> ## Documentation Index
> Fetch the complete documentation index at: https://usefulai.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Best Infrastructure Plugins, Skills, and MCP Servers in 2026

> Research-backed infrastructure plugins, skills, and MCP servers with platform availability and direct setup routes.

<div className="uai-updated-row">Updated July 25, 2026</div>

These extensions connect your agent to cloud platforms, deployments, infrastructure-as-code, container and cluster operations, and production observability. The central trade-off is access: read-only guidance changes nothing, while live credentials let an agent alter production systems. Grant the narrowest permission the task needs.

<div className="uai-extension-directory-v2 uai-plugin-category-template-page uai-extension-variants-page uai-subgroup-page">
  <div className="uai-extension-filters uai-subgroup-chips" role="group" aria-label="Filter by subcategory">
    <input className="uai-extension-filter-input" type="radio" name="uai-sg" id="uai-sg-all" defaultChecked />

    <label className="uai-extension-filter-label" htmlFor="uai-sg-all">All</label>

    <input className="uai-extension-filter-input" type="radio" name="uai-sg" id="uai-sg-cloud" />

    <label className="uai-extension-filter-label" htmlFor="uai-sg-cloud">Cloud</label>

    <input className="uai-extension-filter-input" type="radio" name="uai-sg" id="uai-sg-ops" />

    <label className="uai-extension-filter-label" htmlFor="uai-sg-ops">Ops</label>

    <input className="uai-extension-filter-input" type="radio" name="uai-sg" id="uai-sg-observability" />

    <label className="uai-extension-filter-label" htmlFor="uai-sg-observability">Observability</label>
  </div>

  <div className="uai-overview-table uai-overview-table--ranked uai-overview-table--lead-icon">
    |                                            # | Name                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | Best for                                 | Est. installs <Tooltip tip="Estimated from thousands of public install signals including: marketplaces, directories, package downloads, and public code references." cta="Our full methodology" href="/plugins#how-we-estimate-installs"><span className="uai-tip-icon"><Icon icon="circle-info" size={12} color="currentColor" /><span className="uai-sr-only">About install estimates</span></span></Tooltip> |
    | -------------------------------------------: | :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | :--------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
    |          1<span className="uai-sgm-cloud" /> | <a href="#azure" className="uai-extension-cell no-underline"><img src="https://mintcdn.com/usefulai/MfWPxrmA3ZwUYT3b/images/icons/48/azure.microsoft.com.png?fit=max&auto=format&n=MfWPxrmA3ZwUYT3b&q=85&s=7a142247c855cf6dc0913caedf9a7913" alt="" noZoom width="48" height="48" data-path="images/icons/48/azure.microsoft.com.png" /><span className="uai-extension-cell-copy"><span className="uai-extension-name">Azure</span></span></a>                         | Inspecting and operating Azure at scale  |                                                                                                                                                                                                                                                                                                                                                                                                        **740K** |
    |          2<span className="uai-sgm-cloud" /> | <a href="#vercel" className="uai-extension-cell no-underline"><img src="https://mintcdn.com/usefulai/-BdB1T4cTAq9nNj4/images/icons/48/vercel.com.png?fit=max&auto=format&n=-BdB1T4cTAq9nNj4&q=85&s=77c9e07c12a238c1e8d97fc14fff0f9d" alt="" noZoom width="48" height="48" data-path="images/icons/48/vercel.com.png" /><span className="uai-extension-cell-copy"><span className="uai-extension-name">Vercel</span></span></a>                                                                                               | Next.js and Vercel-stack development     |                                                                                                                                                                                                                                                                                                                                                                                                        **300K** |
    |          3<span className="uai-sgm-cloud" /> | <a href="#cloudflare" className="uai-extension-cell no-underline"><img src="https://mintcdn.com/usefulai/V3UY3aFtaYLn-mrg/images/icons/48/cloudflare.com.png?fit=max&auto=format&n=V3UY3aFtaYLn-mrg&q=85&s=13c2d4a7d4f640f19da17a51c96cad62" alt="" noZoom width="48" height="48" data-path="images/icons/48/cloudflare.com.png" /><span className="uai-extension-cell-copy"><span className="uai-extension-name">Cloudflare</span></span></a>                                                       | Workers and the Cloudflare platform      |                                                                                                                                                                                                                                                                                                                                                                                                        **250K** |
    |            4<span className="uai-sgm-ops" /> | <a href="#docker-mcp-toolkit" className="uai-extension-cell no-underline"><img src="https://mintcdn.com/usefulai/XcFilG3Fp3z_o28-/images/icons/48/docker.com.png?fit=max&auto=format&n=XcFilG3Fp3z_o28-&q=85&s=390e61bdeca97376e700947cda555866" alt="" noZoom width="48" height="48" data-path="images/icons/48/docker.com.png" /><span className="uai-extension-cell-copy"><span className="uai-extension-name">Docker MCP Toolkit</span></span></a>                                                                       | Running many MCP servers in containers   |                                                                                                                                                                                                                                                                                                                                                                                                        **200K** |
    |          5<span className="uai-sgm-cloud" /> | <a href="#firebase" className="uai-extension-cell no-underline"><img src="https://mintcdn.com/usefulai/uuQvup7PYSSgULe9/images/icons/48/firebase.google.com.png?fit=max&auto=format&n=uuQvup7PYSSgULe9&q=85&s=b0059f86edbff4a656d1ec2b45b4df9f" alt="" noZoom width="48" height="48" data-path="images/icons/48/firebase.google.com.png" /><span className="uai-extension-cell-copy"><span className="uai-extension-name">Firebase</span></span></a>                   | Project-aware Firebase development       |                                                                                                                                                                                                                                                                                                                                                                                                        **150K** |
    |          6<span className="uai-sgm-cloud" /> | <a href="#agent-toolkit-for-aws" className="uai-extension-cell no-underline"><img src="https://mintcdn.com/usefulai/nqtrSJ8E-k7bZERT/images/icons/48/aws.amazon.com.png?fit=max&auto=format&n=nqtrSJ8E-k7bZERT&q=85&s=d289caba6d857daaac54e7c502d1b39d" alt="" noZoom width="48" height="48" data-path="images/icons/48/aws.amazon.com.png" /><span className="uai-extension-cell-copy"><span className="uai-extension-name">Agent Toolkit for AWS</span></span></a>                                 | Auditable agent access to AWS            |                                                                                                                                                                                                                                                                                                                                                                                                        **150K** |
    |  7<span className="uai-sgm-observability" /> | <a href="#sentry" className="uai-extension-cell no-underline"><img src="https://mintcdn.com/usefulai/hy16G83xN3DfF0qA/images/icons/48/mcp.sentry.dev.png?fit=max&auto=format&n=hy16G83xN3DfF0qA&q=85&s=4c5e9556a08d17caec4d55706de05d03" alt="" noZoom width="48" height="48" data-path="images/icons/48/mcp.sentry.dev.png" /><span className="uai-extension-cell-copy"><span className="uai-extension-name">Sentry</span></span></a>                                                               | Debugging from production errors         |                                                                                                                                                                                                                                                                                                                                                                                                        **150K** |
    |            8<span className="uai-sgm-ops" /> | <a href="#kubernetes-mcp-server" className="uai-extension-cell no-underline"><img src="https://mintcdn.com/usefulai/5xfT_ObZX_-BobJd/images/icons/48/kubernetes.io.png?fit=max&auto=format&n=5xfT_ObZX_-BobJd&q=85&s=8da54de9f61f586d8b30ddaf6f670017" alt="" noZoom width="48" height="48" data-path="images/icons/48/kubernetes.io.png" /><span className="uai-extension-cell-copy"><span className="uai-extension-name">Kubernetes MCP Server</span></span></a>                                         | Inspecting and operating clusters        |                                                                                                                                                                                                                                                                                                                                                                                                        **100K** |
    |            9<span className="uai-sgm-ops" /> | <a href="#terraform" className="uai-extension-cell no-underline"><img src="https://mintcdn.com/usefulai/Qkh6WYyZXPMaeRW_/images/icons/48/registry.terraform.io.png?fit=max&auto=format&n=Qkh6WYyZXPMaeRW_&q=85&s=211ddd1eb104521bab94433c44c2b09a" alt="" noZoom width="48" height="48" data-path="images/icons/48/registry.terraform.io.png" /><span className="uai-extension-cell-copy"><span className="uai-extension-name">Terraform</span></span></a> | Registry-grounded Terraform work         |                                                                                                                                                                                                                                                                                                                                                                                                         **90K** |
    |         10<span className="uai-sgm-cloud" /> | <a href="#netlify" className="uai-extension-cell no-underline"><img src="https://mintcdn.com/usefulai/hy16G83xN3DfF0qA/images/icons/48/netlify.com.png?fit=max&auto=format&n=hy16G83xN3DfF0qA&q=85&s=0fd8d9f60baa078c1734a4987e93fdf1" alt="" noZoom width="48" height="48" data-path="images/icons/48/netlify.com.png" /><span className="uai-extension-cell-copy"><span className="uai-extension-name">Netlify</span></span></a>                                                                                     | Building and deploying on Netlify        |                                                                                                                                                                                                                                                                                                                                                                                                         **70K** |
    | 11<span className="uai-sgm-observability" /> | <a href="#grafana" className="uai-extension-cell no-underline"><img src="https://mintcdn.com/usefulai/5xfT_ObZX_-BobJd/images/icons/48/grafana.com.png?fit=max&auto=format&n=5xfT_ObZX_-BobJd&q=85&s=17bdc20f270ab7b6fc04976ecb6b9c05" alt="" noZoom width="48" height="48" data-path="images/icons/48/grafana.com.png" /><span className="uai-extension-cell-copy"><span className="uai-extension-name">Grafana</span></span></a>                                                                                     | Dashboards, metrics, and incidents       |                                                                                                                                                                                                                                                                                                                                                                                                         **45K** |
    | 12<span className="uai-sgm-observability" /> | <a href="#datadog" className="uai-extension-cell no-underline"><img src="https://mintcdn.com/usefulai/V3UY3aFtaYLn-mrg/images/icons/48/datadoghq.com.png?fit=max&auto=format&n=V3UY3aFtaYLn-mrg&q=85&s=64d250e9d7f697dc6b5251769effd9fb" alt="" noZoom width="48" height="48" data-path="images/icons/48/datadoghq.com.png" /><span className="uai-extension-cell-copy"><span className="uai-extension-name">Datadog</span></span></a>                                                                     | Production telemetry and monitors        |                                                                                                                                                                                                                                                                                                                                                                                                         **40K** |
    |         13<span className="uai-sgm-cloud" /> | <a href="#railway" className="uai-extension-cell no-underline"><img src="https://mintcdn.com/usefulai/Qkh6WYyZXPMaeRW_/images/icons/48/railway.com.png?fit=max&auto=format&n=Qkh6WYyZXPMaeRW_&q=85&s=26900d29c6f92e67f61aed34dced274b" alt="" noZoom width="48" height="48" data-path="images/icons/48/railway.com.png" /><span className="uai-extension-cell-copy"><span className="uai-extension-name">Railway</span></span></a>                                                                                     | Deploying and operating on Railway       |                                                                                                                                                                                                                                                                                                                                                                                                         **40K** |
    | 14<span className="uai-sgm-observability" /> | <a href="#pagerduty" className="uai-extension-cell no-underline"><img src="https://mintcdn.com/usefulai/Qkh6WYyZXPMaeRW_/images/icons/48/pagerduty.com.png?fit=max&auto=format&n=Qkh6WYyZXPMaeRW_&q=85&s=d7ce4943eda019d21c8c475a4c8d2e12" alt="" noZoom width="48" height="48" data-path="images/icons/48/pagerduty.com.png" /><span className="uai-extension-cell-copy"><span className="uai-extension-name">PagerDuty</span></span></a>                                                                 | Incident response and on-call context    |                                                                                                                                                                                                                                                                                                                                                                                                         **35K** |
    |           15<span className="uai-sgm-ops" /> | <a href="#pulumi" className="uai-extension-cell no-underline"><img src="https://mintcdn.com/usefulai/Qkh6WYyZXPMaeRW_/images/icons/48/pulumi.com.png?fit=max&auto=format&n=Qkh6WYyZXPMaeRW_&q=85&s=1d3b2a495a3c23505fef43c7a292733f" alt="" noZoom width="48" height="48" data-path="images/icons/48/pulumi.com.png" /><span className="uai-extension-cell-copy"><span className="uai-extension-name">Pulumi</span></span></a>                                                                                               | Infrastructure as code in real languages |                                                                                                                                                                                                                                                                                                                                                                                                         **25K** |
  </div>

