DataPulse

 ⟨31 unchanged words⟩  reliability evidence so agents do not recompute it. Use it for unusual update intervals; do not use it for worsening freshness, recovery, reliability grades, or structural drift—use find_deteriorating, find_recovering, find_unreliable, or find_schema_drift instead. It reads precomputed anomaly data, so an empty result means no published row survives the selected filters; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

 ⟨4 unchanged words⟩ ":{"default":50,"description":"Maximum rankedhighest-ranked anomalies to return;return, integere.g. from50; 1omit it to 200,use e.g.50 50.without changing the ranking.","examples":[10,50],"maximum": ⟨11 unchanged words⟩ }],"default":null,"description":"Optional minimuminclusive publish-reliabilitypublished grade;reliability floor, e.g. 'C' keeps A, B, and CC; andomit excludesit insufficientto data.retain rows regardless of grade.","examples":["A","C"]} ⟨6 unchanged words⟩ ,"default":null,"description":"Optional exact published detection mode;mode filter, e.g. 'rolling_14d' or 'cadence_fallback'.'cadence_fallback'; omit it to include every mode.","examples":["rolling_14d","cadence_fallback"]} ⟨3 unchanged words⟩ 

 ⟨12 unchanged words⟩  available under a specific licence for compliance/reuse scoping. Use it to enumerate one licence; do not use it to discover by topic or inspect a dataset's citation context—use search_datasets or get_provenance instead. It reads published manifest data, so an empty list means no published dataset has the resolved licence; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

{"additionalProperties":false,"properties":{"licence":{"description":"Exact published licence name or supported alias, e.g. 'Creative Commons Attribution 4.0'.4.0'; use search_datasets to discover licence values.","examples":["Creative Commons Attribution 4.0" ⟨12 unchanged words⟩ 

 ⟨23 unchanged words⟩  reliability evidence so agents do not recompute it. Use it for worsening freshness trends; do not use it for anomalies, recovery, reliability grades, or structural drift—use find_anomalies, find_recovering, find_unreliable, or find_schema_drift instead. It reads precomputed trend data, so an empty result means no published deteriorating row survives the selected filters; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

 ⟨4 unchanged words⟩ ":{"default":50,"description":"Maximum rankedhighest-ranked deteriorating datasets to return;return, integere.g. from50; 1omit it to 200,use e.g.50 50.without changing ranking.","examples":[10,50],"maximum": ⟨15 unchanged words⟩ }],"default":null,"description":"Optional minimuminclusive percentanomaly-rate offilter anomaly-evaluableon historypublished dayshistory, e.g. 25.0.25.0; omit it to retain every deteriorating row.","examples":[25,50]}},"required ⟨2 unchanged words⟩ 

 ⟨12 unchanged words⟩  reductions first. Includes pipeline-computed trend and publish-reliability evidence. Use it for improving freshness trends; do not use it for deterioration, anomalies, reliability grades, or structural drift—use find_deteriorating, find_anomalies, find_unreliable, or find_schema_drift instead. It reads precomputed trend data, so an empty result means no published recovering row exists; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

 ⟨4 unchanged words⟩ ":{"default":50,"description":"Maximum ranked recoveringfastest-recovering datasets to return;return, integere.g. from50; 1omit it to 200,use e.g.50 50.without changing ranking.","examples":[10,50],"maximum": ⟨8 unchanged words⟩ 

 ⟨26 unchanged words⟩  agents do not infer drift from freshness alone. Use it for structural or record-count changes; do not use it for freshness risk, anomalies, trends, or reliability—use find_stale, find_anomalies, find_deteriorating, or find_unreliable instead. It reads precomputed drift data, so an empty result means no published drift row survives the selected filters; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

 ⟨4 unchanged words⟩ ":{"default":50,"description":"Maximum structural-first ranked drift results to return;return, integere.g. from50; 1omit it to 200,use e.g.50 50.without changing ranking.","examples":[10,50],"maximum": ⟨5 unchanged words⟩ "min_change_count":{"default":0,"description":"MinimumInclusive structuralfilter fingerprinton orthe column-countlarger transitions;published integershape fromor 0column totransition 100count, e.g. 1.1; omit it to include every drift row.","examples":[0,1],"maximum": ⟨8 unchanged words⟩ 

 ⟨24 unchanged words⟩  which data has a freshness or schema-validity risk. Use it to enumerate freshness or schema-risk candidates; do not use it for anomalies, trends, reliability, or drift—use find_anomalies, find_deteriorating, find_unreliable, or find_schema_drift instead. It reads the published health snapshot, so an empty result means no rows met this snapshot-based rule; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

