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  • A
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    maintenance
    Provides Google search grounding capabilities for Gemini AI models through MCP, enabling AI assistants to perform web searches with Gemini's grounding API for more accurate and up-to-date responses.
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables read-only document retrieval and SQLite exploration through tools over stdio, enforcing a safety gate before SQL execution.
    3
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables LLM agents to search and retrieve a hybrid knowledge base of manuals, videos, PDFs, DOCX files and images through tools for hybrid BM25-plus-vector search with facet and tag filters, full document retrieval, semantically similar document lookup, and timestamped video transcript segments. It ships with an in-memory backend for instant local use and an identical Elasticsearch backend for production deployment over stdio or authenticated HTTP.
    5
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  • A
    license
    B
    quality
    D
    maintenance
    A demonstration server implementing the Model Context Protocol (MCP) with both STDIO and Server-Sent Events (SSE) support, featuring a word reversal tool that transforms input text by reversing characters.
    1
    6 npm
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    Enables natural language querying of Apache Doris databases via LLM-powered SQL generation, execution, and metadata management through the MCP protocol.
    9
    Apache 2.0
  • A
    license
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    quality
    D
    maintenance
    Provides secure, read-only PostgreSQL database access via MCP tools like query_inventory and get_top_sales. Blocks dangerous SQL commands while allowing AI to execute controlled SELECT queries.
    7 npm
    9
    ISC
  • A
    license
    Not graded
    quality
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    maintenance
    A demonstration server for the Model Context Protocol (MCP) that exposes calculator and Yahoo Finance tools, allowing LLMs to interpret natural language requests and make tool calls via the MCP standard.
    1
    Apache 2.0
  • F
    license
    Not graded
    quality
    D
    maintenance
    Compresses spreadsheets into compact encodings, enables Q&A on sheet content, and extracts structured order data via LLM calls.
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  • F
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    quality
    D
    maintenance
    An MCP server that connects Claude.ai to a Notion-based marketing knowledge base, enabling search and retrieval across specialized domains like enterprise platforms and competitive positioning. It provides tools for RAG-style Q\&A and content browsing to assist with drafting RFPs and value propositions.
    1
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  • F
    license
    Not graded
    quality
    D
    maintenance
    A server that exposes SQLite database operations as tools, allowing natural language interactions with a database through LlamaIndex and Ollama LLM integration.
    1
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  • F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables AI assistants to query and interact with SQLite databases through natural language. It includes built-in security guardrails such as PII redaction, SQL injection blocking, and query rate limiting.
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  • F
    license
    Not graded
    quality
    D
    maintenance
    A demonstration server that automatically generates Model Context Protocol (MCP) servers from OpenAPI specifications, providing seamless integration with FastAPI and supporting various transmission methods like STDIO, HTTP, and SSE.
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  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI-powered vendor risk assessment using AWS Titan, allowing users to evaluate individual vendors, compare multiple vendors, and get industry risk benchmarks through natural language queries.
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  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables natural-language retrieval from a self-hosted documentation index, returning cited answers with deep links, and supports private corpora inaccessible on the public internet.
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