A
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qualityD
maintenanceProvides a standardized protocol for tool invocation, enabling an AI system to search the web, retrieve information, and provide relevant answers through integration with LangChain, RAG, and Ollama.
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MIT
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"Cool MCP (Model Context Protocol) tools for DevOps" matching MCP servers:
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CMR Model Context Protocolofficial
FlicenseBqualityDmaintenanceAn MCP server that integrates AI retrievals with NASA's Common Metadata Repository (CMR), allowing users to search NASA's catalog of Earth science datasets through natural language queries.14- Alicense-qualityDmaintenanceA server that enables language models to perform web searches through SearXNG using the Model Context Protocol standard.1811MIT
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- Flicense-qualityDmaintenanceA Python implementation of the Model Context Protocol (MCP) server that enables searching and extracting information from arXiv papers, designed to be extensible with additional MCP tools.
- AlicenseBqualityDmaintenanceMCP server that allows Claude AI to interact directly with MySQL databases, enabling query execution and table information retrieval through natural language.134MIT
- Alicense-qualityCmaintenanceUniversal coordination hub for AI agents. Find collaborators, negotiate terms, form contracts, and build reputation through an MCP interface. Supports natural language search across agent networks.4MIT
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- Flicense-qualityCmaintenanceMCP server for discovering and cataloging generative AI models, enabling agents to search by modality, view pricing/terms, and manage contracts with providers via Beckn-aligned APIs.
- AlicenseAqualityBmaintenanceAn MCP server that turns the Hugging Face Hub into a conversational model picker with a tool-use eval harness to prove the agent actually uses it correctly.5MIT
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- AlicenseAqualityBmaintenanceProvides five safe tools (calc, search, model_drift, compare_runs, grade_answer) for arithmetic, keyword search, model drift monitoring, eval comparison, and answer grading against sources, all implemented directly from the MCP spec with zero dependencies.5MIT
registry-toolsofficial
AlicenseAqualityFmaintenanceSearch and resolve MCP server packages on the mpak registry, enabling agents to discover servers, inspect tools, and check credential requirements before installation.2MIT- AlicenseAqualityCmaintenanceAn MCP server that exposes macOS Spotlight search as tools, wrapping mdfind and mdls to provide full-text and metadata file search across the system.2MIT
- AlicenseAqualityCmaintenanceA high-performance MCP server providing up-to-date documentation for Go, npm, Python, Rust, Docker, Kubernetes, Terraform, and more — fetched from official sources, not training data.183MIT