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"truncated": false }, "entry_sha256": "8cec2e4c25b2a13e9e175652c7756d1fdf9dbb124af74a31ed02091de21330d9", "evidence_class": "MANIFEST_CHANGE", "labels": [ "MANIFEST_CHANGED" ], "observed_at_utc": "2026-10-14T18:09:41Z", "previous_entry_sha256": "4dc6983463891f669ee5670d649c325f4e5e08dffe632d2c32ec934fdf4ccf9c", "receipt_id": "ad7125b9-ac38-576b-979d-f02a28b89e90", "receipt_url": "https://www.gaipagents.com/v1/free/receipts/ad7125b9-ac38-576b-979d-f02a28b89e90", "sequence": 29907, "target_id": "obs_601df34028837c11557f8674", "target_kind": "MCP_REMOTE", "target_locator": "https://leadmarina.com/api/mcp" }, { "after_hash": "28a5588f540b1bcfba4ef54e2ae8fd804913e547e3c10f55c65811e43b0cb797", "before_hash": "f810c5fe711d94fe0f0ab0b3d6d77ea5cc74e4d033121351e1d6beb3e6e4c045", "diff": { "changes": [ { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[create_automation].description", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[enrich_domains].description", "security_relevant_field": false } ], "classified": true, "counts_by_class": { "BREAKING": 0, "INFO": 2, "NON_BREAKING": 0 }, "taxonomy_version": "1.0.0", "total": 2, "truncated": false }, "entry_sha256": "6e1d622504b95310756a76d5ffec8c6f85eb29421ac9bce4793752af968abb12", "evidence_class": "MANIFEST_CHANGE", "labels": [ "MANIFEST_CHANGED", "TOOL_LIST_OR_TOOL_TEXT_CHANGED" ], "observed_at_utc": "2026-10-13T17:51:57Z", "previous_entry_sha256": "711f0d92025f35704b1bf113492fcb8c125880e6cf41513d3090e4d843d7054e", "receipt_id": "726531f6-c3b4-59f2-9352-0d75fbd745c1", "receipt_url": "https://www.gaipagents.com/v1/free/receipts/726531f6-c3b4-59f2-9352-0d75fbd745c1", "sequence": 29116, "target_id": "obs_601df34028837c11557f8674", "target_kind": "MCP_REMOTE", "target_locator": "https://leadmarina.com/api/mcp" }, { "after_hash": "f810c5fe711d94fe0f0ab0b3d6d77ea5cc74e4d033121351e1d6beb3e6e4c045", "before_hash": "975a5fd9988d9dfc844f426b892be779c4208ae45ccba6cae305967037406968", "diff": { "changes": [ { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[create_automation].description", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[enrich_domains].description", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[export_leads].description", "security_relevant_field": false }, { "compatibility_class": "NON_BREAKING", "fact": "input field added", "kind": "INPUT_FIELD_ADDED", "path": "tools[export_leads].inputSchema.properties[cursor]", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[query_leads].description", "security_relevant_field": false }, { "compatibility_class": "NON_BREAKING", "fact": "input field added", "kind": "INPUT_FIELD_ADDED", "path": "tools[query_leads].inputSchema.properties[search_id]", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[search_leads].description", "security_relevant_field": false } ], "classified": true, "counts_by_class": { "BREAKING": 0, "INFO": 5, "NON_BREAKING": 2 }, "taxonomy_version": "1.0.0", "total": 7, "truncated": false }, "entry_sha256": "c1ff74df41f0b8438915ee0bf57551049a1f6e12fb9915e7f2d69b374ac99b69", "evidence_class": "MANIFEST_CHANGE", "labels": [ "MANIFEST_CHANGED", "TOOL_LIST_OR_TOOL_TEXT_CHANGED" ], "observed_at_utc": "2026-10-06T14:53:58Z", "previous_entry_sha256": "0644b9a3ff10acbdcd33bf9412cd9294e5fa284f4eba8c52234c295708d80d13", "receipt_id": "f18b4758-c19f-514f-a5b2-9c411d2c5dcd", "receipt_url": "https://www.gaipagents.com/v1/free/receipts/f18b4758-c19f-514f-a5b2-9c411d2c5dcd", "sequence": 18510, "target_id": "obs_601df34028837c11557f8674", "target_kind": "MCP_REMOTE", "target_locator": "https://leadmarina.com/api/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": "2026-10-26T00:47:58Z", "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": 