Kit Malthouse's MP Office Data Index for LLMs

What This Page Is For

This generated page is the office workflow hand-off for local LLMs such as Copilot or Claude. It is not an official MP website or an endorsement. The page explains the available sources, and the data links split votes, spoken contributions, written questions, EDMs, constituency mentions, geography terms, and current office reference data into smaller JSON files.

The intended use is: read llm.md, fetch data.json, then open only the source index and month file relevant to the user request.

Coverage Summary

3Written questions in own-activity scope

20Spoken contributions in own-activity scope

80Votes in own-activity scope

140Constituency mentions in local-evidence scope

Own MP activity covers 3 Feb 2026 to 29 Apr 2026 where available. Constituency mentions cover 4 Jul 2024 to 30 Apr 2026.

Coverage Scope

current office-data window. Own MP activity counts use the current office-data window, not a full since-2024 election total. Use date filters in the tracker or official source links for older own-MP activity.

For older own-MP votes, speeches, written questions, and EDMs, the tracker can run bounded live lookups against public Parliament sources.

Current Office Reference Data

Open current-snapshot/index.json for the underlying awaiting-answer written questions, registered interests summary, committee records, and bill records.

2Awaiting written-question answerscurrent office snapshot

5Registered interestslatest register snapshot

7Committee recordscurrent office snapshot

1Bill recordscurrent office snapshot

Broader Tracker Workflows

Review date-filtered activity

Open Kit Malthouse in the broader tracker for profile panels, date filters, and tracker-backed older-history tools where available.

Open tracker profile

Build source-backed briefing

Use the tracker briefing builder for draft blocks from tracker-held speeches, written questions, votes, and EDMs. Constituency-mention JSON on this page is separate; open it from the LLM Data Map when local evidence is needed.

Open briefing builder

Votes differing from Conservative majority

14 recorded votes where Kit Malthouse's vote differed from the Conservative majority in the tracker voting-pattern dataset. This does not mean zero votes; total votes in this page's own-activity scope: 80. This is descriptive context, not a score.

Check selected-party vote differences

LLM Data Map

Open this	Use it for	Records
Search manifest	Fast topic, status, source, and official-URL triage before opening source shards.	113 records
Topic bundles	Deterministic cross-source evidence bundles with official-source deepening guidance.	7 topics
Places index	Place-first routing for Constituency Mentions with ambiguity and confidence signals.	111 places
Open follow-ups	Canonical awaiting-answer written-question queue reconciled from current office data and generated own-activity records.Scope: current office snapshot reconciled against generated own-activity records. Coverage dates: 2026-01-30 to 2026-04-30.Canonical public follow-up queue for written questions still awaiting answer; open the official question URL for live status and answer text.	2 records
Written questions	Written questions tabled by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-02-03 to 2026-04-29.Compact records include question text, status, department, answer date/member where available, and official URL; full written answers are not embedded.	3 records
Spoken contributions	Hansard spoken contributions by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-02-03 to 2026-04-29.Compact records include a short summary and Hansard URL; do not treat the summary as the full contribution text.	20 records
Votes	Commons divisions recorded for the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-02-03 to 2026-04-29.Compact division records show this MP's recorded vote and official division URL; open the official source for full division context.	80 records
Early Day Motions	Early Day Motions signed by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-02-03 to 2026-04-29.Compact EDM records include title, date, signature context where available, and official URL; open the official source for motion text.	0 records
Constituency mentions	Hansard contributions matched to the constituency name or mapped local places.Scope: post-2024-election constituency mention extract. Coverage dates: 2024-07-04 to 2026-04-30.Evidence-ranked Hansard matches include match basis, confidence, signals, matched terms, and official URL; check context before reuse.	140 records
Geography terms	Constituency name and source-derived place terms used for Constituency Mentions.Constituency name and public source-derived place terms used to find Constituency Mentions; no boundary geometry is embedded.	111 terms
Current office reference data	Awaiting written-question answers, registered interests, committee records, and bill records from the current office snapshot.Scope: current office snapshot. Coverage dates: 2026-01-30 to 2026-04-30.Current office reference data from the office snapshot. The count is the sum of component records: awaiting written-question answers, registered interests, committee records, and bill records.	15 records across components

Constituency Mentions

Constituency Mentions are not just searches for the constituency name. The generator also uses mapped place terms for North West Hampshire, keeps match evidence such as matched terms and confidence, and links back to the Hansard contribution so the office can check context before reuse.

