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AILANG Parse

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

Connector by sunholo-data · GitHub account verified by the MCP Registry

IndexedApache-2.0Local (stdio)Remote (HTTP)
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Install

Works with Claude Code, VS Code, Codex, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.

npx agentmarket install connector/sunholo-data-parse

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

Remote endpoint

  • https://docparse.ailang.sunholo.com/mcp/ Remote (HTTP)

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About

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

Use cases: document-processing, spreadsheets

Reviews

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No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.

Tools
6 read · 6 write · 0 delete
Secrets
1 (API keys, tokens or passwords)
Install scripts
Not scanned yet
Runs as
Node.js package

Tools by what they do 12

From the running server's own tool list (tools/list) on Oct 25, 2026.

Read 6 · Look things up without changing anything.

  • editDocument
  • mcpAuthPoll
  • mcpConvert
  • mcpEstimate
  • mcpFormats
  • mcpParse

Write 6 · Create, change, send or run things.

  • createUpload
  • mcpAccount
  • mcpAuth
  • submit_feedback
  • uploadDocument
  • uploadViaHost

Secrets and settings it asks for

Secrets: values you paste in that let it act as you.

  • DOCPARSE_API_KEY

Other settings (environment variables or headers).

  • AILANG_PARSE_MCP_URL

Network hosts it talks to 1

  • docparse.ailang.sunholo.com · found in remote endpoint, install command

Files it touches

  • Any path the agent passes to its tools

Tools (12)

As the server listed them on Oct 25, 2026. Descriptions are the server’s own words; hidden characters are shown as [U+…].

  • createUploadCreate upload link

    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 descriptor has a curl line: run it where the file is (replace <path>); it prints a receipt with a fileRef. Then call mcpParse, mcpConvert or editDocument with that fileRef. Tokens work once, for 10 minutes. If curl fails with a network error, or the user wants to pick a file, call uploadDocument instead, o…

  • editDocumentEdit documentread-only

    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 user uploaded (mcp-file://docparse/file_...). file: in ChatGPT, the file the user attached (ChatGPT fills it in). content + filename: the file base64-encoded, contentEncoding="base64", e.g. filename "contract.docx". filepath: an https:// URL of a publicly reachable document, or a sample id …

  • mcpAccountAccount, quota and usage

    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 request history (parsed output kept for replay) is on for your account "history_on" / "history_off" → change it for the account and all its keys

  • mcpAuthSign in with a device code

    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 is empty here.

  • mcpAuthPollCheck sign-in statusread-only

    Poll for device authorization completion. Returns "pending" (keep polling every 5s), "approved" (with api_key and tier), or "expired" (start over with mcpAuth).

  • mcpConvertConvert documentread-only

    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-file://docparse/file_...). file: in ChatGPT, the file the user attached (ChatGPT fills it in). content + filename: the document itself; binary files base64-encoded with contentEncoding="base64", text as plain text. input: an https:// URL of a publicly reachable document, or a sample id …

  • mcpEstimateEstimate cost and latencyread-only

    Estimate cost and latency for parsing a document. Accepts a file path or sample_id. No auth required.

  • mcpFormatsList formats and capabilitiesread-only

    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.

  • mcpParseParse documentread-only

    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. file: in ChatGPT, the file the user attached (ChatGPT fills it in). filepath: an https:// URL of a publicly reachable document, or a sample id from mcpFormats such as "sample_docx_formatting". content + filename: short text only (Markdown, HTML, CSV); the filename's extension picks t…

  • submit_feedbackSend feedback

    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, docs, limitation. Body limit 10KB, snippet limit 4KB. Optional contact field for follow-up; opaque to the server. Set `auto_dispatch=true` to authorize the package agent to act on your submission immediately (default false — files for human triage; pkg-feedback agent template lands in a separate spri…

  • uploadDocumentUpload a document

    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 comes in parts). Use this when the user wants to pick a file, or when createUpload's curl fails with a network error. For a file already in your sandbox or workspace, use createUpload + curl instead. Never parse the file yourself.

  • uploadViaHostReceive upload from widget

    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.

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    Stars
    0
    Forks
    1
    Open issues
    1
    Weekly downloads
    1,543
    Last commit
    Oct 23, 2026 (5 days ago)
    Last release
    Sep 1, 2026 (1 month ago)
    Last package publish
    Sep 1, 2026 (1 month ago)

    From GitHub (fetched Oct 24, 2026) and the package registry.

    Details

    Registry name
    io.github.sunholo-data/parse
    Version
    0.13.1
    Auth
    Auth not stated, API key
    Packages
    npm @ailang/parsepypi ailang-parse
    License
    Apache-2.0
    Repository
    github.com/sunholo-data/ailang-parse
    Website
    www.sunholo.com/ailang-parse/
    First seen
    Oct 24, 2026
    Last checked
    Oct 24, 2026
    Source
    Official MCP Registrygithub-graphql
    Cite this page

    AILANG Parse MCP server. Agent Mart. https://agentmart.dev/connectors/sunholo-data-parse (last updated 2026-10-24)