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

  • opencode-cc-tool

    jeremysball
    A
    license
    A
    quality
    A
    maintenance
    Enables Claude Code to dispatch opencode CLI tasks as background processes with immediate task handle return, status polling, and result retrieval, avoiding tmux and log parsing issues.
    6
    33
    MIT

  • DPS-Superskills-MCP

    Eilodon
    A
    license
    A
    quality
    B
    maintenance
    Exposes 31 high-assurance agentic coding skills as MCP tools and resources, enabling AI agents to invoke structured workflows across DISCIPLINE, TECHNIQUE, KNOWLEDGE LAYER, and REFERENCE registers.
    5
    Apache 2.0

  • Think Tool MCP Server

    PhillipRt
    A
    license
    A
    quality
    D
    maintenance
    Official implementation of Anthropic's 'think' tool that provides Claude with a dedicated space for structured reasoning, improving performance by up to 54% on complex tasks requiring multi-step problem solving.
    1
    26
    126
    MIT

  • CLI Agent MCP

    shiharuharu
    A
    license
    A
    quality
    F
    maintenance
    Provides unified access to multiple CLI AI agents (Codex, Gemini, Claude, and OpenCode) through a single MCP interface with real-time task monitoring, enabling specialized code analysis, UI design, implementation, and prototyping workflows.
    11
    21
    MIT

  • Yellhorn MCP

    msnidal
    F
    license
    A
    quality
    D
    maintenance
    An MCP server that connects Gemini 2.5 Pro to Claude Code, enabling users to generate detailed implementation plans based on their codebase and receive feedback on code changes.
    5
    14

  • codex-mcp-server

    tuannvm
    A
    license
    A
    quality
    C
    maintenance
    Bridges Claude and OpenAI's Codex CLI for AI-powered code analysis, generation, and review, with support for session management, web search, and structured output.
    6
    2,559
    618
    ISC

  • Spec MCP Server

    karol-f
    A
    license
    A
    quality
    D
    maintenance
    Streamlines development workflows through AI-assisted codebase analysis, comprehensive planning, task breakdown with dependencies, and automated implementation verification. Enables systematic approach to complex development tasks like framework migrations and feature implementation.
    5
    25
    MIT

  • Spec-driven Development MCP

    kevinlin
    A
    license
    B
    quality
    D
    maintenance
    An MCP server that enables AI-powered IDEs to implement a structured development workflow from requirements gathering to code implementation, guiding users through goal collection, requirements specification, design documentation, task planning, and execution.
    9
    15
    21
    MIT

  • Serena MCP Server

    lin2000wl
    A
    license
    B
    quality
    C
    maintenance
    A coding agent toolkit that transforms LLMs into coding assistants capable of working directly on your codebase with semantic code retrieval and editing tools, providing IDE-like capabilities without requiring API subscriptions.
    33
    1
    MIT

  • Gemini MCP Server

    neriousy
    A
    license
    B
    quality
    C
    maintenance
    Integrates Google's Gemini AI with Claude Code to provide advanced development assistance including code analysis, implementation planning, technical explanations, debugging support, and strategic development guidance.
    10
    118
    7
    MIT

  • Code-MCP

    millsydotdev
    F
    license
    B
    quality
    Not graded
    maintenance
    Turns AI assistants into full-stack software engineers with 36 tools for cognitive reasoning, code validation, project scaffolding, and AI/IDE configuration generation across 130+ programming languages, databases, and frameworks.
    35
    22

  • Vibe-Coder MCP Server

    crazyrabbitLTC
    A
    license
    D
    quality
    D
    maintenance
    An MCP server that implements a structured workflow for LLM-based coding, guiding development through feature clarification, documentation generation, phased implementation, and progress tracking.
    10
    30
    18
    MIT