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

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    A TypeScript implementation of a Model Context Protocol server that provides marketing tools based on Open Strategy Partners' methodologies, enabling content creation, optimization, and product positioning through tools like value map generation, meta information creation, and content editing.
    6
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    5
    CC BY-SA 4.0
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    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
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    Enables interaction with Yandex advertising and analytics APIs (Direct, Metrika, Audience, Webmaster, AdMetrica) through MCP tools, resources, and prompts for campaign management and data retrieval.
    MIT
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    An MCP server that connects Claude.ai to a Notion-based marketing knowledge base, enabling search and retrieval across specialized domains like enterprise platforms and competitive positioning. It provides tools for RAG-style Q\&A and content browsing to assist with drafting RFPs and value propositions.
    1
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    A retrieval-first prompt engine for commercial advertising that curates, ranks, and composes visual ad prompts for image generation models like GPT Image, Midjourney, and Flux without generating images itself.
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    Provides deterministic design style recommendations and structured tokens for AI content generation, with 30 curated styles including color palettes, typography, and visual directives.
    2
    391
    MIT
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    An MCP server that provides AI assistants with tools for Mercado Libre and Shopee affiliate marketing, including product search, affiliate link generation, product analysis, copy generation, and trending product discovery.
    6
    3
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    MCP server for LimeLink dynamic link management, enabling creation, lookup, and management of dynamic links with documentation resources and prompt templates.
    3
    119
    MIT
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    MCP server for value-first cold outreach to local service businesses, enabling personalized cold email generation and lead scoring.
    5
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    Provides access to 120+ Facebook Graph API v23.0 Insights metrics through MCP tools and resources. Features intelligent fuzzy search capabilities and real-time metric discovery for comprehensive Facebook analytics data.
    4
    1
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    B2B lead generation MCP server with 20+ lead generation tools - Apollo scraping, Google Maps, email finder, email validator, mobile finder, skip trace, ecommerce store data, and more.
    25
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    MIT