A
licenseB
qualityD
maintenanceAn educational implementation of a Model Context Protocol server that demonstrates how to build a functional MCP server for integrating with various LLM clients like Claude Desktop.
1
164
MIT
Prem MCP Server
by ucalyptus
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Alternatives to Prem MCP Server
No user-submitted related servers found.
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- AlicenseNot gradedqualityDmaintenanceA Model Context Protocol (MCP) server that provides powerful RAG (Retrieval-Augmented Generation) capabilities for PDF documents. This server uses ChromaDB for vector storage, sentence-transformers for embeddings, and semantic chunking for intelligent text segmentation.MIT
- AlicenseNot gradedqualityDmaintenanceA Model Context Protocol server that enables any MCP-compatible application to perform advanced multi-modal document processing and retrieval using RAG-Anything.MIT
- FlicenseNot gradedqualityCmaintenanceAn MCP server for document parsing, ingestion, query (including multimodal), and lightweight knowledge graph inspection, enabling RAG workflows via the Model Context Protocol.-
- AlicenseBqualityDmaintenanceAn educational implementation of a Model Context Protocol server that demonstrates how to build a functional MCP server integrating with various LLM clients.2MIT
TDQS
C2.8/5.0
Scored across 3 tools
Disambiguation3/5
The tools have some overlap but are distinguishable by their specific functions. 'chat' and 'prem_chat_with_template' both handle chat completions, which could cause confusion, but 'prem_chat_with_template' specifies template usage, and 'prem_upload_document' is clearly distinct for document uploads. The descriptions help differentiate them, but the chat-focused tools have ambiguous boundaries.
Naming Consistency2/5
The naming is inconsistent with mixed conventions. 'chat' uses a simple verb, 'prem_chat_with_template' uses a verbose prefix and underscores, and 'prem_upload_document' follows a similar pattern but differs in structure. There is no uniform verb_noun pattern, and the prefix 'prem_' is applied inconsistently, leading to a chaotic naming style.
Tool Count3/5
With 3 tools, the count is borderline for a server's scope. It feels thin, potentially lacking operations like document retrieval or template management, but it covers basic chat and document upload functionalities. For a Prem AI server, more tools might be expected to handle a complete workflow, making this slightly under-scoped.
Completeness2/5
There are significant gaps in the tool surface for a Prem AI domain. The tools cover chat completions and document upload but lack operations for retrieving documents, managing templates, or performing other AI tasks like embeddings or fine-tuning. This incomplete coverage will likely cause agent failures when trying to execute common workflows.
Maintenance
ActivityInactive
ResponsivenessNo issues