  <label className="uai-overview-more">
    <input type="checkbox" className="uai-overview-toggle" />

    <span className="uai-overview-more-open"><span className="uai-overview-more-count">Show more</span><Icon icon="chevron-down" size={13} /></span>
    <span className="uai-overview-more-close"><span>Show less</span><Icon icon="chevron-up" size={13} /></span>
  </label>

  ***

  <div className="uai-itemcard uai-sgc-cloud" role="article">
    <div className="uai-itemcard-head">
      <span className="uai-itemcard-icon">
        <img src="https://mintcdn.com/usefulai/7PKXUq3bi28Jf8Zg/images/icons/144/azure.microsoft.com.png?fit=max&auto=format&n=7PKXUq3bi28Jf8Zg&q=85&s=11d07489af4b486d6d6b20dd82b0e0e3" alt="Azure logo" noZoom loading="lazy" width="144" height="144" data-path="images/icons/144/azure.microsoft.com.png" />
      </span>

      <div className="uai-itemcard-identity">
        <div className="uai-itemcard-row uai-itemcard-row--title">
          ## [Azure](https://learn.microsoft.com/en-us/azure/developer/azure-skills/)

          <span className="uai-itemcard-byline">by Microsoft</span>
        </div>

        <div className="uai-itemcard-row">
          <span className="uai-itemcard-note uai-itemcard-note--green">Inspecting and operating Azure at scale</span>
        </div>
      </div>

      <div className="uai-itemcard-end">
        <div className="uai-itemcard-metric"><strong>740K</strong><span>estimated installs</span></div>
      </div>
    </div>

    <div className="uai-itemcard-body">
      <section className="uai-itemcard-section">
        **What it is**

        A cross-host package that combines Azure MCP, Foundry MCP, and curated Azure skills. It pairs current decision guidance with more than 200 structured tools for inspecting resources, validating deployments, diagnosing infrastructure, and optimizing costs.
      </section>

      <section className="uai-itemcard-section">
        **When to use**

        Reach for it when building, deploying, or operating Azure and Microsoft Foundry workloads and you want the agent grounded in current practice rather than guessing. Give it least-privileged identities, and note that sovereign clouds need explicit MCP configuration.
      </section>

      <section className="uai-itemcard-section">
        **What you need**

        An Azure account; the tools work through your existing subscriptions and RBAC.
      </section>
    </div>

    <div className="uai-itemcard-rail" aria-label="Install Azure">
      <span className="uai-itemcard-rail-label">Install</span>
      <a href="https://claude.com/plugins/azure" target="_blank" rel="noreferrer" aria-label="Claude Plugin" title="Azure plugin - Official third-party by Microsoft" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/DapqcZBWDcIyQCBz/images/icons/48/claude.ai.png?fit=max&auto=format&n=DapqcZBWDcIyQCBz&q=85&s=fb415c7174f1e2e8f24101e1c7275b99" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/claude.ai.png" /><span>Plugin</span></a><a href="https://learn.microsoft.com/en-us/azure/developer/azure-skills/install" target="_blank" rel="noreferrer" aria-label="Codex Plugin" title="Azure plugin - Official third-party by Microsoft" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/openai.com.png?fit=max&auto=format&n=C5xOaAf4Os-Vu41o&q=85&s=21ac965dc6ee5751127e6d435043629b" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/openai.com.png" /><span>Plugin</span></a><a href="https://cursor.com/marketplace/azure" target="_blank" rel="noreferrer" aria-label="Cursor Plugin" title="Azure plugin - Official third-party by Microsoft" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/VO-39uGyUn-FtcaD/images/icons/48/cursor.com.png?fit=max&auto=format&n=VO-39uGyUn-FtcaD&q=85&s=3472188040350aa6fc703d0d14923751" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/cursor.com.png" /><span>Plugin</span></a><a href="https://learn.microsoft.com/en-us/azure/developer/azure-mcp-server/get-started" target="_blank" rel="noreferrer" aria-label="MCP" title="Azure MCP Server - Official third-party by Microsoft" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/hy16G83xN3DfF0qA/images/icons/48/modelcontextprotocol.io.png?fit=max&auto=format&n=hy16G83xN3DfF0qA&q=85&s=773d9ff8c886047c422dc6b5404231c9" alt="" noZoom className="uai-mcp-mark" loading="lazy" width="48" height="48" data-path="images/icons/48/modelcontextprotocol.io.png" /><span>MCP</span></a>
    </div>
  </div>

  <div className="uai-itemcard uai-sgc-cloud" role="article">
    <div className="uai-itemcard-head">
      <span className="uai-itemcard-icon">
        <img src="https://mintcdn.com/usefulai/sV7VJe4pqO2Le0pu/images/icons/144/vercel.com.png?fit=max&auto=format&n=sV7VJe4pqO2Le0pu&q=85&s=da20e034cbd8dfcd575e83f9feaa9d6f" alt="Vercel logo" noZoom loading="lazy" width="144" height="144" data-path="images/icons/144/vercel.com.png" />
      </span>

