io.github.sunholo-data/parse

up checked 2026-11-11T12:37:29.699Z

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Publisher-provided title

AILANG Parse

Publisher-provided description

Parse, convert and create Office and PDF documents. OAuth at /mcp/connect/, API key at /mcp/.

Summary by lookupd

Parses, converts and edits Office and PDF documents into structured blocks, Markdown or HTML, and creates new files in common formats.

Install

Claude Code, remote (streamable-http)

claude mcp add --transport http parse https://docparse.ailang.sunholo.com/mcp/connect/

Claude Code, remote (streamable-http)

claude mcp add --transport http parse https://docparse.ailang.sunholo.com/mcp/

Claude Code, npm package (stdio)

claude mcp add parse -- npx -y @ailang/parse

Claude Code, pypi package (stdio)

claude mcp add parse -- uvx ailang-parse

Codex, remote (streamable-http)

codex mcp add parse --url https://docparse.ailang.sunholo.com/mcp/connect/

Codex, remote (streamable-http)

codex mcp add parse --url https://docparse.ailang.sunholo.com/mcp/

Codex, npm package (stdio)

codex mcp add parse -- npx -y @ailang/parse

Codex, pypi package (stdio)

codex mcp add parse -- uvx ailang-parse

Cursor, remote (streamable-http) → .cursor/mcp.json

{
  "mcpServers": {
    "parse": {
      "url": "https://docparse.ailang.sunholo.com/mcp/connect/"
    }
  }
}

Cursor, remote (streamable-http) → .cursor/mcp.json

{
  "mcpServers": {
    "parse": {
      "url": "https://docparse.ailang.sunholo.com/mcp/"
    }
  }
}

Cursor, npm package (stdio) → .cursor/mcp.json

{
  "mcpServers": {
    "parse": {
      "command": "npx",
      "args": [
        "-y",
        "@ailang/parse"
      ]
    }
  }
}

Cursor, pypi package (stdio) → .cursor/mcp.json

{
  "mcpServers": {
    "parse": {
      "command": "uvx",
      "args": [
        "ailang-parse"
      ]
    }
  }
}

Other clients: docs. Or tell your agent: Set up lookupd for me: read https://lookupd.com/agent.md and follow it.

Tools (10 tools)

Publisher-provided text

• createUpload Get one-time upload links for files in your sandbox or workspace, when you can run shell commands with network access (Claude Code, Codex, a code sandbox). One
• editDocument Edit a document: parse it, apply a JSON array of edit deltas, and return the modified blocks (same shape as mcpParse with outputFormat "blocks"). deltas "" or "
• mcpAccount Your AILANG Parse account: plan, monthly usage and limits, your keys, and whether request history is kept. Actions: "status" (default) → plan, usage this mon
• mcpConvert Create a document in another format: docx, pptx, xlsx, odt, odp, ods, html, md or qmd. To write a new document, write Markdown and send it as content with filen
• mcpEstimate Estimate cost and latency for parsing a document. Accepts a file path or sample_id. No auth required. Returned through mcpOutput, like every other MCP tool: a J
• mcpFormats What AILANG Parse can read and write, how to send it a document, and the sample documents you can try without one. No sign-in needed.
• mcpParse Parse a document into structured blocks, Markdown, HTML or A2UI, or a short summary of it. Give the document ONE way: fileRef: an uploaded file (mcp-file://do
• submit_feedback Anonymous bug report / feature request / docs gap, queued for human review. Default routing: `public-feedback` inbox (general AILANG). Pass `package="vendor/nam
• uploadDocument Let the user pick a file to parse: shows the AILANG Parse card with a Choose file button. The card uploads the file and tries to summarise it for you; either wa
• uploadViaHost Receive a file from the AILANG Parse upload widget, relayed by the host as base64. Only the widget calls this; ticket is the upload token it holds.

Details

• Version: 0.14.1
• Transports: streamable-http, stdio
• Uptime (7 days): 100%
• Median latency: 1019 ms
• First indexed: 2026-11-01T09:56:25.601Z
• Last seen in registry: 2026-11-05T08:17:16.039Z
• Repository: https://github.com/sunholo-data/ailang-parse
• Website: https://www.sunholo.com/ailang-parse/

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