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Scored across 85 tools
Most CRUD tool families are clearly separated by resource type, but bulk_edit_documents overlaps with rotate_documents, merge_documents, edit_pdf, reprocess_documents, and delete_documents by exposing the same operations as methods. get_document with include_content also partially duplicates get_document_content, so an agent must read descriptions carefully to pick the right tool.
Nearly every tool follows the verb_noun snake_case pattern, with predictable list/get/create/update/delete families for each resource type. Minor exceptions like global_search and search_autocomplete still fit the general verb-first style and do not create confusion.
85 tools is an extreme surface for an MCP server, far beyond the practical range for agent tool selection. Even for a broad domain like Paperless-ngx, this exceeds the 50+ threshold that constitutes an extreme mismatch.
The server covers nearly the entire Paperless lifecycle: document search, content retrieval, metadata editing, OCR reprocessing, merging, trash management, share links, workflows, tasks, and full CRUD for all metadata objects. Minor gaps remain, such as no note update tool, no share-link update tool, and no direct user or mail-rule management.