      <div className="uai-itemcard-identity">
        <div className="uai-itemcard-row uai-itemcard-row--title">
          ## [Vercel](https://vercel.com/)
        </div>

        <div className="uai-itemcard-row">
          <span className="uai-itemcard-note uai-itemcard-note--green">Next.js and Vercel-stack development</span>
        </div>
      </div>

      <div className="uai-itemcard-end">
        <div className="uai-itemcard-metric"><strong>300K</strong><span>estimated installs</span></div>
      </div>
    </div>

    <div className="uai-itemcard-body">
      <section className="uai-itemcard-section">
        **What it is**

        A broad bundle spanning Vercel, Next.js, React, the AI SDK, deployments, performance, and infrastructure. It ships product-specific skills, specialist agents, operational commands, project-aware hooks, an ecosystem map, and, on supported routes, live Vercel account access.
      </section>

      <section className="uai-itemcard-section">
        **When to use**

        Its value is highest in projects built on Vercel or its ecosystem. The skills help without any login, but deployments, logs, and environment changes need Vercel authentication. In unrelated projects the broad context is mostly noise, so a narrow route serves better.
      </section>

      <section className="uai-itemcard-section">
        **What you need**

        A Vercel account for the live deployment and project routes; the guidance skills work without one.
      </section>
    </div>

    <div className="uai-itemcard-rail" aria-label="Install Vercel">
      <span className="uai-itemcard-rail-label">Install</span>
      <a href="https://claude.com/plugins/vercel" target="_blank" rel="noreferrer" aria-label="Claude Plugin" title="Vercel Claude plugin - Official third-party by Vercel" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/DapqcZBWDcIyQCBz/images/icons/48/claude.ai.png?fit=max&auto=format&n=DapqcZBWDcIyQCBz&q=85&s=fb415c7174f1e2e8f24101e1c7275b99" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/claude.ai.png" /><span>Plugin</span></a><a href="https://github.com/openai/plugins/tree/main/plugins/vercel" target="_blank" rel="noreferrer" aria-label="Codex Plugin" title="Vercel Codex plugin - Official third-party by Vercel Labs" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/openai.com.png?fit=max&auto=format&n=C5xOaAf4Os-Vu41o&q=85&s=21ac965dc6ee5751127e6d435043629b" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/openai.com.png" /><span>Plugin</span></a><a href="https://cursor.com/marketplace/vercel" target="_blank" rel="noreferrer" aria-label="Cursor Plugin" title="Vercel Cursor plugin - Official third-party by Vercel" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/VO-39uGyUn-FtcaD/images/icons/48/cursor.com.png?fit=max&auto=format&n=VO-39uGyUn-FtcaD&q=85&s=3472188040350aa6fc703d0d14923751" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/cursor.com.png" /><span>Plugin</span></a><a href="https://github.com/vercel/vercel-plugin/blob/main/.mcp.json" target="_blank" rel="noreferrer" aria-label="MCP" title="Vercel hosted MCP - Official third-party by Vercel" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/hy16G83xN3DfF0qA/images/icons/48/modelcontextprotocol.io.png?fit=max&auto=format&n=hy16G83xN3DfF0qA&q=85&s=773d9ff8c886047c422dc6b5404231c9" alt="" noZoom className="uai-mcp-mark" loading="lazy" width="48" height="48" data-path="images/icons/48/modelcontextprotocol.io.png" /><span>MCP</span></a>
    </div>
  </div>

  <div className="uai-itemcard uai-sgc-cloud" role="article">
    <div className="uai-itemcard-head">
      <span className="uai-itemcard-icon">
        <img src="https://mintcdn.com/usefulai/9ECsl9XwdjRP5AZM/images/icons/144/cloudflare.com.png?fit=max&auto=format&n=9ECsl9XwdjRP5AZM&q=85&s=ec289602467350618406b45ddcbb8386" alt="Cloudflare logo" noZoom loading="lazy" width="144" height="144" data-path="images/icons/144/cloudflare.com.png" />
      </span>

      <div className="uai-itemcard-identity">
        <div className="uai-itemcard-row uai-itemcard-row--title">
          ## [Cloudflare](https://github.com/cloudflare/skills)
        </div>

        <div className="uai-itemcard-row">
          <span className="uai-itemcard-note uai-itemcard-note--green">Workers and the Cloudflare platform</span>
        </div>
      </div>

      <div className="uai-itemcard-end">
        <div className="uai-itemcard-metric"><strong>250K</strong><span>estimated installs</span></div>
      </div>
    </div>

    <div className="uai-itemcard-body">
      <section className="uai-itemcard-section">
        **What it is**

        A developer package that combines Cloudflare's API MCP with skills for Workers, Durable Objects, the Agents SDK, Wrangler, MCP servers, sandboxing, and web performance. The agent gets both current platform patterns and the ability to inspect or change live Cloudflare resources.
      </section>

      <section className="uai-itemcard-section">
        **When to use**

        Use it when building or operating applications on Cloudflare, from Workers and storage to databases, deployments, logs, and analytics. Be deliberate about tokens: OAuth or bearer-token access can permit production writes, including deployments and security changes, so scope it to what the task requires.
      </section>

      <section className="uai-itemcard-section">
        **What you need**

        A Cloudflare account for live inspection and changes.
      </section>
    </div>

    <div className="uai-itemcard-rail" aria-label="Install Cloudflare">
      <span className="uai-itemcard-rail-label">Install</span>
      <a href="https://claude.com/plugins/cloudflare" target="_blank" rel="noreferrer" aria-label="Claude Plugin" title="Cloudflare plugin - Official third-party by Cloudflare" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/DapqcZBWDcIyQCBz/images/icons/48/claude.ai.png?fit=max&auto=format&n=DapqcZBWDcIyQCBz&q=85&s=fb415c7174f1e2e8f24101e1c7275b99" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/claude.ai.png" /><span>Plugin</span></a><a href="https://github.com/openai/plugins/tree/main/plugins/cloudflare" target="_blank" rel="noreferrer" aria-label="Codex Plugin" title="Codex Plugin - Official third-party by Cloudflare" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/openai.com.png?fit=max&auto=format&n=C5xOaAf4Os-Vu41o&q=85&s=21ac965dc6ee5751127e6d435043629b" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/openai.com.png" /><span>Plugin</span></a><a href="https://cursor.com/marketplace/cloudflare" target="_blank" rel="noreferrer" aria-label="Cursor Plugin" title="Cloudflare Cursor plugin - Official third-party by Cloudflare" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/VO-39uGyUn-FtcaD/images/icons/48/cursor.com.png?fit=max&auto=format&n=VO-39uGyUn-FtcaD&q=85&s=3472188040350aa6fc703d0d14923751" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/cursor.com.png" /><span>Plugin</span></a><a href="https://developers.cloudflare.com/agents/model-context-protocol/mcp-servers-for-cloudflare/" target="_blank" rel="noreferrer" aria-label="MCP" title="Cloudflare MCP servers - Official third-party by Cloudflare" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/hy16G83xN3DfF0qA/images/icons/48/modelcontextprotocol.io.png?fit=max&auto=format&n=hy16G83xN3DfF0qA&q=85&s=773d9ff8c886047c422dc6b5404231c9" alt="" noZoom className="uai-mcp-mark" loading="lazy" width="48" height="48" data-path="images/icons/48/modelcontextprotocol.io.png" /><span>MCP</span></a>
    </div>
  </div>

  <div className="uai-itemcard uai-sgc-ops" role="article">
    <div className="uai-itemcard-head">
      <span className="uai-itemcard-icon">
        <img src="https://mintcdn.com/usefulai/Ez-pJDkPpztLE7Cr/images/icons/144/docker.com.png?fit=max&auto=format&n=Ez-pJDkPpztLE7Cr&q=85&s=5c145d2a77c16ccfd168914c25b1638b" alt="Docker MCP Toolkit logo" noZoom loading="lazy" width="144" height="144" data-path="images/icons/144/docker.com.png" />
      </span>

      <div className="uai-itemcard-identity">
        <div className="uai-itemcard-row uai-itemcard-row--title">
          ## [Docker MCP Toolkit](https://docs.docker.com/ai/mcp-catalog-and-toolkit/toolkit/)
        </div>

        <div className="uai-itemcard-row">
          <span className="uai-itemcard-note uai-itemcard-note--green">Running many MCP servers in containers</span>
        </div>
      </div>

