Matt Bishop'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

4Written questions in own-activity scope

33Spoken contributions in own-activity scope

37Votes in own-activity scope

52Constituency mentions in local-evidence scope

Own MP activity covers 2 Feb 2026 to 16 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.

0Awaiting written-question answerscurrent office snapshot

7Registered interestslatest register snapshot

7Committee recordscurrent office snapshot

0Bill recordscurrent office snapshot

Broader Tracker Workflows

Review date-filtered activity

Open Matt Bishop 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 Labour majority

1 recorded vote where Matt Bishop's vote differed from the Labour majority in the tracker voting-pattern dataset. This does not mean zero votes; total votes in this page's own-activity scope: 37. 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.	82 records
Topic bundles	Deterministic cross-source evidence bundles with official-source deepening guidance.	5 topics
Places index	Place-first routing for Constituency Mentions with ambiguity and confidence signals.	220 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.	0 records
Written questions	Written questions tabled by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-02-02 to 2026-04-16.Compact records include question text, status, department, answer date/member where available, and official URL; full written answers are not embedded.	4 records
Spoken contributions	Hansard spoken contributions by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-02-02 to 2026-04-16.Compact records include a short summary and Hansard URL; do not treat the summary as the full contribution text.	33 records
Votes	Commons divisions recorded for the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-02-02 to 2026-04-16.Compact division records show this MP's recorded vote and official division URL; open the official source for full division context.	37 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: 2026-02-02 to 2026-04-16.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.	52 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.	220 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.	14 records across components

Constituency Mentions

Constituency Mentions are not just searches for the constituency name. The generator also uses mapped place terms for Forest of Dean, 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 (219)

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

Blackwells End Greenhamlet
Boughspringhamlet
Boxbushhamlet
Broadrockhamlet
Brockhollandshamlet
Bromesberrowhamlet
Broom's Greenhamlet
Bullohamlet
Carterspiecehamlet
Castletumphamlet
Chaceleyhamlet
Chaxhillhamlet
Coldharbourhamlet
Compton Greenhamlet
Crosswayshamlet
Eggs Tumphamlet
Etloehamlet
Fishpoolhamlet
Flaxleyhamlet
Four Oakshamlet
Gatcombehamlet
Gatwickhamlet
Glasshousehamlet
Grange Villagehamlet
Green Bottomhamlet
Greenwayhamlet
Hallwood Greenhamlet
Hawcrosshamlet
Hethelpit Crosshamlet
Hewelsfieldhamlet
High Woolastonhamlet
Highleadonhamlet
Kempleyhamlet
Ketfordhamlet
King's Greenhamlet
Lassingtonhamlet
Leddingtonhamlet
Little Drybrookhamlet
Longridgehamlet
Lower Leyhamlet
Lower Meendhamlet
Lower Soudleyhamlet
Moor Endhamlet
Morkhamlet
Netherhopehamlet
Oakle Streethamlet
Old Bishtonhamlet
Park Hillhamlet
Poolhillhamlet
Prestonhamlet
Preston Crosshamlet
Purtonhamlet
Redinhornehamlet
Rudfordhamlet
Rytonhamlet
Scowleshamlet
Shakesfieldhamlet
Shapridgehamlet
Stanleyhamlet
Stowehamlet
Stroathamlet
Symonds Yat Easthamlet
Tayntonhamlet
The Fencehamlet
The Hawhamlet
The Heathhamlet
The Poundhamlet
The Purlieuhamlet
Three Asheshamlet
Tidenhamhamlet
Tillers' Greenhamlet
Tirley Knowlehamlet
Town Streethamlet
Trow Greenhamlet
Upper Leyhamlet
Whitecliffhamlet
Wickridge Streethamlet
Woolridgehamlet
Wyndbrookhamlet

Other Settlement

Abenhallother settlement
Bledisloeother settlement
Cross Hillother settlement
Dursley Crossother settlement
Hasfieldother settlement
Hudnallsother settlement
Kent's Greenother settlement
Littlefordother settlement
Malswickother settlement
Naasother settlement
Nibley Greenother settlement
Oxenhallother settlement
Tidenham Chaseother settlement
Wibdonother settlement