 ⟨4 unchanged words⟩ ":{"default":24,"description":"Maximum acceptablepublished-snapshot age ofbefore theotherwise latesthealthy healthrows checkare inincluded, wholee.g. hours;72; non-negativeomit integer,it e.g.to 72.use 24 hours.","examples":[24,72],"minimum": ⟨6 unchanged words⟩ 

 ⟨35 unchanged words⟩  are included so agents can judge evidence depth. Use it for timeliness reliability grades; do not use it for individual anomalies, trends, or structural drift—use find_anomalies, find_deteriorating, find_recovering, or find_schema_drift instead. It reads precomputed reliability data, so an empty result means no published grade meets the threshold; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

 ⟨4 unchanged words⟩ {"default":"C","description":"Inclusive published reliability threshold; e.g. 'C' returns grades C, D, and F.F; omit it to use C.","examples":["C","F"], ⟨3 unchanged words⟩ ":{"default":50,"description":"Maximum rankedworst-ranked unreliable datasets to return;return, integere.g. from50; 1omit it to 200,use e.g.50 50.without changing ranking.","examples":[10,50],"maximum": ⟨8 unchanged words⟩ 

 ⟨41 unchanged words⟩ certification, legal permission, safety, or AI admission. Use it for the bounded Passport artifact; do not use it for current health detail or citation context—use get_dataset or get_provenance instead. It reads precomputed published data, and evidence_available=false identifies an unavailable or unsupported Passport; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

{"additionalProperties":false,"properties":{"dataset_id":{"description":"CanonicalStable dataset identifierslug forreturned itsby publishedsearch_datasets, Passporte.g. v1'fuelprice'; this tool requires the slug, e.g.not 'fuelprice'.a display name.","examples":["fuelprice"],"minLength": ⟨7 unchanged words⟩ 

 ⟨34 unchanged words⟩  search_datasets and distinguish unknown-freshness from proven stale data. Use it for one dataset's current published detail; do not use it for citation context or a Passport—use get_provenance or get_data_passport instead. It reads published data, so an absent health row is reported as unknown rather than probed live; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

{"additionalProperties":false,"properties":{"dataset_id":{"description":"CanonicalStable dataset identifierslug returned by search_datasets, e.g. 'dosm_cpi_state'.'dosm_cpi_state'; Seethis tool requires the registryslug, cataloguenot fora validdisplay IDs.name.","examples":["dosm_cpi_state"],"minLength": ⟨7 unchanged words⟩ 

 ⟨79 unchanged words⟩  verification. search_datasets → get_evidence → verify_evidence → verify_attestation. Use it for a complete published receipt; do not use it for a live transport check or signature verification—use verify_evidence or verify_attestation instead. It reads precomputed evidence, so evidence_available=false means no published health row; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

{"additionalProperties":false,"properties":{"dataset_id":{"description":"CanonicalStable dataset identifierslug returned by search_datasets for its complete published evidence receipt, e.g. 'fuelprice'; this tool doesrequires notthe fetchslug, thenot livea source.display name.","examples":["fuelprice"],"minLength": ⟨7 unchanged words⟩ 

 ⟨12 unchanged words⟩  reference counts plus the latest health check time. Use it for catalogue-level freshness context; do not use it to enumerate affected datasets—use find_stale instead. It reads the latest published snapshot, so missing counts or check time mean the artifact omitted them; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

 ⟨92 unchanged words⟩  For pre-trust use search_datasets → verify_dataset → get_provenance. Use it for citation-ready provenance; do not use it for full evidence or a live comparison—use get_evidence or verify_evidence instead. It reads published evidence context, so absent fields mean the pipeline did not publish that value; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

{"additionalProperties":false,"properties":{"dataset_ids":{"description":"JSON array of 1 toDataset 50slugs canonicalreturned datasetby IDssearch_datasets for provenancea andbatched citation lookup, e.g. ['fuelprice', 'pricecatcher']; thispreserve isorder notand ause liveget_dataset freshnessfor check.display-name resolution.","examples":[["fuelprice","pricecatcher"] ⟨13 unchanged words⟩ 

 ⟨53 unchanged words⟩ that a dataset is current or reliable. For 'ispre-trust thisuse datasetsearch_datasets current?'→ orverify_dataset verify→ beforeget_provenance. relyingUse onit data,to discover candidates; do not use search_datasetsit →for a trust decision—use verify_dataset →instead. get_provenance.It reads published catalogue data, so no match means the published catalogue has no matching entry; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

