Site

com.hreflanglyPublished by hreflangly.comOfficial publisherv1.0.1Updated Nov 7, 2026

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

VerifiedStreamable HTTPWeb executableWeb Search & ScrapingData & Analytics

Overview

AI-generated overview

Remote MCP server exposing the Hreflangly dataset for schema inspection, search, exact lookups, comparisons, statistics and provenance.

What you can do
  • Inspect the dataset schema, numeric columns, row count and provenance banner
  • Search rows by case-insensitive text match, up to 50 results
  • Fetch rows where a column exactly equals a value
  • Compare rows across several values in a given order for "X vs Y" questions
  • Compute count, min, max, mean, median and sum of a numeric column
  • Retrieve the dataset's source, computation date, licence and citation
When to use it
Useful when you want an assistant to answer questions from the Hreflangly dataset — lookups, comparisons, rankings and simple statistics — and to attribute figures to the site's own source.
Requirements
A remote streamable HTTP endpoint at hreflangly.com; no packages, environment variables or headers are declared. Network access to that endpoint is needed.
Before you install
All answers come from a single site's dataset, so figures should be checked against the provenance and citation tools before being relied on. No authentication or credentials are declared.

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.hreflangly%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://hreflangly.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 Hreflangly 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 Hreflangly dataset where a column equals a value exactly (case-insensitive).

Parametersvaluerequiredcolumnrequired

dataset_compare

Compare rows side by side

The rows of the Hreflangly 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 Hreflangly 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 Hreflangly 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 Hreflangly 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.