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

  • search-docs

    otolab
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    maintenance
    Enables AI agents to search local Markdown documents using natural language, with automatic indexing and section-level retrieval.
    9
    2
    1
    MIT

  • mcp-server-db

    Nam088
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    license
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    quality
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    maintenance
    A universal MCP server enabling AI assistants to query and manage six database engines (Postgres, Redis, Elasticsearch, MySQL, MongoDB, LDAP) through 113+ tools with read-only safety and fault tolerance.
    100
    41
    82
    MIT

  • overseer-nvim-mcp

    impossiblecode
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    MCP server for overseer.nvim — gives any MCP-capable coding agent running inside Neovim (Claude Code, Codex, Gemini CLI, opencode) the same visibility and control over tasks the user has: list, run, tail, restart, stop. Agent-started dev servers land in the user's own task list instead of becoming invisible orphaned processes.
    8
    7
    602
    MIT
  • FoundRole MCP by foundrole

    FoundRole MCPofficial

    foundrole
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    quality
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    maintenance
    Enables AI assistants to search live jobs, view full details, save and track applications in a Kanban board, set follow-up reminders, and subscribe to job alerts—no account needed for searching.
    20
    254
    MIT

  • Reddit MCP Server

    krishna-astrasols
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    quality
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    maintenance
    An MCP server for interacting with Reddit, enabling browsing, searching, content creation, and management with built-in safe mode and bot disclosure features.
    23
    854
    MIT

  • rev-eng-cursor-regex-mcp

    blas0
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    license
    A
    quality
    C
    maintenance
    Enables fast literal and regex search over local workspaces using a sparse n-gram index for candidate pruning, with deterministic verification against file contents.
    8
    1
    MIT

  • festo-codesys-mcp

    efranceschetti
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    An MCP server that turns AI assistants into competent Festo/CODESYS PLC engineers by grounding them in curated, manufacturer-accurate knowledge and forcing every artifact through a machine-checked validation pipeline for CODESYS import.
    18
    58
    1
    MIT

  • perplexity-web-mcp

    quequiere
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    license
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    quality
    C
    maintenance
    An MCP server that enables AI assistants to perform web searches on Perplexity.ai using browser automation instead of an official API. It supports persistent authenticated sessions and returns search results along with cited sources directly to the client.
    3
    34
    8
    MIT

  • Hypermnesic

    leonardsellem
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    quality
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    maintenance
    Git-native long-term memory for AI agents: your markdown files are the source of truth, the search index is a disposable projection rebuilt from git, and every memory the agent writes is a reviewable git commit. Served over one OAuth-secured MCP endpoint with hybrid lexical+semantic recall and a gated, git-first commit_note write tool.
    7
    8
    AGPL 3.0

  • material-web-mcp

    shanthropic
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    A
    quality
    C
    maintenance
    Provides programmatic access to Material Web documentation and components for AI agents, enabling documentation search, template generation, and HTML validation.
    7
    16
    1
    MIT