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"Qdrant vector database and search engine" matching MCP servers:

  • Engine-MCP

    galacean
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    A code understanding and generation system designed for Galacean Engine that helps LLMs comprehend the engine architecture and generate high-quality engine code based on user intent.
  • Cinevva Game Engine by cinevva-engine

    Cinevva Game Engineofficial

    cinevva-engine
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    Turn the AI you already use into a game studio. Describe a game and Claude or Cursor builds it as a real 3D browser game: playable immediately, hosted on its own link, shareable with anyone. No engine, no build step, no code knowledge, nothing to export. Your AI ships the whole thing: it pulls free 3D assets, rigs characters, and playtests its own build until the game works. Free to start.
    MIT

  • spm-search-mcp

    detailobsessed
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    An MCP server that allows coding agents to search the Swift Package Index and retrieve GitHub READMEs without requiring an API key. It features comprehensive search filters for stars, platforms, and licenses, providing token-efficient responses optimized for LLM comprehension.
    3
    MIT

  • Smart Code Search MCP Server

    stevenjjobson
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    quality
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    Enables semantic code search across projects using AI embeddings to find code by meaning rather than just text matching. Provides fast intelligent search, symbol analysis, and code similarity detection with multi-language support.
    MIT

  • TokenHub MCP

    Gravitied
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    license
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    quality
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    A production-packaged Model Context Protocol server for coding agents that routes large file, git, web, database, and other tasks through token-budgeted tools and workflows.
    6
    11
    1
    MIT

  • Weline MCP

    Aiweline
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    quality
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    A local project intelligence, batch coding, and self-learning engine for Codex that enables task-level batch coding, reduces token usage, and automatically learns skills.
    Apache 2.0

  • MCP Codebase Insight

    tosin2013
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    quality
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    A server component of the Model Context Protocol that provides intelligent analysis of codebases using vector search and machine learning to understand code patterns, architectural decisions, and documentation.
    12
    MIT

  • Hearth

    echoo19
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    AI-native open-source 2D game engine whose MCP server exposes every editor operation to coding agents as typed commands, so an agent can build, run, and verify a game inside the editor. It runs locally on macOS, Windows, and Linux with no cloud service or API key.
    103
    MIT

  • memex

    iamtouchskyer
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    quality
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    Zettelkasten-based persistent memory for AI coding agents. Auto-saves atomic knowledge cards with \[\[bidirectional links]] after tasks and auto-recalls before new ones. No vector DB — plain markdown files with git sync. Works as Claude Code plugin or MCP server for Cursor, VS Code Copilot, Codex, and Windsurf.
    168
    139
    MIT

  • MemoryGraph

    memory-graph
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    A graph-based MCP server that provides AI coding agents with persistent memory to store patterns, track complex relationships, and retrieve knowledge across sessions. It leverages graph structures to handle temporal queries and relational paths that traditional vector stores often miss.
    234
    MIT

  • swarm-mcp

    Volpestyle
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    quality
    F
    maintenance
    MCP server that lets multiple coding-agent sessions on the same machine discover each other and collaborate through a shared SQLite database.
    31
    1
    MIT

  • CodeGraphContext

    CodeGraphContext
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    quality
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    maintenance
    Indexes local Python code into a Neo4j graph database to provide AI assistants with deep code understanding and relationship analysis. Enables querying code structure, dependencies, and impact analysis through natural language interactions.
    4,099
    MIT

  • gem-mcp

    riccardosecchi
    F
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    quality
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    An autonomous MCP server for AI-powered software generation using Gemini and Groq, with features like dual-engine strategy, visual inspection, and QA sentinel.

  • UltraCode

    faxenoff
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    quality
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    maintenance
    MCP server for AI coding agents that builds a complete code structure graph and semantic vector index, enabling fast querying of code entities, relationships, and impact analysis.
    78
    8