A local service for reading DOCX, PPTX, XLSX, and PDF files while preserving details such as tracked changes, comments, headers, footers, and merged spreadsheet cells. It runs through the @ailang/parse npm package and requires two environment variables.

Use it to parse office documents and PDFs, after providing the document parser API key and service URL.

It exposes document structure and editing details that ordinary text extraction can miss.

parse — MCP server by sunholo-data

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods

npx agentmods add mcp/sunholo-data/ailang-parse/parse

Clone the repo

git clone --depth 1 https://github.com/sunholo-data/ailang-parse

Made for: Claude Code, Codex, Cursor.

Per session not measured What this adds to a session before it is invoked.

When invoked not measured Not applicable: nothing here is loaded into a session.

Security scan A 0 findings. Scan, not verified.

Origin original No closer match found in the catalogue.

Security

Grade A, and why

parse scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

server.json · 13 lines

What it actually says

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

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

yesterday First seen · 13 lines scan A e5ca57ba05ff

Subscribe to this mod's changes

parse is an MCP server published in the GitHub repository sunholo-data/ailang-parse (0 stars, last pushed yesterday), licensed Apache-2.0. Its token cost is not measured: an MCP server costs its tool schemas, not its config file. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Backend and APIs Documents document docx markdown parser parsing-library pptx

parse

Getting it into your agent

Grade A, and why

Nothing flagged

What it actually says

What this file has done since we first saw it

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