      <div className="uai-itemcard-end">
        <div className="uai-itemcard-metric"><strong>200K</strong><span>estimated installs</span></div>
      </div>
    </div>

    <div className="uai-itemcard-body">
      <section className="uai-itemcard-section">
        **What it is**

        Docker's MCP Catalog and Toolkit: a gateway that runs MCP servers as isolated containers, a curated catalog of containerized servers, and Docker Desktop integration for connecting them to agent clients with unified configuration and secrets.
      </section>

      <section className="uai-itemcard-section">
        **When to use**

        Use it when you already run Docker and want one controlled local layer for many MCP servers rather than configuring each separately. It is not the simplest path to a single hosted connector, and every enabled server still carries its own permissions and supply-chain risk.
      </section>

      <section className="uai-itemcard-section">
        **What you need**

        Docker Desktop 4.43+ or the standalone gateway. Distributed through Docker Desktop, so no public install metric exists for the toolkit itself.
      </section>
    </div>

    <div className="uai-itemcard-rail" aria-label="Install Docker MCP Toolkit">
      <span className="uai-itemcard-rail-label">Install</span>
      <a href="https://docs.docker.com/ai/mcp-catalog-and-toolkit/toolkit/" target="_blank" rel="noreferrer" aria-label="MCP" title="Docker MCP Toolkit - Official third-party by Docker" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/hy16G83xN3DfF0qA/images/icons/48/modelcontextprotocol.io.png?fit=max&auto=format&n=hy16G83xN3DfF0qA&q=85&s=773d9ff8c886047c422dc6b5404231c9" alt="" noZoom className="uai-mcp-mark" loading="lazy" width="48" height="48" data-path="images/icons/48/modelcontextprotocol.io.png" /><span>MCP</span></a><a href="https://docs.docker.com/ai/mcp-catalog-and-toolkit/cli/" target="_blank" rel="noreferrer" aria-label="CLI" title="Docker MCP Gateway CLI - Official third-party by Docker" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/Qkh6WYyZXPMaeRW_/images/icons/48/other-tools.png?fit=max&auto=format&n=Qkh6WYyZXPMaeRW_&q=85&s=c19a0f7e808888e8d275f6e97fad38a3" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/other-tools.png" /><span>CLI</span></a>
    </div>
  </div>

  <div className="uai-itemcard uai-sgc-cloud" role="article">
    <div className="uai-itemcard-head">
      <span className="uai-itemcard-icon">
        <img src="https://mintcdn.com/usefulai/xNhx1TJ-klGNuRgY/images/icons/144/firebase.google.com.png?fit=max&auto=format&n=xNhx1TJ-klGNuRgY&q=85&s=a0437c7d6d7aae2b1a65a121c6974724" alt="Firebase logo" noZoom loading="lazy" width="144" height="144" data-path="images/icons/144/firebase.google.com.png" />
      </span>

      <div className="uai-itemcard-identity">
        <div className="uai-itemcard-row uai-itemcard-row--title">
          ## [Firebase](https://firebase.google.com/docs/ai-assistance/build-with-ai)

          <span className="uai-itemcard-byline">by Google</span>
        </div>

        <div className="uai-itemcard-row">
          <span className="uai-itemcard-note uai-itemcard-note--green">Project-aware Firebase development</span>
        </div>
      </div>

      <div className="uai-itemcard-end">
        <div className="uai-itemcard-metric"><strong>150K</strong><span>estimated installs</span></div>
      </div>
    </div>

    <div className="uai-itemcard-body">
      <section className="uai-itemcard-section">
        **What it is**

        An agent stack that combines Firebase skills, a local MCP server built into firebase-tools, and the Firebase CLI. It gives the agent current guidance plus project-aware access to Firestore, Authentication, Functions, Hosting, Storage, Crashlytics, Messaging, Remote Config, and security rules.
      </section>

      <section className="uai-itemcard-section">
        **When to use**

        Use it to build, configure, diagnose, and deploy Firebase apps with live project context instead of generic advice. Because it can change real resources, review security rules and deployments before they apply, and expose only the feature groups a task actually needs.
      </section>

      <section className="uai-itemcard-section">
        **What you need**

        A Google account and Firebase project; the MCP rides inside firebase-tools.
      </section>
    </div>

    <div className="uai-itemcard-rail" aria-label="Install Firebase">
      <span className="uai-itemcard-rail-label">Install</span>
      <a href="https://claude.com/plugins/firebase" target="_blank" rel="noreferrer" aria-label="Claude Plugin" title="Firebase plugin - Official third-party by Firebase/Google" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/DapqcZBWDcIyQCBz/images/icons/48/claude.ai.png?fit=max&auto=format&n=DapqcZBWDcIyQCBz&q=85&s=fb415c7174f1e2e8f24101e1c7275b99" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/claude.ai.png" /><span>Plugin</span></a><a href="https://cursor.com/marketplace/firebase" target="_blank" rel="noreferrer" aria-label="Cursor Plugin" title="Firebase Cursor plugin - Official third-party by Firebase/Google" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/VO-39uGyUn-FtcaD/images/icons/48/cursor.com.png?fit=max&auto=format&n=VO-39uGyUn-FtcaD&q=85&s=3472188040350aa6fc703d0d14923751" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/cursor.com.png" /><span>Plugin</span></a><a href="https://github.com/firebase/agent-skills" target="_blank" rel="noreferrer" aria-label="Skill" title="Firebase agent skills - Official third-party by Google" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/Qkh6WYyZXPMaeRW_/images/icons/48/other-tools.png?fit=max&auto=format&n=Qkh6WYyZXPMaeRW_&q=85&s=c19a0f7e808888e8d275f6e97fad38a3" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/other-tools.png" /><span>Skill</span></a><a href="https://firebase.google.com/docs/ai-assistance/mcp-server" target="_blank" rel="noreferrer" aria-label="MCP" title="Firebase local MCP - Official third-party by Google" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/hy16G83xN3DfF0qA/images/icons/48/modelcontextprotocol.io.png?fit=max&auto=format&n=hy16G83xN3DfF0qA&q=85&s=773d9ff8c886047c422dc6b5404231c9" alt="" noZoom className="uai-mcp-mark" loading="lazy" width="48" height="48" data-path="images/icons/48/modelcontextprotocol.io.png" /><span>MCP</span></a>
    </div>
  </div>

  <div className="uai-itemcard uai-sgc-cloud" role="article">
    <div className="uai-itemcard-head">
      <span className="uai-itemcard-icon">
        <img src="https://mintcdn.com/usefulai/O2NMryn9hetXwNok/images/icons/144/aws.amazon.com.png?fit=max&auto=format&n=O2NMryn9hetXwNok&q=85&s=71c98e62e87ab4587dc368301e4ac9e0" alt="Agent Toolkit for AWS logo" noZoom loading="lazy" width="144" height="144" data-path="images/icons/144/aws.amazon.com.png" />
      </span>

      <div className="uai-itemcard-identity">
        <div className="uai-itemcard-row uai-itemcard-row--title">
          ## [Agent Toolkit for AWS](https://aws.amazon.com/products/developer-tools/agent-toolkit-for-aws/)
        </div>

        <div className="uai-itemcard-row">
          <span className="uai-itemcard-note uai-itemcard-note--green">Auditable agent access to AWS</span>
        </div>
      </div>

      <div className="uai-itemcard-end">
        <div className="uai-itemcard-metric"><strong>150K</strong><span>estimated installs</span></div>
      </div>
    </div>

    <div className="uai-itemcard-body">
      <section className="uai-itemcard-section">
        **What it is**

        A managed MCP paired with a family of installable plugins: a general AWS Core plus specialist packages for agents, analytics, and DevSecOps. It gives agents current AWS guidance and auditable access to AWS APIs, documentation, and sandboxed execution.
      </section>

      <section className="uai-itemcard-section">
        **When to use**

        Start with AWS Core for general work and add only the specialist package a project needs rather than loading the whole collection. Live operations require AWS credentials, so use least-privileged, agent-aware IAM policies. AWS now recommends this toolkit as the successor to its Labs MCP servers.
      </section>

      <section className="uai-itemcard-section">
        **What you need**

        An AWS account; access stays inside your IAM and audit controls.
      </section>
    </div>

