{ "automatic_evidence_credit": false, "captures": [], "change_log": [ { "after_hash": "88c4f82d897673a8bce4127730f1ee415d30c5b816dbea206cd402602ca1b569", "before_hash": "88c4f82d897673a8bce4127730f1ee415d30c5b816dbea206cd402602ca1b569", "diff": { "changes": [ { "compatibility_class": "INFO", "fact": "Declared provider, version, model, operator or AI self-disclosure changed", "kind": "DECLARED_INGREDIENTS_CHANGED", "path": "$.declared_ingredients_changed", "security_relevant_field": false } ], "classified": true, "counts_by_class": { "BREAKING": 0, "INFO": 1, "NON_BREAKING": 0 }, "taxonomy_version": null, "total": 1, "truncated": false }, "entry_sha256": "9e58c2a3c531e9e3a825e1e6603978b7b7f1ed8a86dd01e0d6c71327da0cc6eb", "evidence_class": "FACT_CHANGE", "labels": [ "DECLARED_INGREDIENTS_CHANGED" ], "observed_at_utc": "2026-10-12T01:12:50Z", "previous_entry_sha256": "af4203fdf388c0a0db6dce56870fef4a18c76f0157baf9a9f79b56717bb5dc0b", "receipt_id": null, "receipt_url": null, "sequence": 25627, "target_id": "obs_e5ad7295a34ff6f1902f6329", "target_kind": "MCP_REMOTE", "target_locator": "https://www.hemmabo.com/mcp" }, { "after_hash": "88c4f82d897673a8bce4127730f1ee415d30c5b816dbea206cd402602ca1b569", "before_hash": "9fa66f9ac4b8c8338c23f611c1ab8709f18d8d495a8a6700ef7ecd74b3733f8b", "diff": { "changes": [ { "compatibility_class": "BREAKING", "fact": "tool removed", "kind": "TOOL_REMOVED", "path": "tools[get_verified_stay_offer]", "security_relevant_field": false }, { "compatibility_class": "BREAKING", "fact": "tool removed", "kind": "TOOL_REMOVED", "path": "tools[hemmabo_host_onboarding_link]", "security_relevant_field": false }, { "compatibility_class": "BREAKING", "fact": "tool removed", "kind": "TOOL_REMOVED", "path": "tools[hemmabo_host_readiness_check]", "security_relevant_field": false }, { "compatibility_class": "BREAKING", "fact": "tool removed", "kind": "TOOL_REMOVED", "path": "tools[hemmabo_search_availability]", "security_relevant_field": false }, { "compatibility_class": "BREAKING", "fact": "tool removed", "kind": "TOOL_REMOVED", "path": "tools[verify_vacation_rental_node]", "security_relevant_field": false }, { "compatibility_class": "NON_BREAKING", "fact": "tool added", "kind": "TOOL_ADDED", "path": "tools[hemmabo_check_availability]", "security_relevant_field": false }, { "compatibility_class": "NON_BREAKING", "fact": "tool added", "kind": "TOOL_ADDED", "path": "tools[hemmabo_check_host_readiness]", "security_relevant_field": false }, { "compatibility_class": "NON_BREAKING", "fact": "tool added", "kind": "TOOL_ADDED", "path": "tools[hemmabo_get_host_onboarding_link]", "security_relevant_field": false }, { "compatibility_class": "NON_BREAKING", "fact": "tool added", "kind": "TOOL_ADDED", "path": "tools[vrp_get_verified_stay_offer]", "security_relevant_field": false }, { "compatibility_class": "NON_BREAKING", "fact": "tool added", "kind": "TOOL_ADDED", "path": "tools[vrp_verify_node]", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[hemmabo_search_properties].description", "security_relevant_field": false } ], "classified": true, "counts_by_class": { "BREAKING": 5, "INFO": 1, "NON_BREAKING": 5 }, "taxonomy_version": "1.0.0", "total": 11, "truncated": false }, "entry_sha256": "af4203fdf388c0a0db6dce56870fef4a18c76f0157baf9a9f79b56717bb5dc0b", "evidence_class": "MANIFEST_CHANGE", "labels": [ "MANIFEST_CHANGED", "TOOL_LIST_OR_TOOL_TEXT_CHANGED" ], "observed_at_utc": "2026-10-12T01:12:50Z", "previous_entry_sha256": "551b04b006e6a617ad15d8dbfd2313d6222389371f17e24ed8398eb80a8c9c25", "receipt_id": "717d12ae-1454-5c73-983e-3a0529cbede5", "receipt_url": "https://www.gaipagents.com/v1/free/receipts/717d12ae-1454-5c73-983e-3a0529cbede5", "sequence": 