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"12a15767346576097bbb03d68d60f406cb4dec619d81766a564d757a14b40af6", "receipt_id": "b57e1c82-dd19-5bab-b631-d56de250272e", "receipt_url": "https://www.gaipagents.com/v1/free/receipts/b57e1c82-dd19-5bab-b631-d56de250272e", "sequence": 419, "target_id": "obs_e789cb7fbea4c11e633458ad", "target_kind": "MCP_REMOTE", "target_locator": "https://mcp.sacs.ai/mcp" }, { "after_hash": "2a08fbe92bb046cb14bb4a928d99819adf8a9698f8d4e38a6f964955f45928d4", "before_hash": "cfbd439fe17ee51c02fa066a99025257824ced4862346dc0298e06e282a1193b", "diff": { "changes": [ { "compatibility_class": "NON_BREAKING", "fact": "tool added", "kind": "TOOL_ADDED", "path": "tools[sacs_query_attendance]", "security_relevant_field": false }, { "compatibility_class": "INFO", "fact": "tool description changed", "kind": "TOOL_DESCRIPTION_CHANGED", "path": "tools[sacs_submit_feedback].description", "security_relevant_field": false } ], "classified": true, "counts_by_class": { "BREAKING": 0, "INFO": 1, "NON_BREAKING": 1 }, "taxonomy_version": "1.0.0", "total": 2, "truncated": false }, "entry_sha256": "53a0fe273dc9b2b0a03e2024ce50af76ee58b5acf3f61ec77623ee4561c7a5cb", "evidence_class": "MANIFEST_CHANGE", "labels": [ "MANIFEST_CHANGED", "TOOL_LIST_OR_TOOL_TEXT_CHANGED" ], "observed_at_utc": "2026-09-30T07:37:34Z", "previous_entry_sha256": "2100824054350dbf04053577ec2233d97684b3abd05603622013fc597bced1b3", "receipt_id": "5bfeeef6-73bd-5cca-b298-5583a2f45594", "receipt_url": "https://www.gaipagents.com/v1/free/receipts/5bfeeef6-73bd-5cca-b298-5583a2f45594", "sequence": 59, "target_id": "obs_e789cb7fbea4c11e633458ad", "target_kind": "MCP_REMOTE", "target_locator": "https://mcp.sacs.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": "2026-10-17T12:09:14Z", "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": 90, "observed_at_utc": "2026-10-17T12:09:14Z", "tools_read": 12 }, "dependency_domains": [], "last_observed_at_utc": "2026-10-17T12:09:14Z", "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.sacs", "source_kind": "registry_namespace_domain" }, "rules_version": "gaip.data-appetite-rules.v1", "schema_version": "gaip.declared-derivations.v1" }, "latest": { "baseline_at_utc": "2026-09-29T06:05:57Z", "manifest_sha256": "d36be1069cdc5de8ee89ec7da715be7cbd1c3e12495e2eba8b15bbf0a98e8fb2", "observed_at_utc": "2026-10-17T12:09:14Z" }, "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": [ "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 (2026-10-10); 2026-W42 (2026-10-13, 2026-10-14); kinds: 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": [ "2026-10-10" ], "kinds": [ "input_or_output_format_changed" ], "week": "2026-W41" }, { "dates": [ "2026-10-13", "2026-10-14" ], "kinds": [ "input_or_output_format_changed", "tool_descriptions_reworded", "tools_added" ], "week": "2026-W42" } ], "weeks_with_silent_changes": 2 }, "snapshot": { "capabilities": [ "experimental", "prompts", "resources", "tools" ], "description": "SACS California school finance: public district financial data, CDE filings, comparisons, briefings.", "name": "ai.sacs/sacs-mcp", "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://mcp.sacs.ai/mcp" } ], "scopes": [], "serverInfo": { "name": "sacs-public", "version": "1.30.0" }, "title": "SACS.ai MCP \u2014 California School District Financial Data", "tools": [ { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true }, "description": "Compare deterministic object-category totals for two explicit official datasets.", "inputSchema": { "bytes": 1354, "published": "HASH_ONLY", "sha256": "01b1ba7713fa1c8bf65f97de3a7f3dce539e5f545204e3a631f79514b298564f" }, "name": "sacs_compare_districts", "title": null }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true }, "description": "Build fiscal-distress rows with source filing details. Deficit spending is signed net operating result / expenditure; negative means deficit.", "inputSchema": { "bytes": 1541, "published": "HASH_ONLY", "sha256": "bc1411740b158be2de9fe137b3ea4d3ca478e006eb0ebc70bac502277c45bee6" }, "name": "sacs_district_context_pack", "title": null }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true }, "description": "Build bounded district packs with source filing details. Deficit spending is