    <div className="uai-itemcard-rail" aria-label="Install Agent Toolkit for AWS">
      <span className="uai-itemcard-rail-label">Install</span>
      <a href="https://claude.com/plugins/aws-core" target="_blank" rel="noreferrer" aria-label="Claude Plugin" title="AWS Core plugin - Official third-party by AWS" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/DapqcZBWDcIyQCBz/images/icons/48/claude.ai.png?fit=max&auto=format&n=DapqcZBWDcIyQCBz&q=85&s=fb415c7174f1e2e8f24101e1c7275b99" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/claude.ai.png" /><span>Plugin</span></a><a href="https://docs.aws.amazon.com/agent-toolkit/latest/userguide/quick-start.html" target="_blank" rel="noreferrer" aria-label="Codex Plugin" title="AWS Core plugin - Official third-party by AWS" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/openai.com.png?fit=max&auto=format&n=C5xOaAf4Os-Vu41o&q=85&s=21ac965dc6ee5751127e6d435043629b" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/openai.com.png" /><span>Plugin</span></a><a href="https://cursor.com/marketplace/aws/aws-core" target="_blank" rel="noreferrer" aria-label="Cursor Plugin" title="AWS Core plugin - Official third-party by AWS" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/VO-39uGyUn-FtcaD/images/icons/48/cursor.com.png?fit=max&auto=format&n=VO-39uGyUn-FtcaD&q=85&s=3472188040350aa6fc703d0d14923751" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/cursor.com.png" /><span>Plugin</span></a><a href="https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html" target="_blank" rel="noreferrer" aria-label="MCP" title="AWS MCP server - Official third-party by AWS" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/hy16G83xN3DfF0qA/images/icons/48/modelcontextprotocol.io.png?fit=max&auto=format&n=hy16G83xN3DfF0qA&q=85&s=773d9ff8c886047c422dc6b5404231c9" alt="" noZoom className="uai-mcp-mark" loading="lazy" width="48" height="48" data-path="images/icons/48/modelcontextprotocol.io.png" /><span>MCP</span></a>
    </div>
  </div>

  <div className="uai-itemcard uai-sgc-observability" role="article">
    <div className="uai-itemcard-head">
      <span className="uai-itemcard-icon">
        <img src="https://mintcdn.com/usefulai/GCPeCvcnaEiqXuyx/images/icons/144/mcp.sentry.dev.png?fit=max&auto=format&n=GCPeCvcnaEiqXuyx&q=85&s=5bdc3c9dea22cbe724db1e13c3422197" alt="Sentry logo" noZoom loading="lazy" width="144" height="144" data-path="images/icons/144/mcp.sentry.dev.png" />
      </span>

      <div className="uai-itemcard-identity">
        <div className="uai-itemcard-row uai-itemcard-row--title">
          ## [Sentry](https://mcp.sentry.dev)
        </div>

        <div className="uai-itemcard-row">
          <span className="uai-itemcard-note uai-itemcard-note--green">Debugging from production errors</span>
        </div>
      </div>

      <div className="uai-itemcard-end">
        <div className="uai-itemcard-metric"><strong>150K</strong><span>estimated installs</span></div>
      </div>
    </div>

    <div className="uai-itemcard-body">
      <section className="uai-itemcard-section">
        **What it is**

        A hosted MCP for production issues and traces, packaged with host-specific plugins for debugging, code review, and instrumentation. It lets an agent investigate real errors, inspect events and stack traces, quantify user impact, and connect findings back to the code.
      </section>

      <section className="uai-itemcard-section">
        **When to use**

        Use it for error triage, production debugging, and adding Sentry instrumentation, so the agent works from real events rather than symptoms alone. Hosted access uses OAuth and can be constrained to an organization or project; the self-hosted server needs explicit token scopes.
      </section>

      <section className="uai-itemcard-section">
        **What you need**

        A Sentry account with the projects you debug.
      </section>
    </div>

    <div className="uai-itemcard-rail" aria-label="Install Sentry">
      <span className="uai-itemcard-rail-label">Install</span>
      <a href="https://claude.com/plugins/sentry" target="_blank" rel="noreferrer" aria-label="Claude Plugin" title="Sentry Claude plugin - Official third-party by Sentry" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/DapqcZBWDcIyQCBz/images/icons/48/claude.ai.png?fit=max&auto=format&n=DapqcZBWDcIyQCBz&q=85&s=fb415c7174f1e2e8f24101e1c7275b99" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/claude.ai.png" /><span>Plugin</span></a><a href="https://cursor.com/marketplace/sentry" target="_blank" rel="noreferrer" aria-label="Cursor Plugin" title="Sentry Cursor plugin - Official third-party by Sentry" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/VO-39uGyUn-FtcaD/images/icons/48/cursor.com.png?fit=max&auto=format&n=VO-39uGyUn-FtcaD&q=85&s=3472188040350aa6fc703d0d14923751" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/cursor.com.png" /><span>Plugin</span></a><a href="https://mcp.sentry.dev" target="_blank" rel="noreferrer" aria-label="MCP" title="Sentry hosted MCP - Official third-party by Sentry" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/hy16G83xN3DfF0qA/images/icons/48/modelcontextprotocol.io.png?fit=max&auto=format&n=hy16G83xN3DfF0qA&q=85&s=773d9ff8c886047c422dc6b5404231c9" alt="" noZoom className="uai-mcp-mark" loading="lazy" width="48" height="48" data-path="images/icons/48/modelcontextprotocol.io.png" /><span>MCP</span></a>
    </div>
  </div>

  <div className="uai-itemcard uai-sgc-ops" role="article">
    <div className="uai-itemcard-head">
      <span className="uai-itemcard-icon">
        <img src="https://mintcdn.com/usefulai/GCPeCvcnaEiqXuyx/images/icons/144/kubernetes.io.png?fit=max&auto=format&n=GCPeCvcnaEiqXuyx&q=85&s=2ff1600bdc511618b95a13c70975d2b3" alt="Kubernetes MCP Server logo" noZoom loading="lazy" width="144" height="144" data-path="images/icons/144/kubernetes.io.png" />
      </span>

      <div className="uai-itemcard-identity">
        <div className="uai-itemcard-row uai-itemcard-row--title">
          ## [Kubernetes MCP Server](https://github.com/containers/kubernetes-mcp-server)

          <span className="uai-itemcard-byline">by containers</span>
        </div>

        <div className="uai-itemcard-row">
          <span className="uai-itemcard-note uai-itemcard-note--green">Inspecting and operating clusters</span>
        </div>
      </div>

      <div className="uai-itemcard-end">
        <div className="uai-itemcard-metric"><strong>100K</strong><span>estimated installs</span></div>
      </div>
    </div>

    <div className="uai-itemcard-body">
      <section className="uai-itemcard-section">
        **What it is**

        A server that speaks directly to the Kubernetes API - pods, deployments, services, logs, events, and apply operations - through typed tools rather than parsed kubectl output. It ships read-only and destructive-operation controls, and is the most active and widely adopted of the community Kubernetes routes.
      </section>

      <section className="uai-itemcard-section">
        **When to use**

        Reach for it to troubleshoot and operate clusters with the agent working from real resource state instead of shell string-parsing. Cluster credentials are high impact and write operations hit live resources, so scope the kubeconfig context and prefer a read-only mode for exploration.
      </section>

      <section className="uai-itemcard-section">
        **What you need**

        A Kubernetes kubeconfig or in-cluster credentials. Community-built - no Kubernetes-project-official route exists.
      </section>
    </div>

    <div className="uai-itemcard-rail" aria-label="Install Kubernetes MCP Server">
      <span className="uai-itemcard-rail-label">Install</span>
      <a href="https://github.com/containers/kubernetes-mcp-server" target="_blank" rel="noreferrer" aria-label="MCP" title="Kubernetes MCP Server - Community by containers" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/hy16G83xN3DfF0qA/images/icons/48/modelcontextprotocol.io.png?fit=max&auto=format&n=hy16G83xN3DfF0qA&q=85&s=773d9ff8c886047c422dc6b5404231c9" alt="" noZoom className="uai-mcp-mark" loading="lazy" width="48" height="48" data-path="images/icons/48/modelcontextprotocol.io.png" /><span>MCP</span></a>
    </div>
  </div>

  <div className="uai-itemcard uai-sgc-ops" role="article">
    <div className="uai-itemcard-head">
      <span className="uai-itemcard-icon">
        <img src="https://mintcdn.com/usefulai/k4lSWVSFSOR_cTLZ/images/icons/144/registry.terraform.io.png?fit=max&auto=format&n=k4lSWVSFSOR_cTLZ&q=85&s=852ce091923033cdfe7cb202717aa2bd" alt="Terraform logo" noZoom loading="lazy" width="144" height="144" data-path="images/icons/144/registry.terraform.io.png" />
      </span>

      <div className="uai-itemcard-identity">
        <div className="uai-itemcard-row uai-itemcard-row--title">
          ## [Terraform](https://developer.hashicorp.com/terraform/mcp-server)
        </div>

        <div className="uai-itemcard-row">
          <span className="uai-itemcard-note uai-itemcard-note--green">Registry-grounded Terraform work</span>
        </div>
      </div>

