Parse DOCX, PPTX, XLSX, and PDF files with deterministic output that captures track changes, comments, headers, footers, and merged cells. Built for developers who need structured, reliable document extraction for automation and analysis workflows.
io.github.sunholo-data/parse
https://docparse.ailang.sunholo.com/mcp/
HTTP
No auth required
How models use it and what it is built for.
Parse DOCX, PPTX, XLSX, and PDF files with deterministic output that captures track changes, comments, headers, footers, and merged cells. Built for developers who need structured, reliable document extraction for automation and analysis workflows.
Hosted endpoint — paste into any MCP client.
Configuration this server reads at startup.
AILANG Parse API key (dp_...). Optional — the bridge auto-loads keys saved at ~/.config/ailang-parse/credentials.json. Get one from https://www.sunholo.com/ailang-parse/
Override the hosted MCP endpoint. Defaults to https://docparse.ailang.sunholo.com/mcp/
AILANG Parse API key (dp_...). Optional — the bridge auto-loads keys saved at ~/.config/ailang-parse/credentials.json. Get one from https://www.sunholo.com/ailang-parse/
Override the hosted MCP endpoint. Defaults to https://docparse.ailang.sunholo.com/mcp/
Where to find authoritative docs and source for AILANG Parse.
Paste any of these into Agent Studio after connecting AILANG Parse.
Common questions about connecting and running AILANG Parse.
What file formats does this parser support?
DOCX, PPTX, XLSX, and PDF. The parser is deterministic, meaning the same file always produces identical output, and it preserves metadata like track changes, comments, headers, footers, and merged cells.
Do I need an API key to use this MCP server?
An API key (format: dp_...) is optional. If you don't provide DOCPARSE_API_KEY as an environment variable, the bridge automatically loads keys saved in ~/.config/ailang-parse. You can also override the hosted endpoint with AILANG_PARSE_MCP_URL if needed.
How do I install and run this server?
Install via npm: npx @ailang/parse@0.5.4. The server runs as an HTTP bridge connecting to the hosted MCP endpoint at https://docparse.ailang.sunholo.com/mcp/ by default.
Can this parser extract comments and track changes from documents?
Yes. The parser specifically tracks comments, track changes, headers, and footers in DOCX files, and preserves annotations in PPTX and PDF files. All metadata is included in the structured output.
What makes this parser 'deterministic'?
Deterministic parsing means the same input file always produces identical output, making it reliable for automated workflows, testing, and reproducible document processing. This is critical for CI/CD pipelines and batch document analysis.
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