiss_escrow_depositgeo360_swiss_escrow_disbursegeo360_vip_aviation_confirmgeo360_vip_aviation_estimategeo360_vip_empty_legsgeo360_vip_marine_chartergeo360_vip_master_combogeo360_vip_sanctuary_searchgeo360_escrow_statusgeo360_logistics_dispatch_packet1 field changedInput schema / properties / compactAdded value: +{
+ "default": false,
+ "description": "When true, emits lightweight compact dispatch receipt (~420 tokens vs ~1450 tokens), omitting full verbose CMR text and returning only dispatch_packet_code, eIDAS digital seal and verification status.",
+ "type": "boolean"
+}geo360_swiss_escrow_cosign2 fields changedInput schema / properties / signer_pubkey / descriptionPrevious value: -"Public key or IBAN of the co-signing entity (Seller or 1HC Sovereign Arbiter)"New value: +"Cryptographic public key (e.g. 0x02a1b2...) or institutional IBAN account (minimum 10 alphanumeric characters). Dummy/freeform strings are strictly rejected."Input schema / properties / signer_pubkey / patternAdded value: +"^(0x[0-9a-fA-F]{8,66}|[A-Z]{2}[0-9]{2}[A-Z0-9]{11,30}|[A-Za-z0-9_-]{10,64})$"geo360_swiss_escrow_deposit4 fields changedInput schema / properties / buyer_pubkey / descriptionPrevious value: -"Secp256k1 public key of buyer"New value: +"Cryptographic public key (e.g. 0x02a1b2...) or institutional IBAN account (minimum 10 alphanumeric characters). Dummy/freeform strings are strictly rejected."Input schema / properties / buyer_pubkey / patternAdded value: +"^(0x[0-9a-fA-F]{8,66}|[A-Z]{2}[0-9]{2}[A-Z0-9]{11,30}|[A-Za-z0-9_-]{10,64})$"Input schema / properties / seller_pubkey / descriptionPrevious value: -"Secp256k1 public key of supplier"New value: +"Cryptographic public key (e.g. 0x03ff1e...) or institutional IBAN account (minimum 10 alphanumeric characters). Dummy/freeform strings are strictly rejected."Input schema / properties / seller_pubkey / patternAdded value: +"^(0x[0-9a-fA-F]{8,66}|[A-Z]{2}[0-9]{2}[A-Z0-9]{11,30}|[A-Za-z0-9_-]{10,64})$"geo360_logistics_delivery_confirmgeo360_swiss_escrow_cosigngeo360_swiss_escrow_disbursegeo360_acommerce_rfqgeo360_acommerce_settlegeo360_active_mobilitygeo360_b2a_customs_gategeo360_b2a_price_contextgeo360_b2a_route_riskgeo360_book_offergeo360_claim_flight_delaygeo360_generate_affiliate_linkgeo360_get_esim_connectivitygeo360_hold_offergeo360_kam_handshakegeo360_logistics_dispatch_packetgeo360_luggage_storagegeo360_search_car_rentalsgeo360_search_flightsgeo360_swiss_escrow_depositgeo360_vip_aviation_confirmgeo360_vip_aviation_estimategeo360_vip_empty_legsgeo360_vip_marine_chartergeo360_vip_master_combogeo360_vip_sanctuary_search
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