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    Converts natural language queries into valid GraphQL queries and executes them against GraphQL APIs. Includes schema introspection, query validation, execution with authentication, and query history tracking.
    5
    25
    -
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    license
    B
    quality
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    maintenance
    An AI recipe recommendation server based on the MCP protocol, providing functions such as recipe query, classification filtering, intelligent dietary planning, and daily menu recommendation.
    5
    1
    Apache 2.0
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    license
    C
    quality
    D
    maintenance
    Transforms SAP S/4HANA or ECC systems into conversational AI interfaces by exposing all OData services as dynamic MCP tools. Enables natural language interactions with ERP data including querying, creating, updating, and deleting entities through SAP BTP integration.
    19
    66
    6
    MIT
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    Not graded
    quality
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    maintenance
    Enables LLMs to query documents using semantic search, supporting PDFs, Word, Excel, and more. Organizes documents by topics from folder structure and provides advanced search features like phrase matching and date filtering.
    1
    MIT
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    quality
    C
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    MCP server that translates natural-language questions into SQL, validates every query structurally, and executes approved read-only queries against a SQLite database, returning results and rejections.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Enables AI agents to query a verified directory of software developers in Solapur, India, including developer profiles, skills, scores, and rankings through structured resources and tools.
    MIT
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    Not graded
    quality
    C
    maintenance
    Enables AI agents to search and retrieve EU research outputs including publications, datasets, software, and funded projects from OpenAIRE.
    15
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Provides tools for AI assistants to search and explore the Update Night catalog of AI development tools, including agent frameworks, skills, and MCP servers. Enables querying entries by category, fetching detailed entries, and browsing recent news.
    2,013
    1
    MIT
  • F
    license
    Not graded
    quality
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    maintenance
    A secure database query service built on FastMCP framework that allows users to query MySQL databases using natural language, with comprehensive permission management and security controls.
    15
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    A Cloudflare Worker that transforms Cloudflare AI Search (AutoRAG) instances into an MCP server for querying documentation. It enables AI models to search and retrieve relevant information from custom document sets stored in R2 buckets.
    17
    -
  • A
    license
    A
    quality
    A
    maintenance
    Provides AI-visibility scoring and site auditing capabilities for websites, enabling agents to check how sites appear in AI engines like ChatGPT and Perplexity, run full SEO/security audits, and monitor changes over time.
    15
    405
    MIT
  • A
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    quality
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    maintenance
    A Model Context Protocol server for querying and reading articles from a how-to documentation portal, with search and retrieval tools scoped to the token's user permissions.
    3
    14
    Apache 2.0
  • 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
    C
    maintenance
    MCP server for live US software-engineering job search from public ATS boards, with tools to search jobs and list sources.
    2
    MIT
  • F
    license
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    quality
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    maintenance
    Enables AI assistants to manage memories via the mem9 memory service, supporting memory storage, semantic search, retrieval, update, and deletion across multiple platforms.
    5
    -
  • A
    license
    A
    quality
    B
    maintenance
    MCP server to search and retrieve mathematical publications, author profiles, and software entries from zbMath Open.
    5
    MIT