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    Enables AI agents to enforce a software delivery standard by validating artifacts against declarative rules, providing templates, glossary terms, and pass/fail verdicts with actionable blockers.
    8
    MIT
  • F
    license
    B
    quality
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    Exposes open automation platform capabilities to AI agents with tools for managing job templates, inventories, collections, EDA activations, audit events, and policy checks, governed by gateway auth, RBAC, and policy enforcement.
    7
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    A production-ready template for building Model Context Protocol (MCP) servers in Python, using Docker Compose for containerized development and CI/CD.
    MIT
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    Enables AI agents to deploy and manage applications on Coolify through structured tools, supporting project management, app lifecycle control, pre-configured templates, and deployment monitoring with built-in safety guardrails.
    211 npm
    3
    MIT
  • A
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    A boilerplate for building FastMCP servers, providing a basic setup for testing, linting, formatting, and publishing to NPM.
    18 npm
    1
    MIT
  • A
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    Provides 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
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    Enables AI assistants to interact with Woodpecker CI to debug pipeline failures, analyze build logs, troubleshoot configurations, and perform pipeline and repository actions such as triggering, restarting, canceling, approving, activating, and updating settings.
    MIT
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    An MCP server that automates CI/CD pipeline creation, analysis, and security enforcement. It generates production-ready pipelines from templates and enforces DevSecOps best practices.
    2
    Apache 2.0
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    Unofficial MCP server for Railway that enables managing Railway infrastructure through natural language, including projects, services, deployments, environments, variables, templates, domains, volumes, observability, integrations, networking, and workflows.
    91 npm
    2
    MIT
  • A
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    An open source MCP server empowering SREs with intelligent observability, predictive analytics, and AI-driven automation across Kubernetes, OpenShift, and Tekton environments.
    31 PyPI
    11
    Apache 2.0
  • A
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    quality
    A
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    Interact with OneDev for CI/CD spec editing, pull request review, and issue workflow automation etc.
    15
    MIT
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    A Model Context Protocol server implementation that allows AI models to interact with and manage Spinnaker deployments, pipelines, and applications through a standardized interface.
    11 npm
    1
    MIT
  • A
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    quality
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    maintenance
    A production-ready template for building Model Context Protocol servers in Python, featuring example tools, structured logging, and multiple transport protocols.
    Apache 2.0
  • F
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    quality
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    maintenance
    Enables AI agents to query build/deploy status and request operations on a self-hosted Docker/Compose deployment platform, with Observer and Operator skills and approval-based write actions.
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