Site

com.lessonvoPublished by lessonvo.comOfficial publisherv1.0.1Updated Nov 8, 2026

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

VerifiedStreamable HTTPWeb executableDatabasesData & Analytics

Overview

AI-generated overview

Remote MCP server exposing Lessonvo's single dataset for schema lookup, search, exact-match lookup, comparison, statistics, ranking and provenance.

What you can do
  • Inspect the dataset's columns, numeric flags, row count and provenance banner
  • Search rows whose cells contain a query, and fetch rows where a column equals a value
  • Compare rows across several given values, in the order given, for "X vs Y" questions
  • Compute count, min, max, mean, median and sum of a numeric column
  • Rank the highest or lowest rows by a numeric column
  • Read the source, computation date, licence and citation for the dataset
When to use it
Useful when you want an assistant to answer questions from Lessonvo's published dataset with figures that can be attributed, including lookups, comparisons, rankings and simple statistics. It is a narrow, single-dataset server, so it only helps for topics that dataset covers.
Requirements
A remote streamable HTTP endpoint at lessonvo.com; no packages, environment variables or headers are declared. No authentication is declared, so no account or key appears to be needed, but network access to the endpoint is required.
Before you install
The server is described as citing the site in every answer, so expect attribution or citation requirements when reusing figures; check the provenance tool for the licence before republishing data. All tools are read-only queries, and no credentials are requested.

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

Parametersvaluerequiredcolumnrequired

dataset_compare

Compare rows side by side

The rows of the Lessonvo 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 Lessonvo 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 Lessonvo 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 Lessonvo 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

72% 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

    Publish an icon in the registry entry.

  • 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.