25626, "target_id": "obs_e5ad7295a34ff6f1902f6329", "target_kind": "MCP_REMOTE", "target_locator": "https://www.hemmabo.com/mcp" }, { "after_hash": "9fa66f9ac4b8c8338c23f611c1ab8709f18d8d495a8a6700ef7ecd74b3733f8b", "before_hash": "614d978d0c55f81bc6105f31abb1f94b4083302e055d176224d209bf9bebcd38", "diff": { "changes": [], "classified": true, "counts_by_class": { "BREAKING": 0, "INFO": 0, "NON_BREAKING": 0 }, "taxonomy_version": "1.0.0", "total": 0, "truncated": false }, "entry_sha256": "965f068dd68c98ff2c6791e07bf397d99abfcf5828057d84ac1daf627daf1f4d", "evidence_class": "MANIFEST_CHANGE", "labels": [ "MANIFEST_CHANGED" ], "observed_at_utc": "2026-10-08T20:05:05Z", "previous_entry_sha256": "51831a30ced3f528a1028bf98d4bb95f351e9276c08fec75ab385947d5905c37", "receipt_id": "145a0d9a-023f-586a-bff9-71442833c709", "receipt_url": "https://www.gaipagents.com/v1/free/receipts/145a0d9a-023f-586a-bff9-71442833c709", "sequence": 20416, "target_id": "obs_e5ad7295a34ff6f1902f6329", "target_kind": "MCP_REMOTE", "target_locator": "https://www.hemmabo.com/mcp" }, { "after_hash": "614d978d0c55f81bc6105f31abb1f94b4083302e055d176224d209bf9bebcd38", "before_hash": "04036865f8c43f9a39596defd68acf041cb299e0f5ef5d13ccf0052176be624a", "diff": { "changes": [ { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[hemmabo_host_onboarding_link].description", "security_relevant_field": false } ], "classified": true, "counts_by_class": { "BREAKING": 0, "INFO": 1, "NON_BREAKING": 0 }, "taxonomy_version": "1.0.0", "total": 1, "truncated": false }, "entry_sha256": "e8c452990716a462cadbedbd5d56278c3eda5c54c98e5fd39e8174c31e92629f", "evidence_class": "MANIFEST_CHANGE", "labels": [ "MANIFEST_CHANGED", "TOOL_LIST_OR_TOOL_TEXT_CHANGED" ], "observed_at_utc": "2026-10-06T16:50:29Z", "previous_entry_sha256": "99a4e0f9ccca9fa01d9b237b0b58ef0a28c64618756a7d10b4c1d36b440aaf8e", "receipt_id": "89d4eff8-ef16-562c-83bc-8d9c55a03c15", "receipt_url": "https://www.gaipagents.com/v1/free/receipts/89d4eff8-ef16-562c-83bc-8d9c55a03c15", "sequence": 18600, "target_id": "obs_e5ad7295a34ff6f1902f6329", "target_kind": "MCP_REMOTE", "target_locator": "https://www.hemmabo.com/mcp" }, { "after_hash": "04036865f8c43f9a39596defd68acf041cb299e0f5ef5d13ccf0052176be624a", "before_hash": "815841e94b2b9818e06fa96858b6ec8095461b821025fa2d5ea7c0f3ac316b44", "diff": { "changes": [ { "compatibility_class": "BREAKING", "fact": "version major", "kind": "VERSION_MAJOR", "path": "version", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "description changed", "kind": "DESCRIPTION_CHANGED", "path": "description", "security_relevant_field": false } ], "classified": true, "counts_by_class": { "BREAKING": 1, "INFO": 1, "NON_BREAKING": 0 }, "taxonomy_version": "1.0.0", "total": 2, "truncated": false }, "entry_sha256": "c5b05dabf6f165512c8e7b3512b2e3d3efdb547c84be296767c2d12c07f8fe71", "evidence_class": "MANIFEST_CHANGE", "labels": [ "MANIFEST_CHANGED" ], "observed_at_utc": "2026-10-05T15:14:20Z", "previous_entry_sha256": "f0a7ca6aca1d2dcb166b8a55e35ec474f1b7945cdc803ba8632dd647416f6738", "receipt_id": "41199b4c-7747-59d7-8ab5-b9b9ab8c288b", "receipt_url": "https://www.gaipagents.com/v1/free/receipts/41199b4c-7747-59d7-8ab5-b9b9ab8c288b", "sequence": 17118, "target_id": "obs_e5ad7295a34ff6f1902f6329", "target_kind": "MCP_REMOTE", "target_locator": "https://www.hemmabo.com/mcp" }, { "after_hash": "815841e94b2b9818e06fa96858b6ec8095461b821025fa2d5ea7c0f3ac316b44", "before_hash": "06094985e9011f16278a3463bda8ba181de626015827eb373d4f68a9a2f4f574", "diff": { "changes": [ { "compatibility_class": "BREAKING", "fact": "tool removed", "kind": "TOOL_REMOVED", "path": "tools[hemmabo_booking_cancel]", "security_relevant_field": false }, { "compatibility_class": "BREAKING", "fact": "tool