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27874, "target_id": "obs_269c429102c899578802a2d4", "target_kind": "MCP_REMOTE", "target_locator": "https://analyticslegends.ai/mcp" }, { "after_hash": "0b201bc912934e4792100e1a46860d683ac3e63f19195fb91509c12c198ef037", "before_hash": "89642b4acfd412292c166a40df1e7dda611a0bf4bcb32fbd9514cf4e4ee0cdd3", "diff": { "changes": [ { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[find_opportunities].description", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "version patch", "kind": "VERSION_PATCH", "path": "version", "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": "c35428ecab416e628ddf185c021cab7c771317e0aa6a568fafee96f0fd987450", "evidence_class": "MANIFEST_CHANGE", "labels": [ "MANIFEST_CHANGED", "TOOL_LIST_OR_TOOL_TEXT_CHANGED" ], 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"10a1d78d2721f8e30181c122d456ffed37bef34ba9c2c7d5038b9be0becd80bc", "evidence_class": "MANIFEST_CHANGE", "labels": [ "MANIFEST_CHANGED" ], "observed_at_utc": "2026-10-05T16:29:20Z", "previous_entry_sha256": "83388528c1851f02a7de285903fce4ca33faf364c241c0b1fc6b3b956357b4ae", "receipt_id": "f01d924a-f613-548f-86a5-a789de2193d2", "receipt_url": "https://www.gaipagents.com/v1/free/receipts/f01d924a-f613-548f-86a5-a789de2193d2", "sequence": 17308, "target_id": "obs_269c429102c899578802a2d4", "target_kind": "MCP_REMOTE", "target_locator": "https://analyticslegends.ai/mcp" }, { "after_hash": "ca5ae7ee03e7887e8ea10a30334fa7f3c5f60aee8ee92c10c266e7814ac7c3be", "before_hash": "e45b9bae7b30957a790ae1221438db57d177085826fa7a33c92b6eaa088ed544", "diff": { "changes": [ { "compatibility_class": "BREAKING", "fact": "input enum value removed", "kind": "INPUT_ENUM_VALUE_REMOVED", "path": "tools[find_partner_candidates].inputSchema.properties[kind].enum", "security_relevant_field": false } ], "classified": true, "counts_by_class": { "BREAKING": 1, "INFO": 0, "NON_BREAKING": 0 }, "taxonomy_version": "1.0.0", "total": 1, "truncated": false }, "entry_sha256": "a50ef67a730928560839faada0e4d986506f90807cf6ae10023b460f18018b97", "evidence_class": "MANIFEST_CHANGE", "labels": [ "MANIFEST_CHANGED" ], "observed_at_utc": "2026-10-03T13:38:48Z", "previous_entry_sha256": "129e03778a935a40efeb5a4bf126d209720f8a7fe0d43745b384419956aa8e05", "receipt_id": "31834c49-e599-5968-aa80-a6117d4e304f", "receipt_url": "https://www.gaipagents.com/v1/free/receipts/31834c49-e599-5968-aa80-a6117d4e304f", "sequence": 8538, "target_id": "obs_269c429102c899578802a2d4", "target_kind": "MCP_REMOTE", "target_locator": "https://analyticslegends.ai/mcp" }, { "after_hash": "e45b9bae7b30957a790ae1221438db57d177085826fa7a33c92b6eaa088ed544", "before_hash": "71c58396ecd7594963f9ce76623a978e774d30486c9a60a5008a4ce4190ab9dc", "diff": { "changes": [ { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[find_sap_clients].description", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[get_expansion_brief].description", "security_relevant_field": false }, { "compatibility_class": "NON_BREAKING", "fact": "protocol version changed", "kind": "PROTOCOL_VERSION_CHANGED", "path": "protocolVersion", "security_relevant_field": false } ], "classified": true, "counts_by_class": { "BREAKING": 0, "INFO": 2, "NON_BREAKING": 1 }, "taxonomy_version": "1.0.0", "total": 3, "truncated": false }, "entry_sha256": "4c1efad460b7b9443d72aa80e4d3ff80fd4fad0a9a5a450d5ada88068badef24", "evidence_class": "MANIFEST_CHANGE", "labels": [ "MANIFEST_CHANGED", "TOOL_LIST_OR_TOOL_TEXT_CHANGED" ], "observed_at_utc": "2026-10-02T12:18:49Z", "previous_entry_sha256": "b0f67237881b4e283fa17cd68e0a25165c4cf0193375dc4f9c53a9152fa9f100", "receipt_id": 