https://lunenburgbudgetproject.org/mcp ↗
The Lunenburg, Massachusetts town and school budget, every figure traced to its source document.
org.lunenburgbudgetproject/archive is a remote MCP server published at lunenburgbudgetproject.org. It has been probed 15 times since 9/12/2026. It answered in 15 of them (100.0%), a near-uninterrupted record. Median response time is 1,050 ms, a delay an agent will notice. It offers a narrow, focused set of 8 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
| Run | Era | Modern | ms | Legacy | ms | Versions |
|---|---|---|---|---|---|---|
| 2026-09-13 21:01:02 | Legacy | 500 | 468 | 200 | 708 | 2025-11-25 |
| 2026-09-13 18:57:30 | Legacy | 500 | 741 | 200 | 741 | 2025-11-25 |
| 2026-09-13 16:52:42 | Legacy | 500 | 1592 | 200 | 1366 | 2025-11-25 |
| 2026-09-13 14:49:35 | Legacy | 500 | 415 | 200 | 360 | 2025-11-25 |
| 2026-09-13 12:47:19 | Legacy | 500 | 780 | 200 | 588 | 2025-11-25 |
| 2026-09-13 10:45:14 | Legacy | 500 | 1312 | 200 | 1268 | 2025-11-25 |
| 2026-09-13 08:43:04 | Legacy | 500 | 921 | 200 | 816 | 2025-11-25 |
| 2026-09-13 06:40:42 | Legacy | 500 | 1050 | 200 | 1050 | 2025-11-25 |
| 2026-09-13 04:35:29 | Legacy | 500 | 1140 | 200 | 1109 | 2025-11-25 |
| 2026-09-13 01:33:33 | Legacy | 500 | 279 | 200 | 291 | 2025-11-25 |
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
list_datasetsEvery 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, staff rosters, out-of-district placements, elections, and fifteen years of annual town reports.
read_firstThe 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 costs; and that no budget line is mapped to a ledger account, so budget-to-actual at line level cannot be answered from this data at all.
worked_examples107 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.
search_meetingsWhich 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. It matches words exactly, so plurals are separate terms — search "jersey" and "jerseys" both.
wordstringrequiredboardstringbudget_historyWhat 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 them. That mistake put a special education escalator 1.5 points too high here and was invisible until somebody asked how the number was derived. Note also that a budget line is NET — what the town must raise after grants, fees and state aid — so a line can rise because a grant ended rather than because anything cost more.
labelstringrequiredstagestringrequiredstaffHow 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 OF NAMES, NOT A STAFFING LEVEL: a roster carries no FTE, so a 0.4 music teacher and a full-timer are one row each, and it names no funding source, which is the question that usually matters. Grade appears only where the page happened to print it.
fystringcategorystringdocumentWhere 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.
namestringrequiredqueryAny 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 refused — narrow it with a WHERE, or ask for one table at a time.
sqlstringrequiredEach block is one measurement round. Green: working response. Amber: responded but the server was returning errors (5xx). Red: no response at all.
Each cell is one probe run. Faded cells are incomplete probes — one leg did not answer, so the era is inconclusive.
The two probe legs separately: modern server/discover and legacy initialize.
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
Add this badge to your README — it updates automatically as measurements change.
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