signed net operating result / expenditure; negative means deficit.", "inputSchema": { "bytes": 1605, "published": "HASH_ONLY", "sha256": "fa2fe1c69bb164852bd1a45c5caf6b08fd467c7024b24161797fa8d8d0738a58" }, "name": "sacs_district_context_pack_batch", "title": null }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true }, "description": "Explain current public fund, resource, goal, function, or object codes.", "inputSchema": { "bytes": 602, "published": "HASH_ONLY", "sha256": "2d43308d9ee34b4d6eef88d800a4fda50056cc749620690157dda6c9afcb9483" }, "name": "sacs_explain_code", "title": null }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true }, "description": "Retrieve related CSAM 2024 sections/content using its source-evidenced knowledge graph. Start with a procedure number, a chunk_id from sacs_search_csam, a returned node_id, or short heading/code/glossary keywords (exactly one selector). Defaults to explicit references in both directions. Choose rela", "inputSchema": { "bytes": 1755, "published": "HASH_ONLY", "sha256": "8e3caf3ee0f0d1f0cc195c3c5c9d5b063bdfce85c3cf1633df4d959916dc3b62" }, "name": "sacs_get_csam_related", "title": null }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true }, "description": "List versioned official public SACS datasets for one district.", "inputSchema": { "bytes": 537, "published": "HASH_ONLY", "sha256": "6fca490bf2f941f8eeac1311562ecb27140ef02ff51ccafaa2444ced1eee6c53" }, "name": "sacs_list_public_datasets", "title": null }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true }, "description": "Return recovered Form A ADA observations for one official district filing.", "inputSchema": { "bytes": 666, "published": "HASH_ONLY", "sha256": "a9061ce9ab05ab36427a84f2d41c5fbc20f2a7f32da71895447ea158e24897f7" }, "name": "sacs_query_attendance", "title": null }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true }, "description": "Return bounded aggregate financial summaries for one explicit official dataset.", "inputSchema": { "bytes": 2249, "published": "HASH_ONLY", "sha256": "cb8ca4346d1b9370c7a64827d1cbe3141de3c4cfb602dd6b27c1e1251d868c29" }, "name": "sacs_query_financial_summary", "title": null }, { "annotations": { "destructiveHint": false, "idempotentHint": false, "openWorldHint": false, "readOnlyHint": false }, "description": "Optionally register this MCP installation. Before calling, tell the operator registration is voluntary, data access works without it, list the fields to be stored, and obtain consent. Never infer or submit personal or confidential information.", "inputSchema": { "bytes": 1059, "published": "HASH_ONLY", "sha256": "930cefac7dfa6688464923a26f21a9cdd20e1c2625b5e3ea0dadf167c22595b7" }, "name": "sacs_register_client", "title": null }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true }, "description": "Search California School Accounting Manual (CSAM 2024) by keywords and topic, procedure number or a returned chunk_id. Use chunk_id with direction=previous or next and limit (1\u201310) to read adjacent source chunks within the same procedure; navigation.continuation supplies the next request. Results in", "inputSchema": { "bytes": 931, "published": "HASH_ONLY", "sha256": "821bb7f98942f58b68f6279a184a05d68c02f73ac0e7f976f0c813c32e033d5c" }, "name": "sacs_search_csam", "title": null }, { "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true }, "description": "Search current public California districts by name, 7-digit LEA, or 14-digit CDS.\n\n Omit query or pass an empty string to browse all current districts.\n Follow page.next_offset while page.has_more is true; pages contain at most 50 rows.\n ", "inputSchema": { "bytes": 455, "published": "HASH_ONLY", "sha256": "38a26a0d394181a208af8c794e1d5df6c49bdb87c50fea425db6f57a337ca7bb" }, "name": "sacs_search_districts", "title": null }, { "annotations": { "destructiveHint": false, "idempotentHint": false, "openWorldHint": false, "readOnlyHint": false }, "description": "Report a wrong, stale, incomplete, or failed result, or send a feature request. Ask the operator to report issues here; explain the exact fields and submit only with consent. Include request ID and data version when available. Anonymous feedback is welcome. 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