63, "observed_at_utc": "2026-10-26T00:47:58Z", "tools_read": 19 }, "dependency_domains": [], "last_observed_at_utc": "2026-10-26T00:47:58Z", "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.leadmarina", "source_kind": "registry_namespace_domain" }, "rules_version": "gaip.data-appetite-rules.v1", "schema_version": "gaip.declared-derivations.v1" }, "latest": { "baseline_at_utc": "2026-10-01T14:35:48Z", "manifest_sha256": "5a4bfd3108c5a85564d4c5fdd0fefb928345f892be2a3a2c6c89deeacd819240", "observed_at_utc": "2026-10-26T00:47:58Z" }, "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": [ "behaviour_labels_changed", "input_or_output_format_changed", "tool_descriptions_reworded", "tools_added" ], "line": "In the last 30 days its declared tools or interface changed with no declared version change in 2 weeks: 2026-W41 (2026-10-06); 2026-W44 (2026-10-26); kinds: behaviour labels changed, input or output schema changed, tool descriptions re-worded, tools added.", "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": [ { "dates": [ "2026-10-06" ], "kinds": [ "behaviour_labels_changed", "input_or_output_format_changed", "tool_descriptions_reworded" ], "week": "2026-W41" }, { "dates": [ "2026-10-26" ], "kinds": [ "input_or_output_format_changed", "tool_descriptions_reworded", "tools_added" ], "week": "2026-W44" } ], "weeks_with_silent_changes": 2 }, "snapshot": { "capabilities": [ "tools" ], "description": "Verified local-business leads: search any niche + city, query your library, export to your CRM.", "name": "com.leadmarina/leadmarina", "parts": [ "registry_server_json", "mcp_initialize_tools_list" ], "protocol": "MCP", "protocolVersion": "2025-06-18", "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://leadmarina.com/api/mcp" } ], "scopes": [], "serverInfo": { "name": "leadmarina", "version": "1.3.0" }, "title": null, "tools": [ { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": false, "title": "Control an advanced search" }, "description": "action pause or stop takes effect after the batches running now (a queued batch is cancelled and refunded); resume carries on.", "inputSchema": { "bytes": 234, "published": "HASH_ONLY", "sha256": "4b3f4bd38323e1b1f0ecd8909e09def1864aa53bb3325d164c2dc61ee6437dda" }, "name": "control_advanced_search", "title": "Pause, resume or stop an advanced search" }, { "annotations": { "destructiveHint": false, "idempotentHint": false, "openWorldHint": true, "readOnlyHint": false, "title": "Schedule a recurring search" }, "description": "Create an automation: re-run a search on a schedule and send the results somewhere automatically. Pass cities as plain strings (e.g. ['Austin, TX', 'Dallas, TX']) \u2014 they're resolved for you. IT SPENDS LEADS ON EVERY RUN, one per result, so confirm the niche, cities and cadence with the user before c", "inputSchema": { "bytes": 870, "published": "HASH_ONLY", "sha256": "572afdb627fee9663985e555eda030a794ee22a9168b0457aab05ab623d5364a" }, "name": "create_automation", "title": "Schedule a recurring search" }, { "annotations": { "destructiveHint": true, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": false, "title": "Delete an automation" }, "description": "Permanently delete an automation. This cannot be undone \u2014 confirm with the user first, and prefer update_automation with active=false if they only want it to stop for now. Leads already collected by past runs are kept; only the schedule is removed.", "inputSchema": { "bytes": 130, "published": "HASH_ONLY", "sha256": "295aec969f27a829262cb43202c4ed125a4e771e76d15134c8d69aa7685cde54" }, "name": "delete_automation", "title": "Delete an automation" }, { "annotations": { "destructiveHint": false, "idempotentHint": false, "openWorldHint": true, "readOnlyHint": false, "title": "Enrich