      <div className="uai-itemcard-end">
        <div className="uai-itemcard-metric"><strong>90K</strong><span>estimated installs</span></div>
      </div>
    </div>

    <div className="uai-itemcard-body">
      <section className="uai-itemcard-section">
        **What it is**

        The surface centers on HashiCorp's MCP server, which grounds the agent in current registry, module, provider, policy, and HCP Terraform context. Alongside it, portable skills cover Terraform style, testing, refactoring, stacks, and provider development.
      </section>

      <section className="uai-itemcard-section">
        **When to use**

        Together the server and skills cut stale syntax, invented provider arguments, and poorly reviewed infrastructure changes. Infrastructure credentials are high impact, so prefer read-only tokens and narrow toolsets, and keep plan and apply authority separate from plain registry or documentation lookups.
      </section>

      <section className="uai-itemcard-section">
        **What you need**

        Nothing for registry context; HCP Terraform features need an account.
      </section>
    </div>

    <div className="uai-itemcard-rail" aria-label="Install Terraform">
      <span className="uai-itemcard-rail-label">Install</span>
      <a href="https://claude.com/plugins/terraform" target="_blank" rel="noreferrer" aria-label="Claude Plugin" title="Terraform Claude plugin - Official third-party by HashiCorp" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/DapqcZBWDcIyQCBz/images/icons/48/claude.ai.png?fit=max&auto=format&n=DapqcZBWDcIyQCBz&q=85&s=fb415c7174f1e2e8f24101e1c7275b99" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/claude.ai.png" /><span>Plugin</span></a><a href="https://github.com/hashicorp/terraform-mcp-server" target="_blank" rel="noreferrer" aria-label="MCP" title="Terraform MCP server - Official third-party by HashiCorp" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/hy16G83xN3DfF0qA/images/icons/48/modelcontextprotocol.io.png?fit=max&auto=format&n=hy16G83xN3DfF0qA&q=85&s=773d9ff8c886047c422dc6b5404231c9" alt="" noZoom className="uai-mcp-mark" loading="lazy" width="48" height="48" data-path="images/icons/48/modelcontextprotocol.io.png" /><span>MCP</span></a>
    </div>
  </div>

  <div className="uai-itemcard uai-sgc-cloud" role="article">
    <div className="uai-itemcard-head">
      <span className="uai-itemcard-icon">
        <img src="https://mintcdn.com/usefulai/tg9qyhjHsl4zE0cN/images/icons/144/netlify.com.png?fit=max&auto=format&n=tg9qyhjHsl4zE0cN&q=85&s=ab39b387de65403d82f047fe284763bb" alt="Netlify logo" noZoom loading="lazy" width="144" height="144" data-path="images/icons/144/netlify.com.png" />
      </span>

      <div className="uai-itemcard-identity">
        <div className="uai-itemcard-row uai-itemcard-row--title">
          ## [Netlify](https://www.netlify.com/)
        </div>

        <div className="uai-itemcard-row">
          <span className="uai-itemcard-note uai-itemcard-note--green">Building and deploying on Netlify</span>
        </div>
      </div>

      <div className="uai-itemcard-end">
        <div className="uai-itemcard-metric"><strong>70K</strong><span>estimated installs</span></div>
      </div>
    </div>

    <div className="uai-itemcard-body">
      <section className="uai-itemcard-section">
        **What it is**

        A surface that spans platform skills, MCP account tools, and the Netlify CLI. The skills carry current guidance for Functions, Edge Functions, Blobs, Netlify DB, Forms, CDN, frameworks, Identity, and AI Gateway; authorized routes can create sites, deploy code, and manage variables.
      </section>

      <section className="uai-itemcard-section">
        **When to use**

        Use it for projects hosted on Netlify or when building against its primitives. Knowledge-only skills need no account access, but deployments and account changes do. Review any action that modifies secrets, access controls, production deployments, or form data before it runs.
      </section>

      <section className="uai-itemcard-section">
        **What you need**

        A Netlify account for site and deploy actions.
      </section>
    </div>

    <div className="uai-itemcard-rail" aria-label="Install Netlify">
      <span className="uai-itemcard-rail-label">Install</span>
      <a href="https://claude.com/plugins/netlify-skills" target="_blank" rel="noreferrer" aria-label="Claude Plugin" title="Netlify Skills plugin - Official third-party by Netlify" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/DapqcZBWDcIyQCBz/images/icons/48/claude.ai.png?fit=max&auto=format&n=DapqcZBWDcIyQCBz&q=85&s=fb415c7174f1e2e8f24101e1c7275b99" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/claude.ai.png" /><span>Plugin</span></a><a href="https://github.com/openai/plugins/tree/main/plugins/netlify" target="_blank" rel="noreferrer" aria-label="Codex Plugin" title="Codex Plugin - Official third-party by Netlify" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/openai.com.png?fit=max&auto=format&n=C5xOaAf4Os-Vu41o&q=85&s=21ac965dc6ee5751127e6d435043629b" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/openai.com.png" /><span>Plugin</span></a><a href="https://cursor.com/marketplace/netlify" target="_blank" rel="noreferrer" aria-label="Cursor Plugin" title="Netlify Cursor plugin - Official third-party by Netlify" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/VO-39uGyUn-FtcaD/images/icons/48/cursor.com.png?fit=max&auto=format&n=VO-39uGyUn-FtcaD&q=85&s=3472188040350aa6fc703d0d14923751" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/cursor.com.png" /><span>Plugin</span></a><a href="https://docs.netlify.com/build/build-with-ai/agent-setup-guides/agent-setup-overview/#mcp-server-support" target="_blank" rel="noreferrer" aria-label="MCP" title="Netlify remote MCP - Official third-party by Netlify" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/hy16G83xN3DfF0qA/images/icons/48/modelcontextprotocol.io.png?fit=max&auto=format&n=hy16G83xN3DfF0qA&q=85&s=773d9ff8c886047c422dc6b5404231c9" alt="" noZoom className="uai-mcp-mark" loading="lazy" width="48" height="48" data-path="images/icons/48/modelcontextprotocol.io.png" /><span>MCP</span></a>
    </div>
  </div>

  <div className="uai-itemcard uai-sgc-observability" role="article">
    <div className="uai-itemcard-head">
      <span className="uai-itemcard-icon">
        <img src="https://mintcdn.com/usefulai/xNhx1TJ-klGNuRgY/images/icons/144/grafana.com.png?fit=max&auto=format&n=xNhx1TJ-klGNuRgY&q=85&s=6f8d0e5885f61a76539f31dc4234dbb6" alt="Grafana logo" noZoom loading="lazy" width="144" height="144" data-path="images/icons/144/grafana.com.png" />
      </span>

      <div className="uai-itemcard-identity">
        <div className="uai-itemcard-row uai-itemcard-row--title">
          ## [Grafana](https://grafana.com/)
        </div>

        <div className="uai-itemcard-row">
          <span className="uai-itemcard-note uai-itemcard-note--green">Dashboards, metrics, and incidents</span>
        </div>
      </div>

      <div className="uai-itemcard-end">
        <div className="uai-itemcard-metric"><strong>45K</strong><span>estimated installs</span></div>
      </div>
    </div>

    <div className="uai-itemcard-body">
      <section className="uai-itemcard-section">
        **What it is**

        An MCP integration for dashboards, metrics, logs, alerts, incidents, and related observability data. It comes two ways: a hosted Grafana Cloud endpoint and an open-source server you run yourself. Either gives the agent structured tools instead of scraped dashboards or hand-built API calls.
      </section>

      <section className="uai-itemcard-section">
        **When to use**

        Pick the hosted route for the simplest Grafana Cloud setup, or the open-source server for self-managed Grafana and tighter control. Permissions flow through Grafana's user or service-account RBAC, so use read-only mode and the smallest practical tool set on production systems.
      </section>

      <section className="uai-itemcard-section">
        **What you need**

        A Grafana Cloud account, or your own self-hosted server.
      </section>
    </div>

    <div className="uai-itemcard-rail" aria-label="Install Grafana">
      <span className="uai-itemcard-rail-label">Install</span>
      <a href="https://grafana.com/docs/grafana-cloud/machine-learning/assistant/configure/cloud-mcp/" target="_blank" rel="noreferrer" aria-label="MCP" title="Grafana Cloud MCP server - Official third-party by Grafana Labs" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/hy16G83xN3DfF0qA/images/icons/48/modelcontextprotocol.io.png?fit=max&auto=format&n=hy16G83xN3DfF0qA&q=85&s=773d9ff8c886047c422dc6b5404231c9" alt="" noZoom className="uai-mcp-mark" loading="lazy" width="48" height="48" data-path="images/icons/48/modelcontextprotocol.io.png" /><span>MCP</span></a>
    </div>
  </div>

