PDF Extractor: Bulk PDF to Text, Tables & Markdown from a CSV

io.github.Nero-EnginePublished by GitHub account Nero-Enginev0.1.0Updated Oct 24, 2026

Extract text, tables and metadata from every PDF linked in a dataset, CSV or Google Sheet.

VerifiedStreamable HTTPWeb executableFiles & StorageData & Analytics

Overview

AI-generated overview

Extracts text, tables and metadata from every PDF linked in a dataset, CSV or Google Sheet.

What you can do
This remote MCP server takes a dataset, CSV or Google Sheet containing PDF links and extracts text, tables and metadata from each linked PDF. It is aimed at bulk processing rather than single-document reading, so an assistant can turn a list of PDF URLs into structured text and table output. It runs as a hosted endpoint, so no local package is installed.
When to use it
Use it when you have a list of PDF links in a dataset, CSV or Google Sheet and want an assistant to pull the text, tables and metadata out of all of them in one pass. It is less suited to reading a single PDF on demand.
Requirements
A remote MCP endpoint at over streamable HTTP. An Apify API token is required, sent in the Authorization header as 'Bearer '. Runs are billed per event to your Apify account, so an Apify account with billing is needed.
Before you install
The Authorization header carries your Apify API token, a credential that should be kept secret. Runs are billed per event to your Apify account, so usage can cost money. The PDF links and extracted content are processed by the remote Apify service, meaning that data leaves your machine.

Installation

In SourceWeft

  1. Open PDF Extractor: Bulk PDF to Text, Tables & Markdown from a CSV in the dashboard and add it to a workspace.
  2. Connect the required credentials. They are stored privately and never shown on public pages.
  3. 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/io.github.Nero-Engine%2Fdataset-pdf-extract/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. The client completes OAuth sign-in on first connect.

{
  "mcpServers": {
    "pdf-extractor-bulk-pdf-to-text-tables-ma": {
      "type": "http",
      "url": "https://mcp.apify.com/?tools=nerolabs/dataset-pdf-extract"
    }
  }
}

Tools

0
This server asks you to sign in, so SourceWeft could not read its tools without an account and has not indexed them. What a connected account sees can depend on that account and its permissions.

Version history

1
  1. v0.1.0LatestSep 16, 2026

Score

67% 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 listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • 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.