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A service for document processing MCP tools

Production-ready MCP servers that extend AI capabilities through file access, database connections, APIs, and contextual services.

46,232 tools. Last updated 2025-12-21 08:36
  • Verify connectivity to the embedding service to ensure proper functionality of semantic search and document processing capabilities.
    MIT License
  • Analyze PDF documents for research by searching, processing, and extracting key insights. Configure queries, document types, OCR settings, and analysis depth to explore academic, technical, or general content efficiently.
    MIT License
  • Upload 2-40+ files simultaneously for multi-document analysis, code reviews, or dataset processing using parallel processing with automatic retries and processing state monitoring.
    MIT License
  • Restart a specific service in a designated environment to apply configuration changes, clear service state, or resolve runtime issues. Use within railway-mcp for efficient service management.
    MIT License

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