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"Creating a Search System with Supabase for Documents and User Interaction" matching MCP servers:

  • Documents MCP Server

    corneyc
    A
    license
    Not graded
    quality
    D
    maintenance
    A production-ready Model Context Protocol server that bridges local document management with cloud synchronization (Notion) for AI agent integration, enabling seamless access and sync of local and cloud documents.
    18
    MIT

  • Supabase MCP Server

    sweir1
    A
    license
    Not graded
    quality
    D
    maintenance
    A production-ready MCP server providing AI assistants with intelligent Supabase database access, featuring dynamic schema discovery, complete user management, and file storage operations.
    1
    MIT

  • Windows System MCP

    guangxiangdebizi
    A
    license
    A
    quality
    D
    maintenance
    A comprehensive Model Context Protocol server that enables AI assistants to interact with and manage Windows systems, providing capabilities for file system operations, process management, system information retrieval, registry operations, service management, network diagnostics, and performance monitoring.
    7
    26
    5
    Apache 2.0

  • Supabase Storage MCP

    Desmond-Labs
    A
    license
    B
    quality
    D
    maintenance
    Enables secure file and bucket management operations with Supabase Storage through enterprise-grade security features, batch uploads/downloads, and comprehensive file management capabilities. Supports both local file paths and base64 data with advanced transformations and auto-download functionality.
    10
    MIT

  • xlsx-for-ai

    senoff
    A
    license
    A
    quality
    A
    maintenance
    50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit. Built for AI agents.
    50
    597
    5
    MIT

  • mcp-for-spotlight

    shaack
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that exposes macOS Spotlight search as tools, wrapping mdfind and mdls to provide full-text and metadata file search across the system.
    2
    MIT

  • MISAMA Search

    miyc176
    A
    license
    Not graded
    quality
    B
    maintenance
    Provides fully local, privacy-preserving semantic search over file names and paths via MCP, using BGE embeddings for fuzzy matching and supporting incremental updates, watch mode, and a loopback-only HTTP server.
    MIT

  • mcps-for-macos

    shaack
    A
    license
    Not graded
    quality
    C
    maintenance
    A collection of small MCP servers for macOS automation that expose Apple Mail, MoneyMoney, and Spotlight functionality as tools via AppleScript and command-line, enabling AI applications to search mail, manage contacts and transactions, and perform system-wide file searches through natural language.
    MIT

  • file-system-mcp-server

    calebmwelsh
    A
    license
    Not graded
    quality
    F
    maintenance
    A comprehensive MCP (Model Context Protocol) server for file system operations, providing Claude and other AI assistants with access to local files and directories.
    2
    MIT

  • MCP File System Server

    moaaz01
    F
    license
    Not graded
    quality
    C
    maintenance
    A secure, sandboxed file system server that enables reading, writing, searching, and managing files through MCP-compatible AI clients with path traversal protection and size limits.

  • smart-search

    ekmungi
    F
    license
    Not graded
    quality
    D
    maintenance
    A local-first MCP server that enables semantic search over PDF and DOCX documents using structure-aware parsing and vector storage. It allows users to query their local knowledge base through Claude Code without cloud dependencies or GPU requirements.

  • MCP File System Agent

    jibixn
    F
    license
    Not graded
    quality
    C
    maintenance
    An agentic file-system assistant that lets users read, write, list, and search local files through natural language, using a LangChain agent with an Ollama LLM backed by a FastMCP server.

  • File System MCP Server

    manju07
    F
    license
    Not graded
    quality
    D
    maintenance
    Provides secure file read and write operations within a sandboxed directory, allowing AI assistants to safely create, modify, and access files without risk of accessing the broader file system.

  • pdf-search-mcp

    renvk
    A
    license
    A
    quality
    A
    maintenance
    MCP server for full-text search across PDF document collections with offline indexing, ranked results, snippets, and page rendering.
    4
    MIT

  • File Search MCP

    elad12390
    A
    license
    A
    quality
    D
    maintenance
    Enables blazingly fast file and content searching in large codebases using ripgrep, with intelligent filtering, fuzzy finding, and directory tree visualization while respecting .gitignore and avoiding common bloat directories.
    4
    13
    2
    MIT

  • mcp-for-apple-mail

    shaack
    A
    license
    A
    quality
    C
    maintenance
    MCP server that encapsulates Apple Mail on macOS via AppleScript, enabling invoice PDF search, attachment saving, and message flagging through natural language.
    5
    MIT