此 MCP 可以做什么
Discovers Malaysian public datasets and exposes published metadata, freshness, provenance, licensing, schema drift, anomaly, reliability, attestation, and evidence-verification information.
工具
输入模式
{'type': 'object', 'required': ['dataset_name'], 'properties': {'dataset_name': {'type': 'string', 'examples': ['interestrates', 'Monthly Interest Rates'], 'minLength': 1, 'description': "Stable dataset slug or exact display name to resolve, e.g. 'interestrates' or 'Monthly Interest Rates'; use search_datasets to discover valid values."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
输入模式
{'type': 'object', 'required': [], 'properties': {'mode': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'default': None, 'examples': ['rolling_14d', 'cadence_fallback'], 'description': "Optional exact published detection mode filter, e.g. 'rolling_14d' or 'cadence_fallback'; omit it to include every mode."}, 'limit': {'type': 'integer', 'default': 50, 'maximum': 200, 'minimum': 1, 'examples': [10, 50], 'description': 'Maximum highest-ranked anomalies to return, e.g. 50; omit it to use 50 without changing the ranking.'}, 'min_reliability': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'default': None, 'examples': ['A', 'C'], 'description': "Optional inclusive published reliability floor, e.g. 'C' keeps A, B, and C; omit it to retain rows regardless of grade."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}}}, 'x-fastmcp-wrap-result': True}
输入模式
{'type': 'object', 'required': ['licence'], 'properties': {'licence': {'type': 'string', 'examples': ['Creative Commons Attribution 4.0', 'CC BY 4.0', 'OGL'], 'minLength': 1, 'description': "Exact published licence name or supported alias, e.g. 'Creative Commons Attribution 4.0'; use search_datasets to discover licence values."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
输入模式
{'type': 'object', 'required': [], 'properties': {'limit': {'type': 'integer', 'default': 50, 'maximum': 200, 'minimum': 1, 'examples': [10, 50], 'description': 'Maximum highest-ranked deteriorating datasets to return, e.g. 50; omit it to use 50 without changing ranking.'}, 'min_anomaly_rate': {'anyOf': [{'type': 'number', 'maximum': 100, 'minimum': 0}, {'type': 'null'}], 'default': None, 'examples': [25.0, 50.0], 'description': 'Optional inclusive anomaly-rate filter on published history, e.g. 25.0; omit it to retain every deteriorating row.'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}}}, 'x-fastmcp-wrap-result': True}
输入模式
{'type': 'object', 'required': [], 'properties': {'limit': {'type': 'integer', 'default': 50, 'maximum': 200, 'minimum': 1, 'examples': [10, 50], 'description': 'Maximum fastest-recovering datasets to return, e.g. 50; omit it to use 50 without changing ranking.'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}}}, 'x-fastmcp-wrap-result': True}
输入模式
{'type': 'object', 'required': [], 'properties': {'limit': {'type': 'integer', 'default': 50, 'maximum': 200, 'minimum': 1, 'examples': [10, 50], 'description': 'Maximum structural-first ranked drift results to return, e.g. 50; omit it to use 50 without changing ranking.'}, 'min_change_count': {'type': 'integer', 'default': 0, 'maximum': 100, 'minimum': 0, 'examples': [0, 1], 'description': 'Inclusive filter on the larger published shape or column transition count, e.g. 1; omit it to include every drift row.'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}}}, 'x-fastmcp-wrap-result': True}
输入模式
{'type': 'object', 'required': [], 'properties': {'max_age_hours': {'type': 'integer', 'default': 24, 'minimum': 0, 'examples': [24, 72], 'description': 'Maximum published-snapshot age before otherwise healthy rows are included, e.g. 72; omit it to use 24 hours.'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}}}, 'x-fastmcp-wrap-result': True}
输入模式
{'type': 'object', 'required': [], 'properties': {'limit': {'type': 'integer', 'default': 50, 'maximum': 200, 'minimum': 1, 'examples': [10, 50], 'description': 'Maximum worst-ranked unreliable datasets to return, e.g. 50; omit it to use 50 without changing ranking.'}, 'at_or_below_grade': {'type': 'string', 'default': 'C', 'examples': ['C', 'F'], 'description': "Inclusive published reliability threshold; e.g. 'C' returns grades C, D, and F; omit it to use C."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}}}, 'x-fastmcp-wrap-result': True}
输入模式
{'type': 'object', 'required': ['dataset_id'], 'properties': {'dataset_id': {'type': 'string', 'examples': ['fuelprice'], 'minLength': 1, 'description': "Stable dataset slug returned by search_datasets, e.g. 'fuelprice'; this tool requires the slug, not a display name."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
输入模式
