Skip to main content
Glama
77,090 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"Using an AI Agent for Structured Search and Traversal in a Neo4j Database" matching MCP servers:

  • NeoCoder Neo4j AI Workflow

    angrysky56
    A
    license
    C
    quality
    D
    maintenance
    Enables AI assistants to use Neo4j knowledge graphs and Qdrant vector databases for hybrid reasoning, combining structured facts with semantic search for advanced knowledge management, research analysis, and standardized coding workflows.
    30
    20
    MIT

  • RAG In A Box MCP Server

    DevNexsler
    F
    license
    Not graded
    quality
    B
    maintenance
    Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
    4

  • Neo4j GraphRAG MCP Server

    neo4j-field
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that enables LLMs to perform semantic and fulltext searches within Neo4j while executing complex, search-augmented Cypher queries for GraphRAG applications. It provides tools for database schema discovery and supports multi-provider embeddings to facilitate advanced graph traversals.
    5
    2
    MIT

  • Agent Search

    cedarsaam
    A
    license
    Not graded
    quality
    B
    maintenance
    A self-hosted, MCP-native web-search backend for AI agents that provides meta-search, clean extraction, RAG with citations, and GitHub project selection.
    1
    MIT

  • Neo4j MCP

    cxt9
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables LLMs to interact with Neo4j graph databases using natural language to execute Cypher queries and introspect database schemas. It supports both read and write operations for local, Docker, and cloud-based instances like Neo4j Aura.
    MIT

  • neo4j-prefiltering-mcp

    tomasonjo
    A
    license
    Not graded
    quality
    D
    maintenance
    Automatically discovers vector indexes in a Neo4j database and exposes each as a semantic search tool with metadata pre-filtering, enabling natural language queries with dynamic filter support.
    2
    MIT

  • MCP Neo4j Server

    da-okazaki
    A
    license
    B
    quality
    F
    maintenance
    This server enables interaction between Neo4j databases and Claude Desktop, allowing users to execute Cypher queries, create nodes, and establish relationships in the database.
    3
    79
    59
    MIT

  • Personal Neo4j Memory Server

    jeelidev
    A
    license
    Not graded
    quality
    D
    maintenance
    Provides AI assistants with persistent, graph-based memory using Neo4j, enabling semantic search and complex relationship tracking. It features specialized Cloudflare Access support for secure remote connections and isolated multi-database management for different projects.
    18
    MIT

  • Neo4j MCP Server

    vpro1032
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to interact with Neo4j graph databases through natural language, supporting Cypher queries, schema management, data manipulation, and graph algorithms.
    MIT

  • Google AI Search MCP

    shariqriazz
    A
    license
    Not graded
    quality
    B
    maintenance
    Provides AI-powered search and documentation tools using Google Vertex AI or Gemini API with real-time web search grounding, enabling technical queries, code analysis, documentation retrieval, and architecture recommendations to overcome LLM knowledge gaps.
    65
    6
    MIT

  • NotebookLM MCP Structured

    paolodalprato
    A
    license
    Not graded
    quality
    F
    maintenance
    An enhanced MCP server that enables users to interact with NotebookLM while ensuring strict source fidelity and citation accuracy through client-side prompt structuring. It guides Claude to transform user queries into structured prompts that prevent the addition of external knowledge during document analysis.
    45
    MIT

  • @dudqls816/database-mcp

    gong-yeongbin
    A
    license
    A
    quality
    B
    maintenance
    MCP server for Microsoft SQL Server that lets LLMs explore schema and execute read-only SELECT queries, with optional stored procedure execution when explicitly enabled.
    3
    350
    MIT

  • SRC (Structured Repo Context)

    kvnpetit
    A
    license
    A
    quality
    C
    maintenance
    An MCP server and CLI tool that transforms codebases into AI-ready context through semantic search, call graph analysis, and incremental indexing. It enables AI assistants to perform hybrid vector and keyword searches to understand complex repository structures and cross-file relationships.
    5
    14
    1
    MIT

  • Higress AI-Search MCP Server

    cr7258
    A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol server that enables AI models to perform real-time internet and knowledge searches through Higress, enhancing model responses with up-to-date information from Google, Bing, Arxiv, and internal knowledge bases.
    1
    5
    Apache 2.0
  • ExecuteAutomation Database Server by executeautomation

    ExecuteAutomation Databaseofficial

    executeautomation
    A
    license
    Not graded
    quality
    F
    maintenance
    A Model Context Protocol server that enables LLMs like Claude to interact with SQLite and SQL Server databases, allowing for schema inspection and SQL query execution.
    853
    379
    MIT