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

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    Enables passage-level semantic search over a Zotero library by extracting, chunking, and embedding PDF text using Gemini and ChromaDB. It provides MCP tools to perform topical searches and retrieve specific document passages with surrounding context.
    4
    9
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A deep-research MCP server exposing a single task-augmented tool that runs GPT-Researcher with Tavily search, Anthropic Claude, and OpenAI embeddings, streaming progress via MCP tasks and Upjack entity stream.
    7
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    A minimal NitroStack starter template with a calculator module including tools, resources, and prompts for learning MCP server fundamentals.
    4
  • A
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    quality
    B
    maintenance
    A calculator-focused MCP server template with tools, resources, and prompts built on NitroStack.
    22
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    A starter template for building calculator-focused MCP servers using NitroStack, including tools, resources, and prompts.
    6
    46
  • F
    license
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    quality
    C
    maintenance
    A calculator-focused MCP server built with NitroStack, providing tools, resources, and prompts for arithmetic operations.
    14
  • F
    license
    B
    quality
    B
    maintenance
    A calculator-focused MCP server for learning NitroStack fundamentals, providing tools, resources, and prompts for basic arithmetic operations.
    10
  • F
    license
    B
    quality
    C
    maintenance
    Minimal calculator-focused MCP server with tools, resources, and prompts using TypeScript and Zod validation.
    2
  • F
    license
    C
    quality
    C
    maintenance
    A minimal MCP server template for learning NitroStack fundamentals, featuring a calculator module with tools, resources, and prompts.
    9
  • F
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    Not graded
    quality
    C
    maintenance
    A calculator-focused MCP server with tools, resources, and prompts for basic arithmetic operations.
  • A
    license
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    quality
    C
    maintenance
    Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.
    3
    27
    Apache 2.0
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    maintenance
    This MCP server provides comprehensive Google Workspace integration (Gmail, Drive, etc.) with multi-user OAuth. Unique features include RAG-powered natural language to Chat card rendering, runtime Jinja2 macro creation, and dynamic tool management.
    7
    25
    Apache 2.0
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    license
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    quality
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    maintenance
    A secure MCP server that stores and retrieves API keys and credentials, featuring encrypted storage, masked retrieval, and AI-powered recommendation via MCP sampling.
    7
    MIT
  • A
    license
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    quality
    D
    maintenance
    MCP server for semantic search across llms.txt documentation sources, with hybrid two-stage retrieval and automatic background refresh.
    5
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Exposes a Kubernetes cluster to MCP-compatible AI clients, enabling read-only and optional write operations on cluster resources like pods, deployments, and namespaces through natural language.
    9
    1
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Provides tools for Synology NAS operations (login, file management) and Chrome browser history/bookmark retrieval.
    4