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  • A
    license
    C
    quality
    Not graded
    maintenance
    Provides access to 21+ AI search parsers including Perplexity, ChatGPT, Claude, Gemini, Copilot, Grok, DeepSeek, and traditional search engines through the Redis API, enabling multi-source AI-powered search and information retrieval.
    14
    3
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    Implements the Model Context Protocol (MCP) to provide AI models with a standardized interface for connecting to external data sources and tools like file systems, databases, or APIs.
    1
    153
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    A powerful AI service platform that provides complete MCP tool calling capabilities and RAG knowledge base functionality, enabling users to connect to multiple MCP servers and perform intelligent document search.
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables centralized access to Firecrawl, Exa, Qdrant, embeddings, Playwright browser automation, and MCP clients through a single token-protected HTTP and MCP interface.
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to search, browse, and book hotels from a database of 2 million properties worldwide. Provides comprehensive hotel search capabilities with location lookup, filtering by amenities, detailed property information, and integrated booking functionality.
    6
    13 npm
    1
    ISC
  • F
    license
    A
    quality
    B
    maintenance
    Enables semantic search across personal PDF paper collections with page-level citations, allowing users to query their library from any MCP-capable client.
    9
    -
  • A
    license
    A
    quality
    A
    maintenance
    Provides access to 61 public digital libraries through a single unified interface, enabling users to search and retrieve information from academic papers, books, legal records, and more using natural language.
    4
    11
    35 npm
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Exposes the Hermes Atlas ecosystem catalog of 100+ community-built tools, skills, and plugins for Nous Research's Hermes Agent to any MCP-aware client, enabling natural language queries and searches.
    5
    58 npm
    12
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for Doubao Search that enables real web search in any MCP client, backed by ByteDance-exclusive Chinese sources and the open web.
    1
    105
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Universal MCP knowledge server for LLM agents, powered by local RAG, providing domain-specific best practices and playbooks across software engineering, marketing, video editing, and other knowledge areas.
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    AutoMem MCP provides persistent memory for AI assistants, enabling them to recall information across conversations and platforms with graph-vector retrieval.
    6
    188 npm
    65
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Enables semantic search over ByJG's documentation, letting LLMs answer questions about ByJG libraries and cite the pages where answers were found.
    3
    -
  • A
    license
    A
    quality
    B
    maintenance
    A stdio MCP server that provides a single tool to query Gemini with Google Search grounding for current web information, returning synthesized answers with source links.
    1
    37 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides AI agents with structured knowledge about 67+ generative AI models, including model recommendations, prompt formatting, parameter guidance, and validation. It acts as a prompt engineering co-pilot that helps agents use their existing tools more effectively.
    12
    76 npm
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A FastMCP server that enables AI assistants to extract structured information from unstructured text using Google's langextract library through a secure, optimized Model Context Protocol interface.
    4
    34
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server exposing lease Q&A via the lease_qa tool, querying a LeaseClear API to return grounded answers about specific lease documents.
    1
    35 PyPI
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to search and ask questions about documents stored in AnythingLLM workspaces through MCP tools.
    4
    MIT