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Production-ready MCP servers that extend AI capabilities through file access, database connections, APIs, and contextual services.

71,160 tools. Last updated 2026-02-11 03:16
  • Retrieve detailed status, configuration, and component information for a specific service in the Ambari cluster. Use this tool to troubleshoot service health, audit setup, or obtain formatted data for automation.
    MIT
  • Retrieve and examine the contents of a markdown document from the docs directory, including frontmatter, for detailed analysis or reference using the MCP Documentation Service.
    MIT
  • List documents in a Needle collection to check processing status, inventory available files, and verify document availability before searching.
    MIT
  • Upload 2-40+ files simultaneously for multi-document analysis, code reviews, or dataset processing using parallel processing with automatic retries and processing state monitoring.
    MIT

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