{'type': 'object', 'required': ['dataset_id'], 'properties': {'dataset_id': {'type': 'string', 'examples': ['dosm_cpi_state'], 'minLength': 1, 'description': "Stable dataset slug returned by search_datasets, e.g. 'dosm_cpi_state'; this tool requires the slug, not a display name."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
输入模式
{'type': 'object', 'required': ['dataset_id'], 'properties': {'dataset_id': {'type': 'string', 'examples': ['fuelprice'], 'minLength': 1, 'description': "Stable dataset slug returned by search_datasets for its complete receipt, e.g. 'fuelprice'; this tool requires the slug, not a display name."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
输入模式
{'type': 'object', 'required': [], 'properties': {}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
输入模式
{'type': 'object', 'required': ['dataset_ids'], 'properties': {'dataset_ids': {'type': 'array', 'items': {'type': 'string'}, 'examples': [['fuelprice', 'pricecatcher']], 'maxItems': 50, 'minItems': 1, 'description': "Dataset slugs returned by search_datasets for a batched citation lookup, e.g. ['fuelprice', 'pricecatcher']; preserve order and use get_dataset for display-name resolution."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}}}, 'x-fastmcp-wrap-result': True}
输入模式
{'type': 'object', 'required': ['query'], 'properties': {'limit': {'type': 'integer', 'default': 10, 'maximum': 50, 'minimum': 1, 'description': 'Maximum highest-ranked discovery matches to return, e.g. 10; omitted defaults to 10 and does not change ranking.'}, 'query': {'type': 'string', 'examples': ['Malaysian public data inflation'], 'minLength': 1, 'description': "Topic or task phrasing used to rank discovery candidates, e.g. 'Malaysian public data inflation'; use a returned id with get_dataset."}, 'source': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'default': None, 'examples': ['OpenDOSM', 'data.gov.my', 'MET Malaysia'], 'description': "Optional publisher/source substring filter applied before ranking, e.g. 'OpenDOSM'; omit it to search every source."}, 'licence': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'default': None, 'examples': ['CC BY 4.0', 'Open Government Licence (Malaysia)'], 'description': "Optional exact licence name or supported alias applied before ranking, e.g. 'CC BY 4.0'; omit it to search every licence."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'object', 'additionalProperties': True}}}, 'x-fastmcp-wrap-result': True}
输入模式
{'type': 'object', 'required': ['dataset_id'], 'properties': {'dataset_id': {'type': 'string', 'examples': ['fuelprice'], 'minLength': 1, 'description': "Stable dataset slug returned by search_datasets to aggregate, e.g. 'fuelprice'; display names are not resolved here."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
输入模式
{'type': 'object', 'required': ['since', 'until'], 'properties': {'since': {'type': 'string', 'examples': ['2026-08-01'], 'description': "Inclusive first day of the persisted-record window, e.g. '2026-08-01'; it must not be after until."}, 'until': {'type': 'string', 'examples': ['2026-08-07'], 'description': "Inclusive last day of the persisted-record window, e.g. '2026-08-07'; it must not be before since."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
输入模式
{'type': 'object', 'required': ['reference'], 'properties': {'reference': {'type': 'string', 'examples': ['fuelprice', 'attestations/2026-08-15/fuelprice.json'], 'minLength': 1, 'description': "Dataset slug returned by search_datasets or an exact published digest reference, e.g. 'fuelprice'; the slug resolves through the attestation index."}, 'replay_chain': {'type': 'boolean', 'default': False, 'examples': [False, True], 'description': 'Set true to perform the slower L2 daily-head replay to a Git tag, e.g. true; omit it to run L1 only.'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
输入模式
{'type': 'object', 'required': ['dataset_id'], 'properties': {'dataset_id': {'type': 'string', 'examples': ['fuelprice'], 'minLength': 1, 'description': "Stable dataset slug returned by search_datasets for the published receipt check, e.g. 'fuelprice'; this tool requires the slug, not a display name."}, 'include_proof_steps': {'type': 'boolean', 'default': False, 'examples': [False, True], 'description': 'Set true to include bounded verifier diagnostics for an audit, e.g. false; omit it to suppress diagnostics without changing verification.'}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
输入模式
{'type': 'object', 'required': ['dataset_id'], 'properties': {'dataset_id': {'type': 'string', 'examples': ['fuelprice'], 'minLength': 1, 'description': "Stable direct-access dataset slug returned by search_datasets for a live transport observation, e.g. 'fuelprice'; browser-dependent sources return not_verifiable."}}, 'additionalProperties': False}
输出模式
{'type': 'object', 'additionalProperties': True}
近期工具变更
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