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Idescat MCP Server

作者:idescat版本 1.1.1i★ –i在云端运行
注册名称cat.idescat/mcp

安装

概览

作者提供的说明(英文原文)

Query official statistics of Catalonia (Idescat): tables, metadata and JSON-stat data via MCP.

PopNx MCP 的三大支柱

这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。

它能帮你做什么

我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。

安装

选择你使用的 AI 应用,然后复制设置。

安装之前

你需要

你用的是哪个应用?

在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。

适用于网页版、桌面版和手机版 Claude:

  1. 打开 Settings → Connectors
  2. 点击 Add custom connector
  3. 粘贴下面的地址,然后点击 Add
  4. 如果要求登录,请登录作者的服务
SettingsConnectors1+ Add2https://…3
https://api.idescat.cat/mcp

在终端中运行这条命令

claude mcp add --transport http idescat https://api.idescat.cat/mcp

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "idescat": {
      "url": "https://api.idescat.cat/mcp"
    }
  }
}

浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "idescat": {
      "type": "http",
      "url": "https://api.idescat.cat/mcp"
    }
  }
}

浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。

ChatGPT 只能连接互联网上的服务器:

  1. 打开网页版 ChatGPT → Settings → Connectors (Apps)
  2. 点击 Create 或 Add(部分套餐需要先在 Advanced 中开启 Developer mode)
  3. 粘贴下面的地址,起个名字,然后保存
  4. 如果要求登录,请登录作者的服务
SettingsConnectors1+ Create2https://…3
https://api.idescat.cat/mcp

菜单名称可能因套餐和版本不同而略有差异。

你的选择通过 Cookie 保存在这台设备上,无需账户。

这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。

它能做什么

我们还没有读取这个服务器的工具列表;我们会轮流检查各个端点。

基础检查i

我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日

  • ✓ 通过

    作者与仓库一致

    注册名称已通过域名 idescat.cat 验证(注册中心会核实域名所有权)

  • … 尚未检查

    仍在维护

    我们还没有从 GitHub 读取这个仓库

  • … 尚未检查

    有许可证

    我们还没有从 GitHub 读取这个仓库

  • … 尚未检查

    端点有响应

    尚未检查;我们会轮流检查各个端点

  • … 尚未检查

    使用 OAuth 登录

    尚未检查;我们会轮流检查各个端点

  • … 尚未检查

    工具描述中没有隐藏指令

    尚未检查;我们会在检查端点时读取工具列表

与“其他”中的其他服务器比较i

  • 星标数多于此分类中其他 32655 个服务器的 0%
  • 发布到注册中心的时间比此分类中其他 32655 个服务器的 75% 更新
  • 基础检查结果等于或优于此分类中其他 32655 个服务器的 100%

与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。

常见问题

Idescat MCP Server 安全吗?

它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。

它需要哪些密钥或代码?

注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。

它在我的电脑上运行还是在云端?

它在作者的云端运行。通过互联网连接,无需安装,但你发送的内容会经过作者的服务器。

它还在维护吗?

GitHub 仓库最后更新于–,最新版本(1.1.1)于12天前进入注册中心。

哪些应用可以使用它?

支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。

有什么可以替代它?

同一分类中有:Spec Driven Development, Remote Desktop Commander, SuperCollider

替代选择

同一分类中其他作者的服务器,按星标数排序。

如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i

Spec Driven Development

作者:formulahendry

MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.

在你的电脑上运行★ 440MIT14个月前更新
安装

Remote Desktop Commander

作者:desktop-commander

Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.

在云端运行★ 211前天更新
安装

SuperCollider

作者:Tok

Make sound with SuperCollider: synths, drums, chords, melodies and soundscapes over OSC.

在你的电脑上运行今天更新
安装

作者的 README

打开 README

按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。

Idescat MCP server

MCP (Model Context Protocol) server that exposes tools to query the official statistics of Catalonia, published by Idescat (Institut d'Estadística de Catalunya), from any MCP client (Claude, Windsurf, Cursor, VS Code, etc.).

  • Public endpoint: https://api.idescat.cat/mcp
  • Transport: Streamable HTTP (MCP spec 2026-07-28, per-request metadata and server/discover, with legacy initialize compatibility for 2025-11-25 and earlier), stateless — each POST request is independent, with no sessions. POST responses use JSON or SSE according to the client's Accept header; no persistent SSE stream is offered via GET.
  • Authentication: none required (the data is public).
  • Data: official Idescat statistics in JSON-stat; labels and descriptions are in Catalan; territorial scope is Catalonia and its territorial breakdowns (counties, municipalities, provinces, etc.).

