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
Own MP activity covers 10 Apr 2026 to 1 Jul 2026 where available. Constituency mention evidence covers 4 Jul 2024 to 2 Jul 2026.
Coverage Scope
current office-data window. Own MP activity counts are still backfilling and currently use the office-data window shown here, not a full since-2024 election total. Use date filters in the tracker or official source links for older own-MP activity.
Constituency mention evidence uses the separate full post-2024-election local-evidence window (4 Jul 2024 to 2 Jul 2026), so its counts should not be compared directly with shorter own-MP activity counts.
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.
Broader Tracker Workflows
Review date-filtered activity
Open Euan Stainbank in the broader tracker for profile panels, date filters, and tracker-backed older-history tools where available.
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.
Votes differing from Labour majority
4 recorded votes where Euan Stainbank'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: 78. This is descriptive context, not a score.
LLM Data Map
| Open this | Use it for | Records |
|---|---|---|
| Search manifest | Fast topic, status, source, and official-URL triage before opening source shards. | 203 records |
| Topic bundles | Deterministic cross-source evidence bundles with official-source deepening guidance. | 8 topics |
| Places index | Place-first routing for Constituency Mentions with ambiguity and confidence signals. | 64 displayed 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: 2026-04-03 to 2026-07-02.Canonical public follow-up queue for written questions still awaiting answer; open the official question URL for live status and answer text. | 8 records |
| Written questions | Written questions tabled by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-04-10 to 2026-07-01.Compact records include question text, status, department, answer date/member where available, and official URL; full written answers are not embedded. | 60 records |
| Spoken contributions | Hansard spoken contributions by the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-04-10 to 2026-07-01.Compact records include a short summary and Hansard URL; do not treat the summary as the full contribution text. | 25 records |
| Votes | Commons divisions recorded for the MP in this page's own-activity coverage.Scope: current office-data window. Coverage dates: 2026-04-10 to 2026-07-01.Compact division records show this MP's recorded vote and official division URL; open the official source for full division context. | 78 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: 2026-04-10 to 2026-07-01.Compact EDM records include title, date, signature context where available, and official URL; open the official source for motion text. | 21 records |
| Constituency mention evidence | Hansard contributions matched to local/geographic terms, plus separately labelled parliamentary member-reference phrases.Scope: post-2024-election constituency mention extract. Coverage dates: 2024-07-04 to 2026-07-02.Evidence-ranked Hansard matches include mention category, match basis, confidence, signals, matched terms, and official URL; member-reference phrases are not ordinary local/geographic mentions. | 184 records (142 local/geographic, 47 member-reference) |
| 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. | 65 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: 2026-04-03 to 2026-07-02.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. | 23 records across components |
Constituency Mentions
Constituency mention evidence separates local/geographic matches from parliamentary member-reference phrases such as references to the MP for Falkirk. The generator keeps match evidence such as matched terms, mention category, confidence, and Hansard links so the office can check context before reuse.
Mapped place terms used for matching (64)
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
- Auchinclochhamlet
- Blackbraeshamlet
- Braefacehamlet
Other Settlement
- Crosshall Terraceother settlement
- Dhillon Terraceother settlement
- Jawcraigother settlement
Suburban Area
- Arnothillsuburban area
- Bainsfordsuburban area
- Bankheadsuburban area
- Banksidesuburban area
- Bantaskinsuburban area
- Bonnyfieldsuburban area
- Carmuirssuburban area
- Coneyparksuburban area
- Easter Shieldhillsuburban area
- Grahamstonsuburban area
- Greenbanksuburban area
- Greenhillsuburban area
- Head of Muirsuburban area
- High Bonnybridgesuburban area
- Ladysmillsuburban area
- Langleessuburban area
- Merchistonsuburban area
- Middlefieldsuburban area
- Mungalsuburban area
- Old Polmontsuburban area
- Parkfootsuburban area
- Parkhillsuburban area
- Rosebanksuburban area
- Summerfordsuburban area
- Tamfourhillsuburban area
- Woodlandssuburban area
Town
- Dennytown
- Falkirktown
Village
- Allandalevillage
- Avonbridgevillage
- Banknockvillage
- Binniehillvillage
- Bonnybridgevillage
- Brightonsvillage
- Californiavillage
- Camelonvillage
- Dennyloanheadvillage
- Dunipacevillage
- Fankertonvillage
- Glen Villagevillage
- Haggsvillage
- Hallglenvillage
- Lauriestonvillage
- Limeriggvillage
- Loanvillage
- Longcroftvillage
- Maddistonvillage
- Polmontvillage
- Reddingvillage
- Reddingmuirheadvillage
- Rumfordvillage
- Shieldhillvillage
- Slamannanvillage
- Standburnvillage
- Stoneywoodvillage
- Wallacestonevillage
- Westquartervillage
- Whitecrossvillage
Facet counts use the Constituency Mention evidence window. Scope: post-2024-election constituency mention extract. Coverage dates: 2024-07-04 to 2026-07-02. Facet counts overlap: one contribution can be counted in more than one match category. Member-reference phrases identify references to the MP for this seat and are not ordinary local/geographic mentions.
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
- Untitled item1 Jul 2026 | Awaiting answer | Department for Transport
- Untitled item1 Jul 2026 | Awaiting answer | Department for Environment, Food and Rural Affairs
- Untitled item1 Jul 2026 | Awaiting answer | Treasury
- Untitled item1 Jul 2026 | Awaiting answer | Ministry of Defence
Spoken Contributions
- Business of the House25 Jun 2026
- Civil Service Pension Scheme: Insourcing25 Jun 2026
- Civil Service Pension Scheme: Insourcing25 Jun 2026
- Topical Questions25 Jun 2026
Constituency Mention Evidence
- Business of the House16 Apr 2026
- Economic Growth15 Apr 2026
- Economic Growth15 Apr 2026
- Business of the House26 Mar 2026
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 evidence 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.