Mapped place terms used for matching (110)

These constituency place terms are searched alongside the constituency name. Open geography/index.json for the machine-readable list with source metadata. Check matched mentions against the linked Hansard context before reuse.

Hamlet

Adburyhamlet
Ashehamlet
Ashe Warrenhamlet
Axmansfordhamlet
Binleyhamlet
Browninghill Greenhamlet
Cole Henleyhamlet
Crux Eastonhamlet
Dunleyhamlet
Earlstone Commonhamlet
East Antonhamlet
East Woodhayhamlet
Egburyhamlet
Fair Oakhamlet
Frost Hillhamlet
Goose Hillhamlet
Gore Endhamlet
Heath Endhamlet
Hollingtonhamlet
Hollington Crosshamlet
Horris Hillhamlet
Ibworthhamlet
Knights Enhamhamlet
Latchmere Greenhamlet
Linkenholthamlet
Little Downhamlet
Mill Greenhamlet
Nethertonhamlet
North Endhamlet
North Oakleyhamlet
North Sydmontonhamlet
Plastow Greenhamlet
Polhamptonhamlet
Pound Greenhamlet
Pound Streethamlet
Salters Heathhamlet
Smannellhamlet
Stony Heathhamlet
Sydmontonhamlet
Tangleyhamlet
Tot Hillhamlet
Townsendhamlet
Tuftonhamlet
Vernham Streethamlet
Wadwickhamlet
Wheat Holdhamlet
Whitwayhamlet
Woodcotthamlet
Woodsidehamlet

Other Settlement

Old Burghclereother settlement
Wolvertonother settlement

Suburban Area

Baughurst Commonsuburban area
Broad Layingssuburban area
Heath Endsuburban area
Lynchsuburban area
Pamber Heathsuburban area
Quidhamptonsuburban area
Southingtonsuburban area
Swamptonsuburban area
Tadley Bottomsuburban area
Tadley Hillsuburban area
Upper Enhamsuburban area

Town

Andovertown
Tadleytown
Whitchurchtown

Village

Andover Downvillage
Ashford Hillvillage
Ashmansworthvillage
Ball Hillvillage
Baughurstvillage
Bishop's Greenvillage
Burghclerevillage
Burghclere Commonvillage
Charter Alleyvillage
East Endvillage
Ecchinswellvillage
Enham Alameinvillage
Faccombevillage
Freefolkvillage
Hanningtonvillage
Hatherdenvillage
Headleyvillage
Highclerevillage
Hurstbourne Priorsvillage
Hurstbourne Tarrantvillage
Ibthorpevillage
Inhurstvillage
Kingsclerevillage
Laverstokevillage
Litchfieldvillage
Little Londonvillage
Little Londonvillage
Monk Sherbornevillage
Newtownvillage
Newtown Commonvillage
Overtonvillage
Pamber Endvillage
Pamber Greenvillage
Penwoodvillage
Picket Piecevillage
Ramsdellvillage
Sherborne St Johnvillage
St Mary Bournevillage
Stokevillage
Uptonvillage
Vernham Deanvillage
West Heathvillage
Wildhernvillage
Wolverton Commonvillage
Woolton Hillvillage

Facet counts overlap: one contribution can be counted in more than one match category.

3Contributions by this MP

137Contributions by other speakers

140Constituency-name matches

3Mapped-place term matches

134Lower-confidence matches to check

Recent Examples

These are not a separate date-range sample. Each panel shows up to four most recent records from that source index. Open the relevant source index for the full coverage dates and month files.

Written Questions

Blood: Animals15 Apr 2026 | Awaiting answer | Department of Health and Social Care
Blood Agar15 Apr 2026 | Awaiting answer | Department of Health and Social Care
Antibiotics: Research15 Apr 2026 | Answered | Department of Health and Social Care

Spoken Contributions

Community Infrastructure Levy: Homeowners29 Apr 2026
Ground-mounted Solar Panels: Alternatives14 Apr 2026
Infected Blood Compensation Scheme14 Apr 2026
Middle East13 Apr 2026

Constituency Mentions

Important Limits

This is descriptive public-data infrastructure for an office workflow. It is not a score, a ranking, or a judgement of parliamentary performance. Constituency Mention matches should be checked against the linked source before being used in casework, newsletters, or public copy.

Compact JSON records are retrieval pointers, not complete source transcripts. Open the official URLs before quoting written answers, Hansard wording, EDM motion text, or register details.