MCP server

AILANG Parse

io.github.sunholo-data/parse

Checked 25 Oct 2026, 20:29 UTC · Connected to it and listed its tools

Deterministic DOCX/PPTX/XLSX/PDF parser: track changes, comments, headers, footers, merged cells.

Website Source

At a glance

Type

MCP server

Publisher

Not verified

Status

Working at last check

Tools

12

Token cost

About 3,424 tokens per request

Sets up in

Claude Code, Claude Desktop, Codex, Gemini CLI, Cursor, VS Code, Antigravity, ChatGPT, OpenAI API, Grok

Last checked

25 Oct 2026, 20:29 UTC

Connect it to your agent

Add to CursorAdd to VS CodeVS Code Insiders

Opens the app, which shows the server and asks you to confirm. For other apps, copy the setup below.

Claude Code

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

Claude Desktop

Settings → Connectors → Add custom connector, and paste the URL.

Codex (config.toml)

[mcp_servers.parse]
url = "https://docparse.ailang.sunholo.com/mcp/"

Gemini CLI

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

Cursor

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

VS Code

{"servers":{"parse":{"type":"http","url":"https://docparse.ailang.sunholo.com/mcp/"}}}

Antigravity

agy mcp add parse https://docparse.ailang.sunholo.com/mcp/

ChatGPT

Settings → Apps & Connectors → Advanced settings: turn on Developer mode, then Create a connector and paste the URL. Which plans can do this varies.

OpenAI API (Responses tools)

{"type":"mcp","server_label":"parse","server_url":"https://docparse.ailang.sunholo.com/mcp/","require_approval":"always"}

Grok (xAI API tools)

{"type":"mcp","server_label":"parse","server_url":"https://docparse.ailang.sunholo.com/mcp/"}

Tools

• createUpload Runs commands · ~252 tokens
  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 token PER FILE: a token uploads exactly one file. For several files set count (1..20) to get that many descriptors in one call. Each descrip
• editDocument ~546 tokens
  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 "[]" returns the document unchanged. Office formats only: docx, pptx, xlsx, odt, odp, ods. Give the document ONE way: fileRef: a file the u
• mcpAccount ~182 tokens
  Your 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 usage ("usage" is an alias) "history" → whether reques
• mcpAuth ~128 tokens
  Start 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 with the device_code. MCP wrappers don't have HTTP request headers, so provenance i
• mcpAuthPoll ~90 tokens
  Poll for device authorization completion. Returns "pending" (keep polling every 5s), "approved" (with api_key and tier), or "expired" (start over with mcpAuth).
• mcpConvert ~605 tokens
  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 filename "notes.md" (headings become slides in pptx). To convert an existing document, give it ONE way: fileRef: a file the user uploaded (mcp-
• mcpEstimate ~83 tokens
  Estimate cost and latency for parsing a document. Accepts a file path or sample_id. No auth required.
• mcpFormats ~68 tokens
  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 ~682 tokens
  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://docparse/file_...). The same user can use it again for 30 minutes after the first use (more parts, another format), then it is deleted
• submit_feedback ~484 tokens
  Anonymous 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:vendor/name` inbox where its autonomous agent watches. Categories: bug, feature, d
• uploadDocument ~200 tokens
  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 way you get its fileRef. Then call mcpParse with that fileRef for the content (the same user can reuse it for 30 minutes; a large document com
• uploadViaHost ~104 tokens
  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.

Browse

• Claude tools
• GitHub tools
• PDF tools
• Spreadsheets
• Word documents
• Converting to Markdown

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