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

  • @pipeworx/congressional-documents by pipeworx-io

    @pipeworx/congressionalofficial

    pipeworx-io
    A
    license
    Not graded
    quality
    C
    maintenance
    Full-text search and retrieval over official congressional documents (hearings, committee reports, Congressional Record) with citations and govinfo.gov links, designed for grounding AI answers in the official record.
    27
    MIT

  • Supabase MCP Server

    Sentry01
    F
    license
    Not graded
    quality
    Not graded
    maintenance
    A bridge between AI assistants like GitHub Copilot and Supabase databases, allowing AI to understand schema, assist with query writing, and provide context-aware suggestions related to your data model.

  • Drug Interaction MCP Server

    benjamin920101
    F
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables querying of Chinese-Western medicine interactions with comprehensive drug information, risk assessment, and clinical recommendations. Supports searching medicines, checking interactions individually or in batches, and provides safety guidance with severity classifications.

  • slack-user-mcp-server

    farsght
    F
    license
    A
    quality
    D
    maintenance
    Enables AI agents to interact with Slack using a user token, providing full access to message search, channel history, DMs, and posting as the user.
    8

  • telegram-user-mcp

    22syn
    A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server that connects to Telegram as your real user account and exposes read-only tools to read and search messages, list chats and folders, inspect group info, and download media.
    9
    MIT

  • Modular RAG System

    naffss-eng
    F
    license
    Not graded
    quality
    B
    maintenance
    MCP server for a modular RAG system that enables natural language question answering over enterprise documents with intent-aware routing, adaptive retrieval, and citation-backed responses.

  • MCP Server for Stealth Web

    maxylev
    A
    license
    A
    quality
    A
    maintenance
    A fault-tolerant, stealth-enabled Model Context Protocol (MCP) server for web searching and content fetching. Built for AI Agents (Cursor, Claude Code, OpenCode), it uses a stealth browser engine to fetch pages, dynamically handles SPAs/React, and converts bloat into token-optimized Markdown.
    2
    319
    2
    MIT

  • find-a-book-mcp

    Xiaochengzi2048
    A
    license
    A
    quality
    B
    maintenance
    An MCP server for searching and downloading books from Library Genesis, supporting EPUB, MOBI, PDF, and more through natural language queries.
    3
    33
    6
    MIT

  • just-a-mysql-mcp

    xingyuli
    A
    license
    A
    quality
    C
    maintenance
    Read-only MySQL MCP server that lets AI agents list tables, describe schemas, and run SELECT/SHOW/EXPLAIN queries with a row cap, bound to a single database for safety.
    3
    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

  • search-docs

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

  • serper-search

    shgsousa
    A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that enables web searching using the Serper API for Google search results, with optional web page content fetching.
    2
    MIT

  • cloudflare-search

    Yrobot
    A
    license
    B
    quality
    D
    maintenance
    Aggregated search API service that provides real-time web search capabilities for AI assistants via MCP.
    2
    17
    40
    GPL 3.0