removed", "kind": "TOOL_REMOVED", "path": "tools[hemmabo_booking_checkout]", "security_relevant_field": false }, { "compatibility_class": "BREAKING", "fact": "tool removed", "kind": "TOOL_REMOVED", "path": "tools[hemmabo_booking_create]", "security_relevant_field": false }, { "compatibility_class": "BREAKING", "fact": "tool removed", "kind": "TOOL_REMOVED", "path": "tools[hemmabo_booking_negotiate]", "security_relevant_field": false }, { "compatibility_class": "BREAKING", "fact": "tool removed", "kind": "TOOL_REMOVED", "path": "tools[hemmabo_booking_quote]", "security_relevant_field": false }, { "compatibility_class": "BREAKING", "fact": "tool removed", "kind": "TOOL_REMOVED", "path": "tools[hemmabo_booking_reschedule]", "security_relevant_field": false }, { "compatibility_class": "BREAKING", "fact": "tool removed", "kind": "TOOL_REMOVED", "path": "tools[hemmabo_booking_status]", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[get_verified_stay_offer].description", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[hemmabo_host_onboarding_link].description", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[hemmabo_host_readiness_check].description", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[hemmabo_search_properties].description", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[verify_vacation_rental_node].description", "security_relevant_field": false } ], "classified": true, "counts_by_class": { "BREAKING": 7, "INFO": 5, "NON_BREAKING": 0 }, "taxonomy_version": "1.0.0", "total": 12, "truncated": false }, "entry_sha256": "b1c96486e0c420a4b8e22bc14449d4f856c5011cc65396e784defc943c015215", "evidence_class": "MANIFEST_CHANGE", "labels": [ "MANIFEST_CHANGED", "TOOL_LIST_OR_TOOL_TEXT_CHANGED" ], "observed_at_utc": "2026-10-03T11:53:59Z", "previous_entry_sha256": "5c7c16cfd55645accfceac093d0897cfdff7f5076f7ed1c209449112996b8a2a", "receipt_id": "de4ad7c2-2e21-5f1a-ab37-6a075ef789bb", "receipt_url": "https://www.gaipagents.com/v1/free/receipts/de4ad7c2-2e21-5f1a-ab37-6a075ef789bb", "sequence": 8253, "target_id": "obs_e5ad7295a34ff6f1902f6329", "target_kind": "MCP_REMOTE", "target_locator": "https://www.hemmabo.com/mcp" } ], "check_outcomes": { "ask": { "changed_since": "https://www.gaipagents.com/v1/free/observatory/changed-since?url=", "changes_and_reachability": "https://www.gaipagents.com/v1/free/changes/subscribe?url=", "conformance": "https://www.gaipagents.com/v1/free/conformance/check?url=" }, "published": false, "why": "Outcomes of GAIP's own checks (whether the endpoint answered, HTTP status, response time, conformance findings) are given only to a caller who asks about the URL, never on a public page, list or feed. The same applies to every target." }, "conformance": { "findings": "GIVEN_TO_CALLER_ONLY", "meaning": "The rule catalogue this manifest was read against at the observed time. The finding codes go only to a caller who checks the URL (check_outcomes.ask.conformance).", "observed_at_utc": "2026-10-12T01:12:50Z", "protocol": "MCP", "rule_catalogue_route": "/v1/free/knowledge/conformance-rules", "rule_catalogue_version": "1.0.0" }, "corrections": { "contact": "https://www.gaipagents.com/contact", "exclusion": "https://www.gaipagents.com/v1/free/observatory/corrections/exclusion", "opt_out": "POST kind OPT_OUT to the route; the target is withdrawn from public view at once (a pause). The site's owner makes it permanent at https://www.gaipagents.com/v1/free/observatory/corrections/exclusion.", "queued_for_review": 0, "route": "https://www.gaipagents.com/v1/free/observatory/corrections" }, "declared_derivations": { "data_appetite": { "categories": {}, "fields_read": 32, "observed_at_utc": "2026-10-12T01:12:50Z", "tools_read": 6 }, "dependency_domains": [ { "domain": "github.com", "roles": [ "repository" ] } ], "last_observed_at_utc": "2026-10-12T01:12:50Z", "meaning": "Derived by GAIP from what this agent declared, at the stated time: the categories of data its tools' input fields ask for (counts, by keyword rules gaip.data-appetite-rules.v1), the outside domains its declarations point to, and the operator as the agent itself publishes it. Facts about declarations, not an assessment of the agent or its operator.", "operator": { "as_published": "com.hemmabo", "source_kind": "registry_namespace_domain" }, "rules_version": "gaip.data-appetite-rules.v1", "schema_version": "gaip.declared-derivations.v1" }, "latest": { "baseline_at_utc": "2026-10-01T12:14:27Z", "manifest_sha256": "88c4f82d897673a8bce4127730f1ee415d30c5b816dbea206cd402602ca1b569", "observed_at_utc": "2026-10-12T01:12:50Z" }, "metadata_signals": { "meaning": "Pattern rules are published only as aggregate rates across all observed targets (see the summary), never per party. GAIP issues no overall verdict and does not rank parties.", "overall_verdict": null, "per_target_results": null, "published": "AGGREGATE_ONLY_IN_SUMMARY", "rules": [ { "rationale": "Zero-width, bidirectional-control and Unicode tag characters are not visible to a human reader but are read by language models. GAIP reports whether any occur; many have ordinary uses.", "rule_id": "OBS-SIG-001", "title": "Invisible or bidirectional-control Unicode characters in names or descriptions" }, { "rationale": "Tool and skill descriptions are read by models. GAIP reports whether a description contains phrases shaped like instructions to a model (the patterns in GAIP's public conformance rule catalogue, plus the phrases listed in the Observatory method). Such phrases can be benign.", "rule_id": "OBS-SIG-002", "title": "Instruction-like text in descriptions" }, { "rationale": "When a description refers to a tool name that only a different observed server publishes, a model using both servers may connect the two. GAIP reports whether such a reference occurs; shared names are common and often coincidental.", "rule_id": "OBS-SIG-003", "title": "Description names a tool published by a different observed server" }, { "rationale": "Declared OAuth scopes whose names contain wildcard or whole-account wording (*, all, admin, root, full) request wide access by name. GAIP reports whether such a scope name is declared; it does not know what the scope grants.", "rule_id": "OBS-SIG-004", "title": "Declared authorization scopes with broad-access wording" } ], "third_party_scanners": [ { "name": "Snyk agent-scan (formerly Invariant Labs mcp-scan)", "status": "NOT_RUN", "url": "https://github.com/snyk/agent-scan" }, { "name": "Cisco AI Defense MCP Scanner", "status": "NOT_RUN", "url": "https://github.com/cisco-ai-defense/mcp-scanner" } ] }, "method": "https://www.gaipagents.com/observatory", "notice": "Facts observed by GAIP at the stated time (UTC); they may be out of date. This is not an assessment of safety, quality, security, legality or trustworthiness of any party, and not a recommendation. To request a correction, add a right of reply or opt out, POST to https://www.gaipagents.com/v1/free/observatory/corrections or use https://www.gaipagents.com/contact.", "price_gbp": 0, "schema_version": "gaip.observatory.v1.target", "silent_changes_last_30_days": { "days": 30, "entries_read_at_most": 200, "kinds": [], "line": null, "meaning": "Weeks (ISO) in which GAIP recorded a change to the agent's declared tools or interface (tools added or removed, descriptions re-worded, input or output schema, behaviour labels, sign-in, terms or prices, endpoint host) and no declared version (registry or card version, serverInfo.version) moved