
Unstructured Document Processor MCP
A Model Context Protocol server that enables LLMs to extract and use content from unstructured documents across a wide variety of file formats.
MKhalusova
README
A Model Context Protocol server that provides unstructured document processing capabilities. This server enables LLMs to extract and use content from an unstructured document.
This repo is work in progress, proceed with caution :)
Supported file types:
{".abw", ".bmp", ".csv", ".cwk", ".dbf", ".dif", ".doc", ".docm", ".docx", ".dot",
".dotm", ".eml", ".epub", ".et", ".eth", ".fods", ".gif", ".heic", ".htm", ".html",
".hwp", ".jpeg", ".jpg", ".md", ".mcw", ".mw", ".odt", ".org", ".p7s", ".pages",
".pbd", ".pdf", ".png", ".pot", ".potm", ".ppt", ".pptm", ".pptx", ".prn", ".rst",
".rtf", ".sdp", ".sgl", ".svg", ".sxg", ".tiff", ".txt", ".tsv", ".uof", ".uos1",
".uos2", ".web", ".webp", ".wk2", ".xls", ".xlsb", ".xlsm", ".xlsx", ".xlw", ".xml",
".zabw"}
Prerequisites: You'll need:
- Unstructured API key. Learn how to obtain one here
- Claude Desktop installed locally
Quick TLDR on how to add this MCP to your Claude Desktop:
- Clone the repo and set up the UV environment.
- Create a
.env
file in the root directory and add the following env variable:UNSTRUCTURED_API_KEY
. - Run the MCP server:
uv run doc_processor.py
- Go to
~/Library/Application Support/Claude/
and create aclaude_desktop_config.json
. In that file add:
{
"mcpServers": {
"unstructured_doc_processor": {
"command": "PATH/TO/YOUR/UV",
"args": [
"--directory",
"ABSOLUTE/PATH/TO/YOUR/unstructured-mcp/",
"run",
"doc_processor.py"
],
"disabled": false
}
}
}
- Restart Claude Desktop. You should now be able to use the MCP.
Recommended Servers
Excel MCP Server
A Model Context Protocol server that enables AI assistants to read from and write to Microsoft Excel files, supporting formats like xlsx, xlsm, xltx, and xltm.
Claude Code MCP
An implementation of Claude Code as a Model Context Protocol server that enables using Claude's software engineering capabilities (code generation, editing, reviewing, and file operations) through the standardized MCP interface.
Crypto Price & Market Analysis MCP Server
A Model Context Protocol (MCP) server that provides comprehensive cryptocurrency analysis using the CoinCap API. This server offers real-time price data, market analysis, and historical trends through an easy-to-use interface.
MCP PubMed Search
Server to search PubMed (PubMed is a free, online database that allows users to search for biomedical and life sciences literature). I have created on a day MCP came out but was on vacation, I saw someone post similar server in your DB, but figured to post mine.
dbt Semantic Layer MCP Server
A server that enables querying the dbt Semantic Layer through natural language conversations with Claude Desktop and other AI assistants, allowing users to discover metrics, create queries, analyze data, and visualize results.
mixpanel
Connect to your Mixpanel data. Query events, retention, and funnel data from Mixpanel analytics.

Sequential Thinking MCP Server
This server facilitates structured problem-solving by breaking down complex issues into sequential steps, supporting revisions, and enabling multiple solution paths through full MCP integration.

Crawlab MCP Server

Nefino MCP Server
Provides large language models with access to news and information about renewable energy projects in Germany, allowing filtering by location, topic (solar, wind, hydrogen), and date range.
Vectorize
Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.