  <div className="uai-itemcard uai-sgc-observability" role="article">
    <div className="uai-itemcard-head">
      <span className="uai-itemcard-icon">
        <img src="https://mintcdn.com/usefulai/9ECsl9XwdjRP5AZM/images/icons/144/datadoghq.com.png?fit=max&auto=format&n=9ECsl9XwdjRP5AZM&q=85&s=4e8c4865bf839f689bbeb21e8e5b2c37" alt="Datadog logo" noZoom loading="lazy" width="144" height="144" data-path="images/icons/144/datadoghq.com.png" />
      </span>

      <div className="uai-itemcard-identity">
        <div className="uai-itemcard-row uai-itemcard-row--title">
          ## [Datadog](https://claude.com/connectors/datadog)
        </div>

        <div className="uai-itemcard-row">
          <span className="uai-itemcard-note uai-itemcard-note--green">Production telemetry and monitors</span>
        </div>
      </div>

      <div className="uai-itemcard-end">
        <div className="uai-itemcard-metric"><strong>40K</strong><span>estimated installs</span></div>
      </div>
    </div>

    <div className="uai-itemcard-body">
      <section className="uai-itemcard-section">
        **What it is**

        Official routes that let an agent query production logs, metrics, traces, dashboards, monitors, incidents, and CI health. It grounds debugging in live telemetry, so the agent can correlate symptoms across services, summarize likely causes, and draft or take selected actions.
      </section>

      <section className="uai-itemcard-section">
        **When to use**

        Reach for it during production debugging, alert tuning, service-health checks, and evidence-backed incident work. It can see sensitive production telemetry and may support writes, so confirm consequential actions. Similarly named community Datadog servers are separate products and do not share this official route's status.
      </section>

      <section className="uai-itemcard-section">
        **What you need**

        A Datadog account and API access.
      </section>
    </div>

    <div className="uai-itemcard-rail" aria-label="Install Datadog">
      <span className="uai-itemcard-rail-label">Install</span>
      <a href="https://claude.com/connectors/datadog" target="_blank" rel="noreferrer" aria-label="Claude Connector" title="Datadog connector - Official third-party by Datadog" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/DapqcZBWDcIyQCBz/images/icons/48/claude.ai.png?fit=max&auto=format&n=DapqcZBWDcIyQCBz&q=85&s=fb415c7174f1e2e8f24101e1c7275b99" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/claude.ai.png" /><span>Connector</span></a><a href="https://github.com/openai/plugins/tree/main/plugins/datadog" target="_blank" rel="noreferrer" aria-label="Codex App" title="Datadog Preview app - Official third-party by Datadog" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/openai.com.png?fit=max&auto=format&n=C5xOaAf4Os-Vu41o&q=85&s=21ac965dc6ee5751127e6d435043629b" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/openai.com.png" /><span>App</span></a><a href="https://cursor.com/marketplace/datadog" target="_blank" rel="noreferrer" aria-label="Cursor Plugin" title="Datadog Cursor plugin - Official third-party by Datadog" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/VO-39uGyUn-FtcaD/images/icons/48/cursor.com.png?fit=max&auto=format&n=VO-39uGyUn-FtcaD&q=85&s=3472188040350aa6fc703d0d14923751" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/cursor.com.png" /><span>Plugin</span></a>
    </div>
  </div>

  <div className="uai-itemcard uai-sgc-cloud" role="article">
    <div className="uai-itemcard-head">
      <span className="uai-itemcard-icon">
        <img src="https://mintcdn.com/usefulai/k4lSWVSFSOR_cTLZ/images/icons/144/railway.com.png?fit=max&auto=format&n=k4lSWVSFSOR_cTLZ&q=85&s=3e7b5cbe2171b160993ede58be7108aa" alt="Railway logo" noZoom loading="lazy" width="144" height="144" data-path="images/icons/144/railway.com.png" />
      </span>

      <div className="uai-itemcard-identity">
        <div className="uai-itemcard-row uai-itemcard-row--title">
          ## [Railway](https://railway.com/)
        </div>

        <div className="uai-itemcard-row">
          <span className="uai-itemcard-note uai-itemcard-note--green">Deploying and operating on Railway</span>
        </div>
      </div>

      <div className="uai-itemcard-end">
        <div className="uai-itemcard-metric"><strong>40K</strong><span>estimated installs</span></div>
      </div>
    </div>

    <div className="uai-itemcard-body">
      <section className="uai-itemcard-section">
        **What it is**

        An operational skill paired with the Railway CLI and local or hosted MCP access. It gives the agent structured ways to create projects, deploy code, provision databases and storage, manage environments and networking, inspect logs and metrics, and troubleshoot failed services.
      </section>

      <section className="uai-itemcard-section">
        **When to use**

        The skill also teaches the agent when to use the CLI, local MCP, hosted MCP, or Railway's API. Local MCP fits when a logged-in machine and current project state matter; hosted MCP fits browser OAuth without a local CLI. Treat deployment, variable, and production-log access as sensitive.
      </section>

      <section className="uai-itemcard-section">
        **What you need**

        A Railway account; the CLI handles deploys.
      </section>
    </div>

    <div className="uai-itemcard-rail" aria-label="Install Railway">
      <span className="uai-itemcard-rail-label">Install</span>
      <a href="https://claude.com/plugins/railway" target="_blank" rel="noreferrer" aria-label="Claude Plugin" title="Railway Claude plugin - Official third-party by Railway" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/DapqcZBWDcIyQCBz/images/icons/48/claude.ai.png?fit=max&auto=format&n=DapqcZBWDcIyQCBz&q=85&s=fb415c7174f1e2e8f24101e1c7275b99" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/claude.ai.png" /><span>Plugin</span></a><a href="https://github.com/railwayapp/railway-skills" target="_blank" rel="noreferrer" aria-label="Codex Plugin" title="Railway Codex plugin - Official third-party by Railway" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/C5xOaAf4Os-Vu41o/images/icons/48/openai.com.png?fit=max&auto=format&n=C5xOaAf4Os-Vu41o&q=85&s=21ac965dc6ee5751127e6d435043629b" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/openai.com.png" /><span>Plugin</span></a><a href="https://cursor.com/marketplace/railway" target="_blank" rel="noreferrer" aria-label="Cursor Plugin" title="Railway Cursor plugin - Official third-party by Railway" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/VO-39uGyUn-FtcaD/images/icons/48/cursor.com.png?fit=max&auto=format&n=VO-39uGyUn-FtcaD&q=85&s=3472188040350aa6fc703d0d14923751" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/cursor.com.png" /><span>Plugin</span></a><a href="https://docs.railway.com/agents" target="_blank" rel="noreferrer" aria-label="MCP" title="Railway local MCP - Official third-party by Railway" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/hy16G83xN3DfF0qA/images/icons/48/modelcontextprotocol.io.png?fit=max&auto=format&n=hy16G83xN3DfF0qA&q=85&s=773d9ff8c886047c422dc6b5404231c9" alt="" noZoom className="uai-mcp-mark" loading="lazy" width="48" height="48" data-path="images/icons/48/modelcontextprotocol.io.png" /><span>MCP</span></a>
    </div>
  </div>

  <div className="uai-itemcard uai-sgc-observability" role="article">
    <div className="uai-itemcard-head">
      <span className="uai-itemcard-icon">
        <img src="https://mintcdn.com/usefulai/tg9qyhjHsl4zE0cN/images/icons/144/pagerduty.com.png?fit=max&auto=format&n=tg9qyhjHsl4zE0cN&q=85&s=b45caa5db2688ff949d1fc88d77eb874" alt="PagerDuty logo" noZoom loading="lazy" width="144" height="144" data-path="images/icons/144/pagerduty.com.png" />
      </span>

      <div className="uai-itemcard-identity">
        <div className="uai-itemcard-row uai-itemcard-row--title">
          ## [PagerDuty](https://support.pagerduty.com/main/docs/pagerduty-mcp-server)
        </div>

        <div className="uai-itemcard-row">
          <span className="uai-itemcard-note uai-itemcard-note--green">Incident response and on-call context</span>
        </div>
      </div>

      <div className="uai-itemcard-end">
        <div className="uai-itemcard-metric"><strong>35K</strong><span>estimated installs</span></div>
      </div>
    </div>

    <div className="uai-itemcard-body">
      <section className="uai-itemcard-section">
        **What it is**

        PagerDuty's official integration connects an agent to your incident-response platform - incidents, on-call schedules, services, and escalation policies - through a hosted MCP server, packaged as a plugin for Claude and Cursor and available as a generic MCP route elsewhere.
      </section>

      <section className="uai-itemcard-section">
        **When to use**

        During an incident the agent can pull who is on call, what changed, and which services are affected without leaving the terminal; outside incidents it turns schedule and service questions into one-line queries. Write operations reach real incidents and escalation policies, so scope API access deliberately.
      </section>

