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"Kotlin RAG (Retrieval-Augmented Generation) implementation resources" matching MCP servers:

  • A
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    maintenance
    LLM routing proxy that cuts API costs 60-90% by auto-selecting the cheapest capable model across OpenAI, Anthropic, and Google. Provides stats, config, and model comparison tools via MCP.
    21
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Exposes a RAG document-search API as MCP tools (rag_health, rag_ingest, rag_query), enabling agents to index and search markdown documents with cited results through natural language.
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A Model Context Protocol server for indexing and searching local document collections with hybrid BM25+vector search, optimized for Korean and English, supporting DOCX, PDF, audio, and more.
    MIT
  • A
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    quality
    F
    maintenance
    Implementation of an MCP server for the RAG Web Browser Actor. This Actor serves as a web browser for large language models (LLMs) and RAG pipelines, similar to a web search in ChatGPT.
    75
    208
    Apache 2.0
  • -
    license
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    maintenance
    A GitHub-based implementation of the Model Context Protocol that enables LLMs to access and manipulate data in a Universal Object Reference (UOR) framework, providing standardized interfaces for object management with decentralized storage.
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables querying a Neo4j knowledge graph about Wroclaw University of Science and Technology using natural language. Converts user questions into Cypher queries and retrieves contextual information through an intelligent RAG pipeline with LLM-powered query routing.
    5
  • F
    license
    C
    quality
    D
    maintenance
    A Model Context Protocol server that provides Retrieval-Augmented Generation capabilities using Contextual AI, enabling AI interfaces like Cursor IDE and Claude Desktop to query domain-specific knowledge with context-aware responses and source citations.
    1
    21
  • A
    license
    Not graded
    quality
    A
    maintenance
    28 tools for 3D and AR development — code generation, validation, model search (Sketchfab), and complete API reference. Android (Compose + Filament), iOS (SwiftUI + RealityKit), Web (Kotlin/JS + Filament.js). The only MCP server for 3D mobile development.
    1,288
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server that provides tools and resources for interacting with Google Ads API, enabling search, metadata retrieval, and account management through natural language.
    865
    Apache 2.0