Site

com.shortcodoPublished by shortcodo.comOfficial publisherv1.0.1Updated Nov 8, 2026

Shortcodo: the site's own MCP server — dataset; every answer cites the site.

VerifiedStreamable HTTPWeb executableDatabasesData & Analytics

Overview

AI-generated overview

A remote MCP server that gives an assistant read-only query tools over the Shortcodo dataset, with provenance and citation details for every figure.

What you can do
Inspect the dataset schema, numeric columns, row count and provenance banner before querying it, and read the source, computation date, licence and citation for attribution. Search rows by case-insensitive text match, up to 50 results. Retrieve rows where a column exactly equals a value, or matches any of several values in a given order for comparisons. Compute count, min, max, mean, median and sum of a numeric column, and list the highest or lowest rows by a numeric column.
When to use it
Useful when a question can be answered from the Shortcodo dataset and the answer needs a citable source, such as lookups, comparisons between named values, rankings, or simple statistics on a numeric column.
Requirements
A remote streamable HTTP endpoint at shortcodo.com; no packages, environment variables or headers are declared. The manifest declares no authentication, so no account or API key is shown as needed.
Before you install
The server is read-only: its tools only inspect and query the dataset, with no writes. Answers are limited to the Shortcodo dataset, and the server is the site's own, so results and citations point back to that site; check the provenance tool before relying on a figure.

Installation

In SourceWeft

  1. Open Site in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/com.shortcodo%2Fsite/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "site": {
      "type": "http",
      "url": "https://shortcodo.com/mcp"
    }
  }
}

README

This repository has no README.

Tools

7

dataset_columns

Dataset columns and shape

The columns, which of them are numeric, the row count and the provenance banner of the Shortcodo dataset. Call this first to learn the schema.

Takes no parameters.

dataset_row

Look a row up by an exact key

The rows of the Shortcodo dataset where a column equals a value exactly (case-insensitive).

Parametersvaluerequiredcolumnrequired

dataset_compare

Compare rows side by side

The rows of the Shortcodo dataset whose column is any of the given values, in the order given — for "X vs Y" questions.

Parameterscolumnrequiredvaluesrequired

dataset_stats

Summary statistics for a numeric column

count, min, max, mean, median and sum of a numeric column of the Shortcodo dataset (grouping commas and currency are handled; non-numeric rows are excluded and counted).

Parameterscolumnrequired

dataset_top

Rank rows by a numeric column

The highest (or lowest) rows of the Shortcodo dataset by a numeric column — "which is the most/least X".

Parameterslimitcolumnrequiredascending

dataset_provenance

Where this data comes from, and how to cite it

The source, the date it was computed, the licence and the citation for the Shortcodo dataset. Read this to attribute a figure correctly.

Takes no parameters.

Version history

2
  1. v1.0.1LatestOct 3, 2026
  2. v1.0.0Sep 16, 2026

Score

83% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • LicenseNot applicable

    A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.