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"compatibility_class": "NON_BREAKING", "fact": "input field added", "kind": "INPUT_FIELD_ADDED", "path": "tools[count_firms_by].inputSchema.properties[region]", "security_relevant_field": false }, { "compatibility_class": "NON_BREAKING", "fact": "input enum value added", "kind": "INPUT_ENUM_VALUE_ADDED", "path": "tools[count_firms_by].inputSchema.properties[by].enum", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[get_firm].description", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[search_firms].description", "security_relevant_field": false }, { "compatibility_class": "NON_BREAKING", "fact": "input field added", "kind": "INPUT_FIELD_ADDED", "path": "tools[search_firms].inputSchema.properties[region]", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "version patch", "kind": "VERSION_PATCH", "path": "version", "security_relevant_field": false } ], "classified": true, "counts_by_class": { "BREAKING": 0, "INFO": 4, "NON_BREAKING": 5 }, "taxonomy_version": "1.0.0", "total": 9, "truncated": false }, "entry_sha256": "42c773ce7231e85bb3e08a6710c53859fbc6f2334640f1efd3a408a736a92ed7", "evidence_class": "MANIFEST_CHANGE", "labels": [ "MANIFEST_CHANGED", "TOOL_LIST_OR_TOOL_TEXT_CHANGED" ], "observed_at_utc": "2026-09-30T23:38:03Z", "previous_entry_sha256": "f43f1efa9b5805614c412ebfac8a857189a1dd4ff6b637f76a2b3b7c79eddea5", "receipt_id": "96573ed9-42d7-5b64-81a9-f3fbc989f66b", "receipt_url": "https://www.gaipagents.com/v1/free/receipts/96573ed9-42d7-5b64-81a9-f3fbc989f66b", "sequence": 105, "target_id": "obs_269c429102c899578802a2d4", "target_kind": "MCP_REMOTE", "target_locator": "https://analyticslegends.ai/mcp" }, { "after_hash": "01c5c7db6e80416322c089c8c0175c1eb9d70215fcd95063115b0601e12695c5", "before_hash": "c51acc8da6f4df73dcd729cc14b72c74fb7a1d605e5ced32ad9d591e6b162ef4", "diff": { "changes": [ { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[get_day_rate_benchmark].description", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[search_concepts].description", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[search_firms].description", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[search_news].description", "security_relevant_field": false } ], "classified": true, "counts_by_class": { "BREAKING": 0, "INFO": 4, "NON_BREAKING": 0 }, "taxonomy_version": "1.0.0", "total": 4, "truncated": false }, "entry_sha256": "500a5852f15d110cd5a30bdd18801b658ef8a14cc3213f5c81c7c257542071e3", "evidence_class": "MANIFEST_CHANGE", "labels": [ "MANIFEST_CHANGED", "TOOL_LIST_OR_TOOL_TEXT_CHANGED" ], "observed_at_utc": "2026-09-29T13:36:07Z", "previous_entry_sha256": "8883f5f5c34ccf8167ece5b1ed43d6577a310d72cef650f2b756ba35d9ea64e5", "receipt_id": "0c60f52e-4c6a-566b-a76f-f614104e41fc", "receipt_url": "https://www.gaipagents.com/v1/free/receipts/0c60f52e-4c6a-566b-a76f-f614104e41fc", "sequence": 2, "target_id": "obs_269c429102c899578802a2d4", "target_kind": "MCP_REMOTE", "target_locator": "https://analyticslegends.ai/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": "2026-10-17T09:04:53Z", "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": 87, "observed_at_utc": "2026-10-17T09:04:53Z", "tools_read": 22 }, "dependency_domains": [ { "domain": "github.com", "roles": [ "repository" ] } ], "last_observed_at_utc": "2026-10-17T09:04:53Z", "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": "ai.analyticslegends", "source_kind": "registry_namespace_domain" }, "rules_version": "gaip.data-appetite-rules.v1", "schema_version": "gaip.declared-derivations.v1" }, "latest": { "baseline_at_utc": "2026-09-28T08:16:51Z", "manifest_sha256": "0b201bc912934e4792100e1a46860d683ac3e63f19195fb91509c12c198ef037", "observed_at_utc": "2026-10-17T09:04:53Z" }, "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": [ "completions", "prompts", "resources", "tools" ], "description": "AI agent for SAP analytics: firms, day rates, contract radar, news, concepts, studies", "name": "ai.analyticslegends/sap-analytics", "parts": [ "registry_server_json", "mcp_initialize_tools_list" ], "protocol": "MCP", "protocolVersion": "2025-11-25", "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://analyticslegends.ai/mcp" } ], "scopes": [], "serverInfo": { "name": "analytics-legends", "version": "1.0.9" }, "title": "Analytics Legends \u2014 SAP Analytics Intelligence", "tools": [ { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Count the firm directory by country, region, kind, module or SAP signal" }, "description": "Answer a COUNTING question about the published firm directory in one call: how many organisations per country, per REGION (the six-value geography), per kind, per declared SAP module, or per SAP signal band \u2014 with the same `country`/`kind`/`module`/`query` filters `search_firms` takes, so you can co", "inputSchema": { "bytes": 1457, "published": "HASH_ONLY", "sha256": "88c5ec18a60de1b13c0806b53c45b39e33e13ed22530ca8a9456aabfe773b485" }, "name": "count_firms_by", "title": "Count the firm directory by country, region, kind, module or SAP signal" }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Search the Academy training catalogue" }, "description": "Search the Analytics Legends Academy \u2014 the written training modules on SAP Datasphere, Business Data Cloud, SAP Analytics Cloud, BW/4HANA and Databricks \u2014 by track, level and free text. `_meta.tranche_total_row_count` carries the live catalogue size on every call; it is the only count to quote. Retu", "inputSchema": { "bytes": 1215, "published": "HASH_ONLY", "sha256": "f8a1290c5752297e2f9d03b9069750652963a5f3e94f9e6208668c75a3699bfe" }, "name": "find_academy_modules", "title": "Search the Academy training catalogue" }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Search the public SAP AI & analytics contract radar" }, "description": "Search every SAP contract and permanent-role posting Analytics Legends publishes to an ANONYMOUS visitor. Only the SITE RADAR leg below is the population a human browses on /opportunities/, where each of its postings has its own prerendered page; the PROMOTED leg is served to agents only \u2014 it is not", "inputSchema": { "bytes": 4183, "published": "HASH_ONLY", "sha256": "2a3c5fd958c4f0893cde245aa5b5d0120fb098a404fcc538e050e07144d3b34c" }, "name": "find_opportunities", "title": "Search the public SAP AI & analytics contract radar" }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Local partner or acquisition candidates for a market entry (Legend tier)" }, "description": "Rank the LOCAL service providers of a target country or region \u2014 the firms a practice partners with, subcontracts to, or acquires to enter a market. `local_only` (default true) keeps firms with NO sister entity in another country (read from the brand-family key of the SSOT): a subsidiary of a global", "inputSchema": { "bytes": 1691, "published": "HASH_ONLY", "sha256": "7eb9d524781136648b0e15cb4a2e6b8a79be8944e48afbedb973014aef9a74b8" }, "name": "find_partner_candidates", "title": "Local partner or acquisition candidates for a market entry (Legend tier)" }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Search the SAP end-customer corpus (Legend tier)" }, "description": "Search the SAP END-CUSTOMER corpus \u2014 the companies that RUN SAP, not the firms that sell services (those are search_firms). 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