Ocr MCP server

Connect Ocr and your agent gets 2 tools, among them estimate_cost, read_document. It answers at https://mcp.pennyocr.com over streamable HTTP, and it listed its tools to an anonymous client, so no sign-in was needed for that. Our probes reached it 10 of 10 times since 5 September 2026; the last check, on 18 October 2026, succeeded.

Status

Answering

Tools

Official

yes, served from pennyocr.com

Reliability

10 of 10 checks

Response time

141 ms

Transport

streamable HTTP

Last checked

18 October 2026

Read PDFs and images as markdown or text, with exact costs and hard spend caps. $0.75/1k pages.

Description as the publisher wrote it.

The 2 tools Ocr offers

Tool	What it does
`estimate_cost`	Free: return the page count and exact cost_usd to read a document URL with read_document, without running OCR. Use before reading large documents. Inputs: url, pages
`read_document`	Read a document (PDF or image) from a URL and return its contents as markdown (tables preserved) or plain text. Costs $0.00075 per page, billed to the PennyOCR account; the response includes the exact cost_usd and per-page citations. Use es Inputs: url, pages, output, max_pages, max_cost_usd

Add Ocr to your AI client

Every block below points at https://mcp.pennyocr.com. Pick your client and copy.

Claude Code: one command in your terminal

claude mcp add --transport http ocr https://mcp.pennyocr.com

Claude Desktop: claude_desktop_config.json

{
  "mcpServers": {
    "ocr": {
      "command": "npx",
      "args": ["-y", "mcp-remote", "https://mcp.pennyocr.com"]
    }
  }
}

Cursor: ~/.cursor/mcp.json, or .cursor/mcp.json in a project

{
  "mcpServers": {
    "ocr": {
      "url": "https://mcp.pennyocr.com"
    }
  }
}

VS Code and GitHub Copilot: .vscode/mcp.json

{
  "servers": {
    "ocr": {
      "type": "http",
      "url": "https://mcp.pennyocr.com"
    }
  }
}

Zed: Zed settings.json

{
  "context_servers": {
    "ocr": {
      "url": "https://mcp.pennyocr.com"
    }
  }
}

Windsurf: ~/.codeium/mcp_config.json

{
  "mcpServers": {
    "ocr": {
      "serverUrl": "https://mcp.pennyocr.com"
    }
  }
}

JetBrains AI Assistant: Settings, Tools, AI Assistant, MCP, New MCP Server, as JSON

{
  "mcpServers": {
    "ocr": {
      "url": "https://mcp.pennyocr.com"
    }
  }
}

Continue: .continue/mcpServers/neuronto.yaml

name: Ocr
version: 0.0.1
schema: v1
mcpServers:
  - name: Ocr
    type: streamable-http
    url: https://mcp.pennyocr.com

Gemini CLI: ~/.gemini/settings.json

{
  "mcpServers": {
    "ocr": {
      "httpUrl": "https://mcp.pennyocr.com"
    }
  }
}

Codex CLI: MCP server config

{
  "mcpServers": {
    "ocr": {
      "type": "http",
      "url": "https://mcp.pennyocr.com"
    }
  }
}

Warp: MCP servers, + Add, paste JSON

{
  "mcpServers": {
    "ocr": {
      "url": "https://mcp.pennyocr.com"
    }
  }
}

Goose: a one-click extension link

goose://extension?url=https%3A%2F%2Fmcp.pennyocr.com&type=streamable_http&id=ocr&name=Ocr

Is Ocr up right now?

It answered our last check on 18 October 2026 in 141 ms. Over 10 checks since 5 September 2026 it answered 10. Status here comes from Neuronto's own probes, not from the publisher.

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Questions about Ocr

Is there an official Ocr MCP server?

Yes. It is published by pennyocr.com and served from mcp.pennyocr.com, the vendor's own domain: https://mcp.pennyocr.com.

How many tools does Ocr have?

2, as returned by the server's own tools/list on 31 August 2026: estimate_cost, read_document.

Is Ocr down?

It answered our last check on 18 October 2026 in 141 ms. Over 10 checks since 5 September 2026 it answered 10.

How do I add Ocr to Cursor?

Put the server under mcpServers in ~/.cursor/mcp.json with the URL https://mcp.pennyocr.com. The exact JSON is above, with the same setup for Claude Code, Claude Desktop, VS Code, Windsurf, Zed, Gemini CLI and the rest.

Does Ocr need an API key?

It listed its tools to an anonymous client, so reading the tool list needs no key. Individual tools can still ask for credentials in their own inputs.

Where this comes from

Publisher: com.pennyocr. Endpoint host: mcp.pennyocr.com. ARD identifier: urn:air:com.pennyocr:mcp:ocr. First indexed 31 August 2026. The tools are exactly what the server returned; nothing on this page is inferred from its name. Ranking in Neuronto search is never for sale.

Is this your server? Get a message the day it stops answering or its tools change: monitoring, 14 days free. Or claim the domain to manage how it is listed.