A
license-
qualityD
maintenanceA LangGraph-powered MCP server for infrastructure orchestration with autonomous subagents.
Apache 2.0
74,844 servers. Updated
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"Data science and deep learning papers" matching MCP servers:
- Alicense-qualityCmaintenanceAn MCP server that lets AI assistants manage KubeAid GitOps clusters, inspecting ArgoCD apps, pods, events, and resources, with optional write operations like syncing apps and scaling deployments through your own kubeconfig credentials.MIT
- Flicense-qualityCmaintenanceShowcases principal-level QA architecture using MCP tools and Playwright for validating security, business workflows, contract safety, and cross-layer consistency.
- Alicense-qualityDmaintenanceMCP aggregator with many existing NCP templates and allows running external MCP servers too21Elastic 2.0
- AlicenseAqualityBmaintenanceA local MCP server that exposes Blacksmith.sh's usage and cost data, enabling queries for CI spend through agents, alerts, or dashboards.13MIT
- AlicenseAqualityCmaintenanceEnables monitoring and analysis of Ansible playbook executions through the Ara Records API. Provides real-time playbook monitoring, task progress tracking, and comprehensive access to Ansible execution data.3171MIT
- FlicenseAqualityDmaintenanceProvides comprehensive GitHub pull request data including comments, labels, CI/CD status, and more, with support for pagination and filtering.5
- FlicenseAqualityDmaintenanceA demonstration MCP server built with FastMCP v2.0 that provides basic mathematical calculations and greeting functionality. Features Docker containerization, comprehensive testing, and CI/CD automation for learning MCP development patterns.2
- Alicense-qualityCmaintenanceIntegrates development toolchain services (GitLab, Jira, Redmine, Mattermost, Harbor) and provides composite tools to query cross-system data with a single request.MIT
- Alicense-qualityAmaintenanceA production-ready template for building Model Context Protocol (MCP) servers in Python, using Docker Compose for containerized development and CI/CD.MIT
- Alicense-qualityCmaintenanceQuery Prometheus from CLI or any MCP client, with retries, caching, and an optional metrics exporter.13Apache 2.0
- Alicense-qualityDmaintenanceA boilerplate for building FastMCP servers, providing a basic setup for testing, linting, formatting, and publishing to NPM.131MIT
- Alicense-qualityBmaintenanceProvides comprehensive access to Jira Cloud and Data Center instances for managing issues, epics, and attachments with AI-optimized data cleaning. It supports relationship tracking and dual transport modes via STDIO and Streamable HTTP.376MIT
thinker-mcpofficial
Flicense-qualityCmaintenanceMCP server for thinker-ci, exposing tickets, CI/CD pipelines, project management data, and AI-agent sessions as tools and resources for Claude Code and other MCP clients.- Alicense-qualityCmaintenanceProvides Kubernetes deployment intelligence with typed query tools and AI-synthesized risk briefs, enabling users to list workloads, get detailed snapshots, query Prometheus metrics, record deployment history, and generate risk assessments before promoting to production.Apache 2.0
- Alicense-qualityBmaintenanceA read-only MCP server for inspecting and diagnosing HCP Terraform workspaces, runs, and plan summaries from ChatGPT and other MCP clients. It provides tools to list workspaces, inspect runs, and summarize plans without exposing sensitive data.MIT
- Alicense-qualityBmaintenanceProvides AI assistants with real Helm chart data from repositories, enabling accurate queries of chart values, versions, dependencies, and search without hallucination.MIT
- Alicense-qualityDmaintenanceEnables AI agents to query and interact with Azure DevOps data, including work items, projects, ticket statistics, and backlog information through natural language commands.10,151MIT
- Alicense-qualityCmaintenanceAn open source MCP server empowering SREs with intelligent observability, predictive analytics, and AI-driven automation across Kubernetes, OpenShift, and Tekton environments.11Apache 2.0
- Flicense-qualityCmaintenanceEnables AI agents to deploy production APIs from JSON schemas, with 44 tools for managing projects, schemas, deployments, and graph data.1
