Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Finnish postal-area and municipality statistics; rank, compare, history, air quality, nearby places
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://suomiatlas.com/api/mcpRun this in your terminal
claude mcp add --transport http area-statistics https://suomiatlas.com/api/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"area-statistics": {
"url": "https://suomiatlas.com/api/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": {
"area-statistics": {
"type": "http",
"url": "https://suomiatlas.com/api/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://suomiatlas.com/api/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.
Tool names and descriptions exactly as the server reported them on Nov 6, 2026. The maker wrote them, not us; we show them as plain text.
search_placesResolve a Finnish place name to the code every other Suomiatlas tool takes. Handles postal areas (e.g. Toukola, Töölö), municipalities (Espoo, Akaa) and regions (Uusimaa). Diacritics are optional: "toolo" finds "Töölö". Call this first whenever the user names a place rather than
get_place_statsCurrent statistics for one Finnish postal area or municipality: population, age, income, employment, education, housing sale prices (€/m²) and municipal crime rates, with national/regional percentiles where available. Accepts a name or a code and resolves it automatically; if the
get_place_historyTime series for one Finnish postal area or municipality, with the direction and size of change computed for each metric so the trend does not have to be eyeballed. Answers questions like "have apartment prices been rising in Espoo?" and "is the population growing?". Defaults to h
get_air_qualityMeasured annual-mean air quality (PM2.5, PM10, NO₂, O₃) for a Finnish postal area or municipality, from Finnish Meteorological Institute and municipal monitoring stations, each compared against the WHO 2021 guideline and the EU limit. Answers "is the air clean in Vantaa?" with a
get_nearby_placesWhat is physically inside one Finnish postal area: public transport stops (bus, tram, metro, train, ferry) from Digitransit; daycare centres from the Suomi.fi service catalogue (PTV), with OpenStreetMap adding only those with no PTV daycare within 250 m; and schools, higher and f
compare_areasSide-by-side statistics for up to 12 Finnish postal areas, with national benchmarks and percentiles. Accepts names or codes. A null value or percentile is suppressed or unpublished for that area and year (small-area confidentiality), not zero.
rank_areasRank Finnish postal areas by any metric — highest or lowest income, population, unemployment, education, housing prices — nationally or within one municipality or region. Crime rates (crime_total_rate and friends) and air quality (aq_pm25_avg, aq_pm10_avg, aq_no2_avg, aq_o3_avg —
find_similar_areasPostal areas most like a given one across its whole statistical profile — income, age structure, education, housing and employment together, not one metric. Useful for "where else in Finland feels like this neighbourhood?". Similarity is statistical, not geographic: the results a
list_variablesThe catalogue of every metric Suomiatlas publishes — population, income, education, employment, buildings and dwellings, housing sale prices, crime rates, composite scores — grouped by theme, with codes, units and types. Call this to find the right `variableCode` for rank_areas o
get_area_reportThe download link for one postal area's printable PDF report (composite scores, trends and the full statistics table). Returns a URL and never the file itself — the report renders the same data the other tools return, so offer the link when someone wants the document, and answer
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 7, 2026
The registry lists no source repo, so we cannot match the publisher (suomiatlas.com) to the code
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
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Read 10 tool descriptions and found no hidden instructions to the AI
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 2 of 3 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 (0.9.0) reached the registry 5 days 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: Spec Driven Development, Remote Desktop Commander, Signoff
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No README found in the repo