Installation

The public endpoint is https://api.idescat.cat/mcp. Add one of the snippets below to your MCP client's configuration. Different clients expect a different key (serverUrl, url, ...) and sometimes a type.

Windsurf/Devin, Antigravity (serverUrl)
{

"mcpServers": { "idescat": { "serverUrl": "https://api.idescat.cat/mcp" } } }

Cursor, Roo Code, Zoo Code (type: streamable-http)
{

"mcpServers": { "idescat": { "type": "streamable-http", "url": "https://api.idescat.cat/mcp" } } }

Cline (type: streamableHttp)
{

"mcpServers": { "idescat": { "type": "streamableHttp", "url": "https://api.idescat.cat/mcp" } } }

VS Code and the emerging standard form (servers, type: http)
{

"servers": { "idescat": { "type": "http", "url": "https://api.idescat.cat/mcp" } } }

Claude.ai (custom connector)

Claude.ai (web and desktop apps) can reach the remote server directly as a custom connector, no configuration file needed.

  1. Open Customize → Connectors
  2. Click Add custom connector.
  3. Fill in the fields:
  • Name: Idescat
  • Remote MCP server URL: https://api.idescat.cat/mcp
  1. Click Add. No authentication (OAuth / API key) is needed, since the data is public.
  2. Back in a chat, enable the Idescat connector from the tools/attachments menu. Its tools and resources are now available to the assistant.
  3. (Optional) In the connector's tool settings, switch each Idescat tool from Needs approval to Always allow so the assistant can run them without asking for confirmation every time. All the tools are read-only, so this is safe.
Claude Desktop and stdio-only clients (bridge with mcp-remote)

Clients that only speak stdio can reach the remote server through the mcp-remote bridge:

{

"mcpServers": { "idescat": { "command": "npx", "args": ["-y", "mcp-remote", "https://api.idescat.cat/mcp"] } } }

Not sure which key your client expects? (catch-all)

Most clients ignore keys they don't recognise, so this superset works with many of them at once:

{

"mcpServers": { "idescat": { "url": "https://api.idescat.cat/mcp", "serverUrl": "https://api.idescat.cat/mcp", "type": "streamable-http", "streamableHttp": "https://api.idescat.cat/mcp" } } }

Protocol versions

The server is dual-era (MCP versioning):

EraProtocol versionsHow the version is chosenBehaviour
Legacy2025-11-25, 2025-06-18, 2025-03-26, 2024-11-05initialize negotiationExactly as before: JSON-RPC in → JSON-RPC out, ping, initialize; errors keep HTTP 200 (-32002 for a missing resource).
Modern2026-07-28params._meta["io.modelcontextprotocol/protocolVersion"] on every request (or server/discover)Results carry resultType: "complete", _meta serverInfo, and ttlMs/cacheScope on cacheable methods. initialize/ping don't exist here (-32601 → HTTP 404); a missing resource is -32602; an unsupported version is -32022; header violations are -32020 (HTTP 400).

Modern requests must also send matching headers: MCP-Protocol-Version (equal to the _meta version), Mcp-Method (equal to the JSON-RPC method), and Mcp-Name for tools/call (the tool name) and resources/read (the URI; UTF-8 values may use the =?base64?...?= sentinel). Origin is always accepted — the data is public and the API answers CORS *.

Modern clients may open subscriptions/listen: the server answers on an SSE stream with notifications/subscriptions/acknowledged carrying an empty filter (no notification types are supported — the server is stateless and the listings don't change), followed by the gradual close defined by the spec. Clients should rely on ttlMs instead.

Available tools

ToolDescription
get_idescat_statsFull list of available statistics.
get_idescat_statInformation about a statistic (by acronym: censph, pibc, ...).
get_idescat_stat_tablesList of tables of a statistic.
get_table_metadataTable metadata (dimensions, categories, units, ...).
get_table_dataTable data in JSON-stat: full, or filtered by dimension/territory/periods with the optional filters and last parameters (max. 20,000 cells after applying filters). Supports server-side calculations: age-range filters (">=65"), sum of a dimension's categories and derive (share / difference / percent_change).
get_table_geoTerritorial divisions available for a table (cat, prov, com, mun, ...).
render_tableReady-pivoted Markdown table (selectable rows/columns) with an attribution link to the table on the Idescat website. Accepts the same calculations as get_table_data (age-range filters, sum, derive) and reports them in a "Calculations:" block under the table.

Available resources

Beyond the tools, the server exposes MCP resources — content a client can attach to the context without executing any action.