business domains" }, "description": "Already have businesses? Pass up to 10 website domains to run the full enrichment + verification pipeline on them (verified emails + phones, owner name, socials). Costs 1 lead per distinct domain \u2014 spellings of the same site (acme.com, www.acme.com, https://acme.com/contact) count once. Returns a se", "inputSchema": { "bytes": 170, "published": "HASH_ONLY", "sha256": "8ab8a4b026698e2328a9745b789a9e0d89683f74e410b40f681888278ba9dec3" }, "name": "enrich_domains", "title": "Enrich business domains" }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Estimate an advanced search" }, "description": "What an advanced search (many keywords across many places) would find and how long it would take \u2014 without starting it or spending anything. expected_leads is the most likely number of unique leads (each business is charged once however many keywords or places find it); low\u2013high is the range it land", "inputSchema": { "bytes": 1369, "published": "HASH_ONLY", "sha256": "7c743d9391687d8133e02f47788999b0923b08395c20a7dfbf18a1d23b59ac53" }, "name": "estimate_advanced_search", "title": "Estimate an advanced search" }, { "annotations": { "destructiveHint": false, "idempotentHint": false, "openWorldHint": true, "readOnlyHint": false, "title": "Export leads to a destination" }, "description": "Push leads into a connected destination: 'close' (CRM \u2014 uses the account's saved field mapping), 'ghl' (GoHighLevel sub-account), 'google_sheets' (new spreadsheet, or pass spreadsheet_id for one LeadMarina created before), or a file \u2014 'csv' | 'xlsx' | 'json' (a 7-day download link, also emailed to t", "inputSchema": { "bytes": 1003, "published": "HASH_ONLY", "sha256": "718769ed60360d9e6e0245b6d5637e80e99632b8f726719c5452d4ad6a7aad6c" }, "name": "export_leads", "title": "Export leads to a destination" }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Find places" }, "description": "Where an advanced search can run \u2014 the US and its territories for now. With no arguments: the US and its territories (Puerto Rico, Guam \u2026), with their codes. With country 'US': its states and their codes. With q: US places whose name contains q, with their codes and states \u2014 for run_advanced_search'", "inputSchema": { "bytes": 224, "published": "HASH_ONLY", "sha256": "b927bcc7e2c03760f697ffc1d7752fcd35c555dcd01e51132dd4f7bed0a7d7dd" }, "name": "find_places", "title": "Find US states and places" }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Get an advanced search" }, "description": "One advanced search: status, leads so far, progress by keyword, its top places and the newest batch running now.", "inputSchema": { "bytes": 165, "published": "HASH_ONLY", "sha256": "109ed107dfe1e888d29defc093f3449e4e0e8729767c38deae87a898bf5b162f" }, "name": "get_advanced_search", "title": "Get an advanced search" }, { "annotations": { "destructiveHint": false, "openWorldHint": false, "readOnlyHint": true, "title": "Get lead balance" }, "description": "What the account has left, and when it resets. On a plan with a rate limit (no monthly quota) this is the leads left in the current 7-day period; on a metered plan it is the monthly allotment remaining.", "inputSchema": { "bytes": 33, "published": "HASH_ONLY", "sha256": "efddc7bd8bbcef73a14eb1ace1ffdaec81e518ef1e13c1e9271d0b8acb694a49" }, "name": "get_balance", "title": "Get lead balance" }, { "annotations": { "destructiveHint": false, "openWorldHint": false, "readOnlyHint": true, "title": "Get search results" }, "description": "Fetch a search's leads with verification filled in as enrichment progresses. Poll until enrichment is 'complete'. 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