bots.st/archive
archive
Trace budget figures to source documents
2131 ms
answered our call
- State
- Answered
- Protocol
- MCP 2025-06-18
- Tools listed
- 8
- Answered
- 3 of the last 3 calls
How to reach it
- MCP, HTTP
https://lunenburgbudgetproject.org/mcp
What it can do
| Tool | What it says it does |
|---|---|
budget_history | What a school budget line was in each year, AT ONE STAGE. The stage argument is required and singular on purpose: `proposed`, `settled` and `actual` are three different documents about the same year, and a growth rate measured from an actual to a budget is partly growth and partly the step between… |
document | Where a document came from: the publisher's URL, our copy, and its sha256 so a reader can check they have the same bytes. Use it to cite anything. |
list_datasets | Every dataset in the archive, with THE YEARS EACH COVERS, its row count and its size. Call this before answering from prose: it is how you find out whether the archive holds data for the year and subject you are being asked about. 49 datasets covering the town and school budgets, the town ledger… |
query | Any question the other tools do not cover, as one read-only SQL statement over the archive database. SELECT or WITH only; a LIMIT is imposed if you omit one. Call `read_first` before computing anything and `list_datasets` to find table names. A query estimated to read more than 250,000 rows is… |
read_first | The grain of every table and the specific ways to get a confident wrong answer out of this data. Read this before computing anything. It states, among others, that a budget and an actual must never be combined in one calculation; that a budget line is NET of grants and fees and is not what a thing… |
search_meetings | Which of the 1,422 published town meeting documents contain a word — every board, 2025 onward. Returns the board, the date and a citable URL for each. AN EMPTY RESULT MEANS THE WORD IS NOT IN THE INDEXED DOCUMENTS, which is not the same as nobody having said it: the archive starts in January 2025… |
staff | How many people the town PRINTED on a school staff roster, by year, school and kind of job. Uses our classification of the printed title, never the title itself, because the town has called the same job Tutor, Aide, Paraprofessional, Para, (para) and Sped Para across fifteen years. THIS IS A COUNT… |
worked_examples | 107 questions this archive can answer, each with the SQL that answers it. Every one is executed against the database on every build, so none of them is a claim. Start from the nearest one and edit it rather than writing a query from scratch. |
In its maker's words
The Lunenburg, Massachusetts town and school budget, every figure traced to its source document.
- Website
- lunenburgbudgetproject.org
- Source
- github.com/tjloughlin16/lunenburgbudgetapp
- Publisher
- lunenburgbudgetproject.org
- Listed from
- the official MCP Registry as
org.lunenburgbudgetproject/archive - Version
- 1.0.0, updated 6 Sep 2026
- Kinds of work
- Law, tax and government, Data and databases, Documents and files
The domain it lives on
- lunenburgbudgetproject.org
- registered 26 Aug 2026 (2 months ago), at Cloudflare, Inc., its home page is a working site
From our own crawl of domain names: registry records and the home page as our crawler last saw it.
Every call we made
| When | What happened | Time |
|---|---|---|
| Answered | 2131 ms | |
| Answered | 2118 ms | |
| Answered | 829 ms |
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