      <section className="uai-itemcard-section">
        **What you need**

        A PagerDuty account with Advanced Permissions; what the agent can touch follows your user's permissions.
      </section>
    </div>

    <div className="uai-itemcard-rail" aria-label="Install PagerDuty">
      <span className="uai-itemcard-rail-label">Install</span>
      <a href="https://claude.com/plugins/pagerduty" target="_blank" rel="noreferrer" aria-label="Claude Plugin" title="PagerDuty Claude plugin - Official third-party by PagerDuty" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/DapqcZBWDcIyQCBz/images/icons/48/claude.ai.png?fit=max&auto=format&n=DapqcZBWDcIyQCBz&q=85&s=fb415c7174f1e2e8f24101e1c7275b99" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/claude.ai.png" /><span>Plugin</span></a><a href="https://cursor.com/marketplace/pagerduty" target="_blank" rel="noreferrer" aria-label="Cursor Plugin" title="PagerDuty Cursor plugin - Official third-party by PagerDuty" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/VO-39uGyUn-FtcaD/images/icons/48/cursor.com.png?fit=max&auto=format&n=VO-39uGyUn-FtcaD&q=85&s=3472188040350aa6fc703d0d14923751" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/cursor.com.png" /><span>Plugin</span></a><a href="https://support.pagerduty.com/main/docs/pagerduty-mcp-server" target="_blank" rel="noreferrer" aria-label="MCP" title="PagerDuty hosted MCP - Official third-party by PagerDuty" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/hy16G83xN3DfF0qA/images/icons/48/modelcontextprotocol.io.png?fit=max&auto=format&n=hy16G83xN3DfF0qA&q=85&s=773d9ff8c886047c422dc6b5404231c9" alt="" noZoom className="uai-mcp-mark" loading="lazy" width="48" height="48" data-path="images/icons/48/modelcontextprotocol.io.png" /><span>MCP</span></a>
    </div>
  </div>

  <div className="uai-itemcard uai-sgc-ops" role="article">
    <div className="uai-itemcard-head">
      <span className="uai-itemcard-icon">
        <img src="https://mintcdn.com/usefulai/k4lSWVSFSOR_cTLZ/images/icons/144/pulumi.com.png?fit=max&auto=format&n=k4lSWVSFSOR_cTLZ&q=85&s=11e1c241e32c90501a6e0585c11094de" alt="Pulumi logo" noZoom loading="lazy" width="144" height="144" data-path="images/icons/144/pulumi.com.png" />
      </span>

      <div className="uai-itemcard-identity">
        <div className="uai-itemcard-row uai-itemcard-row--title">
          ## [Pulumi](https://www.pulumi.com/docs/ai/mcp-server/)
        </div>

        <div className="uai-itemcard-row">
          <span className="uai-itemcard-note uai-itemcard-note--green">Infrastructure as code in real languages</span>
        </div>
      </div>

      <div className="uai-itemcard-end">
        <div className="uai-itemcard-metric"><strong>25K</strong><span>estimated installs</span></div>
      </div>
    </div>

    <div className="uai-itemcard-body">
      <section className="uai-itemcard-section">
        **What it is**

        Pulumi's official agent surface: a hosted MCP server for live stack, resource, registry, and policy context, paired with a collection of published skills for authoring, previewing, and deploying infrastructure-as-code programs in general-purpose languages.
      </section>

      <section className="uai-itemcard-section">
        **When to use**

        Use the MCP for live Pulumi Cloud work and the skills when the need is authoring guidance rather than cloud access. Previews are safe to run freely, but deployments follow your cloud credentials, so gate real deploys behind review and keep token and organization scope tight.
      </section>

      <section className="uai-itemcard-section">
        **What you need**

        A Pulumi Cloud account and token for the hosted MCP; the skills are open source.
      </section>
    </div>

    <div className="uai-itemcard-rail" aria-label="Install Pulumi">
      <span className="uai-itemcard-rail-label">Install</span>
      <a href="https://www.pulumi.com/docs/ai/mcp-server/" target="_blank" rel="noreferrer" aria-label="MCP" title="Pulumi hosted MCP - Official third-party by Pulumi" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/hy16G83xN3DfF0qA/images/icons/48/modelcontextprotocol.io.png?fit=max&auto=format&n=hy16G83xN3DfF0qA&q=85&s=773d9ff8c886047c422dc6b5404231c9" alt="" noZoom className="uai-mcp-mark" loading="lazy" width="48" height="48" data-path="images/icons/48/modelcontextprotocol.io.png" /><span>MCP</span></a><a href="https://github.com/pulumi/agent-skills" target="_blank" rel="noreferrer" aria-label="Skill" title="Pulumi agent skills - Official third-party by Pulumi" className="uai-itemcard-install no-underline"><img src="https://mintcdn.com/usefulai/Qkh6WYyZXPMaeRW_/images/icons/48/other-tools.png?fit=max&auto=format&n=Qkh6WYyZXPMaeRW_&q=85&s=c19a0f7e808888e8d275f6e97fad38a3" alt="" noZoom loading="lazy" width="48" height="48" data-path="images/icons/48/other-tools.png" /><span>Skill</span></a>
    </div>
  </div>
</div>

## Choose by use case

<p style={{margin:'1.5rem 0 0', fontWeight:600}}>Which cloud do you already run on?</p>
<p style={{margin:'0.35rem 0 0'}}>→ <a href="#azure">Azure</a> - 200+ structured tools under your subscriptions and RBAC</p>
<p style={{margin:'0.15rem 0 0'}}>→ <a href="#agent-toolkit-for-aws">Agent Toolkit for AWS</a> - modular plugins with sandboxed, auditable execution</p>
<p style={{margin:'0.15rem 0 0'}}>→ <a href="#firebase">Firebase</a> and <a href="#cloudflare">Cloudflare</a> - app platforms with project-aware context</p>
<p style={{margin:'0.35rem 0 0', fontSize:'0.9rem', color:'#71717a'}}>Dictated by where your infrastructure lives, not chosen.</p>
<p style={{margin:'1.5rem 0 0', fontWeight:600}}>Deploying web apps?</p>
<p style={{margin:'0.35rem 0 0'}}>→ <a href="#vercel">Vercel</a>, <a href="#netlify">Netlify</a>, <a href="#railway">Railway</a> - each pairs platform guidance with authorized deploy and log access</p>
<p style={{margin:'1.5rem 0 0', fontWeight:600}}>Need a managed database?</p>
<p style={{margin:'0.35rem 0 0'}}>→ Postgres and other database tools now live on <a href="/plugins/data-analytics">Data & Analytics</a></p>
<p style={{margin:'1.5rem 0 0', fontWeight:600}}>Infrastructure as code?</p>
<p style={{margin:'0.35rem 0 0'}}>→ <a href="#terraform">Terraform</a> - current registry, module, and provider context instead of stale HCL</p>
<p style={{margin:'0.15rem 0 0'}}>→ <a href="#pulumi">Pulumi</a> - the same grounding in general-purpose languages, with live stack state</p>
<p style={{margin:'1.5rem 0 0', fontWeight:600}}>Operating clusters and containers?</p>
<p style={{margin:'0.35rem 0 0'}}>→ <a href="#kubernetes-mcp-server">Kubernetes MCP Server</a> - inspect and operate clusters through typed API tools (community-built)</p>
<p style={{margin:'0.15rem 0 0'}}>→ <a href="#docker-mcp-toolkit">Docker MCP Toolkit</a> - run and manage many MCP servers as isolated containers</p>
<p style={{margin:'1.5rem 0 0', fontWeight:600}}>Something is broken in production?</p>
<p style={{margin:'0.35rem 0 0'}}>→ <a href="#sentry">Sentry</a> - real errors, traces, and user impact</p>
<p style={{margin:'0.15rem 0 0'}}>→ <a href="#datadog">Datadog</a> - logs, metrics, monitors, and incident context</p>
<p style={{margin:'0.15rem 0 0'}}>→ <a href="#grafana">Grafana</a> - dashboards, alerts, and observability data across your stack</p>
<p style={{margin:'0.15rem 0 0'}}>→ <a href="#pagerduty">PagerDuty</a> - who is on call, what changed, and which services are affected</p>

## Related categories

<CardGroup cols={3}>
  <Card title="Coding" href="/plugins/coding">Developer workflows, code review, and the security-review plugin.</Card>
  <Card title="Data & Analytics" href="/plugins/data-analytics">Databases, warehouses, and the analytics tools your systems feed.</Card>
  <Card title="Automation" href="/plugins/automation">Workflow orchestration and cross-app actions.</Card>
</CardGroup>