that week. A week whose version movement is not recorded is not counted. Dated facts from the public change log; not an assessment of the agent.", "weeks": [], "weeks_with_silent_changes": 0 }, "snapshot": { "capabilities": [ "prompts", "resources", "tools" ], "description": "6 runtime tools: 2 HemmaBo tools, 2 host onboarding tools, and 2 VRP verification tools. Not an OTA.", "name": "com.hemmabo/hemmabo-mcp-server", "parts": [ "registry_server_json", "mcp_initialize_tools_list" ], "protocol": "MCP", "protocolVersion": "2025-03-26", "public_copy": "Text excerpts of at most 300 characters; input schemas and security schemes as SHA-256 and size only.", "remotes": [ { "type": "streamable-http", "url": "https://www.hemmabo.com/mcp" } ], "scopes": [], "serverInfo": { "name": "hemmabo-mcp-server", "version": "6.0.0" }, "title": "HemmaBo Host Booking Engine", "tools": [ { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Check Availability" }, "description": "Use this tool to answer \"is it free these dates?\" for one known propertyId \u2014 a yes/no with conflict details, no signed price. For the final quoted price and booking link, use vrp_get_verified_stay_offer with the host domain instead. Never present this tool's numbers as the final price. Check whether", "inputSchema": { "bytes": 1171, "published": "HASH_ONLY", "sha256": "0503b5e34bb65af152688557c4ff743bbdf1cc2266d333b9b9656afa4a0cac26" }, "name": "hemmabo_check_availability", "title": "Check Availability" }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Host Readiness Check" }, "description": "Use this tool when a host is still EVALUATING whether HemmaBo fits; use hemmabo_get_host_onboarding_link only when the host has decided and wants to start. Never call both in the same turn \u2014 this tool's next_step already contains the same onboarding URL. Read-only fit check for a vacation-rental hos", "inputSchema": { "bytes": 2441, "published": "HASH_ONLY", "sha256": "1d45e4b42219eb920e724acebcc51d03863efffe29f119cab2fe3bb888bcda57" }, "name": "hemmabo_check_host_readiness", "title": "Host Readiness Check" }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Host Onboarding Link" }, "description": "Use this tool only when the host has already decided to start; if the host is still evaluating, use hemmabo_check_host_readiness instead \u2014 it returns the same onboarding URL in next_step. Never call both in the same turn. Return a safe HemmaBo onboarding handoff URL for a vacation-rental host who wa", "inputSchema": { "bytes": 1188, "published": "HASH_ONLY", "sha256": "9a49c30a55329dc46430632d6766f22801b089a624008b1c8c7be6fe9bbf7611" }, "name": "hemmabo_get_host_onboarding_link", "title": "Host Onboarding Link" }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Search Properties" }, "description": "Search available vacation rental properties by location and travel dates. Use when the user wants to find or browse places to stay. Discovery only \u2014 call vrp_get_verified_stay_offer with the host domain and same dates before the final answer so the client can render the verified stay offer widget; n", "inputSchema": { "bytes": 1462, "published": "HASH_ONLY", "sha256": "7eb060254ad76838e76bc425da6e1f6217a33374884a8ae92e0a7ae9f96d7d73" }, "name": "hemmabo_search_properties", "title": "Search Properties" }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": true, "readOnlyHint": true, "title": "Get Verified Stay Offer" }, "description": "Use this tool for the final, host-signed price and booking link for exact dates \u2014 the only numbers an agent may quote. For a bare availability yes/no on a propertyId, hemmabo_check_availability is lighter and sufficient. 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