Static resources (resources/list):

URIDescription
idescat://instructionsUsage guidance.
idescat://glossary/geoGlossary of territorial codes (cat, prov, com, mun, ...).
idescat://catalog/statsFull catalogue of statistics.

Resource templates (resources/templates/list) — parametrised URIs:

URI templateDescription
idescat://stat/{stat}Information about a statistic (e.g. .../censph).
idescat://stat/{stat}/tablesList of tables of a statistic.
idescat://table/{stat}/{table}Table metadata (e.g. .../censph/538).
idescat://table/{stat}/{table}/dataJSON-stat data of a table (max. 20,000 cells).

The transport is stateless, so subscribe and resources/list_changed

notifications are not offered (there is no persistent connection).

Server-side calculations

Language models are notoriously unreliable at mental arithmetic on long series of values. get_table_data and render_table therefore accept three optional parameters that make the server compute the result deterministically instead of leaving the model to add, subtract or divide the returned values itself:

{ "filters": { "AGE": ">=65", "SEX": "TOTAL" }, "last": 1 }

{ "sum": ["AGE"] } { "derive": { "share": "AGE", "percent_change": "previous" } }

  • Age-range filters. For dimensions coded Y000, Y005_009, Y_GE100, etc., a filter value can be a range expression (">=65", ">65", "<16", "<=15", "16-64"); the server resolves it to the exact list of codes and fails with range_not_representable when the published groups cannot express the bound exactly.
  • `sum` collapses the listed dimensions by adding up their categories; the result is a single SUM category. TOTAL is excluded automatically.
  • `derive` appends derived metrics to the metric dimension: share ( _SHARE = 100 × value / value at TOTAL of the given dimension), difference ( _DIFF vs. the previous or a given period) and percent_change ( _PCT = 100 × (value − base) / base).

The engine relies on Idescat's conventions: additivity is declared by extension["%"] on the metric dimension (only additive metrics can be summed or shared), TOTAL is the total code, and non-computable cells come back as null with status d. Everything applied is recorded in extension.derived (ranges, summed codes, formulas, warnings) and render_table prints it under the table as a Calculations: block.

Unsafe requests are refused: metric_not_additive, geo_not_summable (the territorial dimension is never summed — use the geo parameter with the division that already publishes the aggregate), range_not_representable, incomplete_data and total_not_available.

Agent skills

Two skills in the Agent Skills open format (a directory with a SKILL.md file: YAML frontmatter + Markdown instructions) teach agents how to use Idescat data correctly. They are published on the website and advertised in the ARD manifest:

SkillURLDescription
jsonstathttps://www.idescat.cat/dev/api/taules/jsonstat/SKILL.mdHow to read JSON-stat 2.0 datasets: dimension index, row-major order, stride/offset arithmetic, null and status handling. Generic — useful with any JSON-stat producer.
workflowhttps://www.idescat.cat/dev/api/taules/workflow/SKILL.mdHow to query Idescat data reliably (via this MCP server or the Tables API): choosing the statistic and territorial level, metadata-first flow, the 20,000-cell limit and filters, and mandatory source citation.

Repository files

The following files define the server's guidance and resources and are served, unchanged, to MCP clients:

  • [`instructions.md`](instructions.md) — usage guidance the server sends to clients during the handshake and exposes as the idescat://instructions resource. It explains how to choose a statistic, the data-retrieval flow, how to interpret JSON-stat, and the source-attribution rules.
  • [`resources.json`](resources.json) — declaration of the MCP resources and resource templates the server exposes (the two tables in the Available resources section above), including each URI, title, description, MIME type, and its backing file or tool.
  • [`resources/geo.md`](resources/geo.md) — glossary of territorial codes (cat, prov, at, com, mun, dis, sec) used by the geo parameter, exposed as the idescat://glossary/geo resource.

The repository also includes:

  • [`server.json`](server.json) — the server's metadata manifest in the standard server.json format, used to publish the server to the official MCP Registry.
  • [`jsonstat/SKILL.md`](jsonstat/SKILL.md) and [`workflow/SKILL.md`](workflow/SKILL.md) — the two agent skills, also published on the website under https://www.idescat.cat/dev/api/taules/.

Discovery (Agentic Resource Discovery)

The server is advertised using the Agentic Resource Discovery (ARD) specification (v0.91) so agents can find it automatically:

  • An ARD manifest is published at https://www.idescat.cat/.well-known/ard.json and https://api.idescat.cat/.well-known/ard.json (served with Access-Control-Allow-Origin: * on both hosts). It carries a top-level specVersion so the same document is valid both as an ARD manifest and as an AI Catalog file: /.well-known/ai-catalog.json is served direct

只显示了开头部分;其余内容请在仓库中阅读

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