MCPVault

multimodal_content

MCP tool from Rag Anything MCP by jesse-merhi

List of multimodal content dictionaries

How to use it

multimodal_content is exposed by the Rag Anything MCP MCP server. Add the server to your MCP client (Claude Desktop, Cursor, Windsurf and others), and the multimodal_content tool becomes available to the model automatically. See the full listing for setup details and every tool this server provides.

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Other tools in Rag Anything MCP (20)

base_url

OpenAI API base URL (for custom endpoints)

directory_path

Path to the directory containing files to process

enable_equation_processing

Enable equation processing (default: True)

enable_image_processing

Enable image analysis (default: True)

enable_table_processing

Enable table extraction (default: True)

file_extensions

List of file extensions to process (default: ['.pdf', '.docx', '.pptx', '.txt', '.md'])

file_path

Path to the document to process

get_rag_info

Get detailed information about the RAG configuration and status for a directory.

list_processed_directories

List all directories that have been processed and are available for querying.

max_workers

Concurrent processing workers (default: 4)

mode

Query mode - "hybrid", "local", "global", "naive", "mix", or "bypass" (default: "hybrid")

output_dir

Output directory for parsed content

parse_method

Document parsing method (default: "auto")

process_directory

Process all files in a directory for comprehensive RAG indexing with multimodal support.

process_single_document

Process a single document with full multimodal analysis.

query

The question to ask about the documents

query_directory

Pure text query against processed documents using LightRAG.

query_with_multimodal_content

Enhanced query with additional multimodal content (tables, equations, etc.).

recursive

Process subdirectories (default: True)

working_dir

Custom working directory for RAG storage