AILANG Parse

Connect it to your AI

Claude Code

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

Claude, ChatGPT, Cursor and other apps

Add it as a custom connector with this URL (Streamable HTTP):

https://docparse.ailang.sunholo.com/mcp/

claude mcp add parse -- npx -y @ailang/parse@0.13.1

claude mcp add parse -- uvx ailang-parse==0.13.1

Cursor, VS Code and other apps (mcp.json)

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

Tools it offers

12 tools, as the server itself reported during our check on Oct 31, 2026.

• createUploadGet 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 token PER FILE: a token uploads exactly one file. For severa
• editDocumentEdit 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 "[]" returns the document unchanged. Office formats only: doc
• mcpAccountYour AILANG Parse account: plan, monthly usage and limits, your keys, and whether request history is kept. Actions: "status" (default) → plan, usage this month and remaining allowance "keys" → your keys with per-key usag
• mcpAuthStart device authorization to get an API key. Returns device_code, user_code, and verification URL. The agent should display the verification URL to the user, who signs in and approves the code. Then call mcpAuthPoll wit
• mcpAuthPollPoll for device authorization completion. Returns "pending" (keep polling every 5s), "approved" (with api_key and tier), or "expired" (start over with mcpAuth).
• mcpConvertCreate 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 filename "notes.md" (headings become slides in pptx). To convert
• mcpEstimateEstimate cost and latency for parsing a document. Accepts a file path or sample_id. No auth required.
• mcpFormatsWhat 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.
• mcpParseParse 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://docparse/file_...). The same user can use it again for 30 minute
• submit_feedbackAnonymous bug report / feature request / docs gap, queued for human review. Default routing: `public-feedback` inbox (general AILANG). Pass `package="vendor/name"` (e.g. "sunholo/auth") to route to that package's `pkg:ve
• uploadDocumentLet 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 way you get its fileRef. Then call mcpParse with that fileRef
• uploadViaHostReceive 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.

Questions