 ⟨12 unchanged words⟩ :"Optional exact licence name or supported alias forapplied reusebefore discoveryranking, e.g. 'CC BY 4.0'; thisomit doesit notto verifysearch attributionevery compliance.licence.","examples":["CC BY 4.0"," ⟨5 unchanged words⟩ ":{"default":10,"description":"Maximum highest-ranked discovery matches to return;return, integere.g. from10; 1

 ⟨29 unchanged words⟩  re-probe or verify the signature; call verify_attestation separately. Use it to assemble the published trust view; do not use it for receipt verification, live comparison, or signature verification—use verify_dataset, verify_evidence, or verify_attestation instead. It reads precomputed artifacts, so missing component availability explains omitted evidence rather than a live probe; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

{"additionalProperties":false,"properties":{"dataset_id":{"description":"CanonicalStable dataset identifierslug returned by search_datasets to aggregate, e.g. 'fuelprice'.'fuelprice'; display names are not resolved here.","examples":["fuelprice"],"minLength": ⟨7 unchanged words⟩ 

 ⟨33 unchanged words⟩ , 25-49, 0-24) for the inclusive range. LegacyUse identityit fieldsfor areaggregate ignored.tool activity; do not use it to find data-quality risks—use find_stale, find_anomalies, find_deteriorating, find_recovering, find_unreliable, or find_schema_drift instead. It reads persisted usage records, so zero totals mean no retained records in that range; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

{"additionalProperties":false,"properties":{"since":{"description":"Inclusive ISOfirst startday dateof YYYY-MM-DDthe persisted-record window, e.g. '2026-08-01'.'2026-08-01'; it must not be after until.","examples":["2026-08-01"],"type":"string"},"until":{"description":"Inclusive ISOlast endday dateof YYYY-MM-DDthe persisted-record window, e.g. '2026-08-07'.'2026-08-07'; it must not be before since.","examples":["2026-08-07"],"type": ⟨6 unchanged words⟩ 

 ⟨57 unchanged words⟩  use search_datasets → get_evidence → verify_evidence → verify_attestation. Use it for signed-attestation integrity; do not use it for published receipt verification, a live transport comparison, or an aggregate verdict—use verify_dataset, verify_evidence, or trust_verdict instead. L2 is not run unless replay_chain is set, and a failed level reports an unsatisfied check rather than upstream semantic truth; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

{"additionalProperties":false,"properties":{"reference":{"description":"Dataset idslug returned by search_datasets or safean relativeexact published digest reference, fore.g. signed-attestation'fuelprice'; verification,the e.g.slug 'fuelprice'.resolves through the attestation index.","examples":["fuelprice","attestations/2026-08-15/fuelprice.json"], ⟨4 unchanged words⟩ "replay_chain":{"default":false,"description":"ReplaySet signedtrue dailyto headsperform tothe aslower Git-tagL2 anchordaily-head forreplay L2to verificationa Git tag, e.g. truetrue; foromit anit auditor.to run L1 only.","examples":[false,true],"type": ⟨5 unchanged words⟩ 

 ⟨65 unchanged words⟩  semantic truth. Use search_datasets → verify_dataset → get_provenance. Use it for one published pre-trust check; do not use it for a live transport comparison or attestation-chain verification—use verify_evidence or verify_attestation instead. It verifies precomputed published artifacts, so a failed check does not identify current upstream availability; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

{"additionalProperties":false,"properties":{"dataset_id":{"description":"CanonicalStable dataset identifierslug returned by search_datasets for the published pre-trust receipt check, e.g. 'fuelprice'; this doestool notrequires performthe aslug, livenot sourcea fetch.display name.","examples":["fuelprice"],"minLength": ⟨3 unchanged words⟩ "include_proof_steps":{"default":false,"description":"IncludeSet boundedtrue signed-receiptto include bounded verifier diagnostics for an audit, e.g. false; the resultomit stillit doesto notsuppress establishdiagnostics upstreamwithout semanticchanging truth.verification.","examples":[false,true],"type": ⟨5 unchanged words⟩ 

 ⟨76 unchanged words⟩  use search_datasets → get_evidence → verify_evidence → verify_attestation. Use it for a live transport comparison; do not use it for published receipt integrity or signed-attestation verification—use verify_dataset or verify_attestation instead. An unreachable or not_verifiable verdict reports that this live comparison could not establish a match, while cached results are still ephemeral; DataPulse is read-only, requires no API key, and the edge limits clients to roughly one request per second with a small burst, so pace or retry.

{"additionalProperties":false,"properties":{"dataset_id":{"description":"CanonicalStable direct-access dataset identifierslug returned by search_datasets for a rate-limited live transport observation, e.g. 'fuelprice'; browser-dependent sources cannot be fetchedreturn here.not_verifiable.","examples":["fuelprice"],"minLength": ⟨7 unchanged words⟩