Finance Toolkit
500+ transparent financial methods calculated from raw statements, not third-party endpoints.
Description from the maker (original English)
The Lunenburg, Massachusetts town and school budget, every figure traced to its source document.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
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Works in Claude on the web, desktop and mobile:
https://lunenburgbudgetproject.org/mcpRun this in your terminal
claude mcp add --transport http archive https://lunenburgbudgetproject.org/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"archive": {
"url": "https://lunenburgbudgetproject.org/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"archive": {
"type": "http",
"url": "https://lunenburgbudgetproject.org/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://lunenburgbudgetproject.org/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 8, 2026
The publisher (lunenburgbudgetproject.org) is not the repo owner (tjloughlin16); someone else may have listed it
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 0 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 2 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Finance Toolkit, SolidInvoice, Korea Tax Calculator
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
500+ transparent financial methods calculated from raw statements, not third-party endpoints.
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Korean tax calculation and tax-audit judgment MCP: 96 tools with statutory citations.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
An independent, checkable archive of the Lunenburg, Massachusetts town and school budget: 49,060 documents, 411 datasets, and 12,295 agendas and sets of minutes across 51 town boards. Not affiliated with the Town of Lunenburg, the School Committee or the school district.
The site is [https://lunenburgbudgetproject.org](https://lunenburgbudgetproject.org). This repository is everything behind it.
Start there: the data API · an MCP server · every published address · the guide for agents.
Read [`fy28/public/llms.txt`](https://raw.githubusercontent.com/tjloughlin16/lunenburgbudgetapp/main/fy28/public/llms.txt) first. It is written for you: what this archive holds, what it does not, and the specific ways to get a confident wrong answer out of the data.
If you can reach the site, use it — every address below has a live equivalent and the site serves smaller, indexed forms. If you can only reach GitHub, fetch raw files directly; no clone is needed:
https://raw.githubusercontent.com/tjloughlin16/lunenburgbudgetapp/main/
| you want | fetch |
|---|---|
| what this holds, and its limits | fy28/public/llms.txt |
| every dataset, with row counts and sizes | fy28/public/api/tables.json — 189 of them |
| the grain of every table, and the traps | fy28/public/api/schema.json |
| every figure the site computes | fy28/public/data/model/index.json — 38 sections, one file each |
| every source document, with its sha256 | sources/data/archive-manifest.csv |
| which meeting documents mention a word | fy28/public/minutes/find/README.txt |
Nothing in `fy28/public/api/` is larger than one fetch. Anything that would be is split — staff_roster_entries.json is an index and staff_roster_entries/2022.json is that year.
The documents themselves are not in this repository. 49,060 files, 1.47 GB, live in a public object store; sources/data/archive-manifest.csv lists every one with its sha256 and python3 scripts/sync_archive.py --pull fetches them. The extracted text IS here, under sources/*/text/, and that is what the analysis reads.
sources/ | the archive, keyed by how a document reached us — see sources/README.txt |
sources/data/ | 411 datasets extracted from those documents, CSV |
sources/analyses/ | the written analyses, each with a verifier script |
model/ | the projection — python3 model/export.py writes fy28/src/data/model.json |
scripts/ | extraction, verification and publishing |
fy28/ | the site: React app, Cloudflare Pages Functions, and everything published |
notes/ | working notes; notes/reference/ is generated |
plans/ | what is being built and why |
CLAUDE.md carries them in full and each one exists because it was learned by getting it wrong here. The four that matter most to anybody reading the data:
npm install --prefix fy28 python3 scripts/sync_archive.py --pull # the documents; the manifest says what python3 model/export.py # -> fy28/src/data/model.json npm run --prefix fy28 build:site # -> fy28/dist
CLAUDE.md lists every check. The ones that guard what this file describes:
python3 scripts/build_readme.py --check # this file, against the repository python3 scripts/build_api.py # every dataset, fetchable node fy28/scripts/check-agents.mjs # every advertised URL answers, and can be read python3 scripts/check_archive_storage.py # the archive against its manifest
*Generated by scripts/build_readme.py. Edit that, not this.*