Suburban Area

Allastonsuburban area
Bakers Hillsuburban area
Bilson Greensuburban area
Blakeney Hillsuburban area
Brookendsuburban area
Central Lydbrooksuburban area
Christchurchsuburban area
Double Viewsuburban area
Five Acressuburban area
High Nashsuburban area
Highfieldsuburban area
Joy's Greensuburban area
Joyfordsuburban area
Littledean Hillsuburban area
Lower Berry Hillsuburban area
Lower Commonsuburban area
Lower Lydbrooksuburban area
Mount Pleasantsuburban area
Nailbridgesuburban area
Neds Topsuburban area
Netherendsuburban area
Newernesuburban area
Palmers Flatsuburban area
Phipps Bottomsuburban area
Pillows Greensuburban area
Plusterwinesuburban area
Poolwaysuburban area
Primrose Hillsuburban area
Smallbrooksuburban area
Snig's Endsuburban area
Stauntonsuburban area
The Moatsuburban area
The Pluddssuburban area
Tutnallssuburban area
Upper Commonsuburban area
Upper Lydbrooksuburban area
Woolaston Woodsidesuburban area

Town

Cinderfordtown
Colefordtown
Lydneytown
Mitcheldeantown
Newenttown

Village

Alvingtonvillage
Ashleworthvillage
Awrevillage
Aylburtonvillage
Aylefordvillage
Beachleyvillage
Berry Hillvillage
Birdwoodvillage
Blaisdonvillage
Blakeneyvillage
Botloe's Greenvillage
Brand Greenvillage
Breamvillage
Brierleyvillage
Broadoakvillage
Broadwellvillage
Brockweirvillage
Bromesberrow Heathvillage
Churchamvillage
Clannavillage
Clearwellvillage
Clements Endvillage
Clifford's Mesnevillage
Coalwayvillage
Corsevillage
Drybrookvillage
Dymockvillage
Edge Endvillage
Ellwoodvillage
Eltonvillage
English Bicknorvillage
Forthamptonvillage
Gorsleyvillage
Hartpuryvillage
Hewelsfield Commonvillage
Highnamvillage
Huntleyvillage
Kempley Greenvillage
Kilcotvillage
Little Londonvillage
Littledeanvillage
Longhopevillage
Lowbandsvillage
Lower Redbrookvillage
Maisemorevillage
Marsh Lanevillage
May Hill Villagevillage
Mile Endvillage
Milkwallvillage
Minsterworthvillage
Newlandvillage
Newnhamvillage
Northwood Greenvillage
Oldcroftvillage
Overvillage
Parkendvillage
Playley Greenvillage
Plump Hillvillage
Pope's Hillvillage
Redmarley D'Abitotvillage
Rodleyvillage
Ruardeanvillage
Ruardean Woodsidevillage
Ruspidgevillage
Sedburyvillage
Slingvillage
St Briavelsvillage
St Briavels Commonvillage
Stantwayvillage
Stauntonvillage
The Scarrvillage
The Trianglevillage
Tibbertonvillage
Tirleyvillage
Tutshillvillage
Upleadonvillage
Upper Soudleyvillage
Viney Hillvillage
Westbury-on-Severnvillage
Whitecroftvillage
Woodcroftvillage
Woolastonvillage
Yorkleyvillage
Yorkley Sladevillage

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

9Contributions by this MP

43Contributions by other speakers

52Constituency-name matches

4Mapped-place term matches

21Lower-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

Social Media: Children19 Mar 2026 | Answered | Department for Science, Innovation and Technology
Children: Food Poverty12 Mar 2026 | Answered | Department for Education
Diplomatic Service: British Nationals Abroad25 Feb 2026 | Answered | Foreign, Commonwealth and Development Office
Fly-tipping2 Feb 2026 | Answered | Department for Environment, Food and Rural Affairs

Spoken Contributions

Courts and Tribunals Bill (Fifth sitting)16 Apr 2026
Courts and Tribunals Bill (Fourth sitting)14 Apr 2026
Topical Questions14 Apr 2026
Courts and Tribunals Bill (Third sitting)14 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.