Google PageRank for AI agents. 25,000+ tools indexed.

Best MCP Servers for Deployment & DevOps in 2026

1,145 tools indexed · avg score 91.3 · sorted by AgentRank score

The AgentRank index tracks 1,145 deployment & devops tools. The top-ranked entry is Agents365-ai/drawio-skill at 99.2 points. Across the 10 shown here, the average AgentRank score is 91.3, and 10 had a commit in the last 30 days. The most common primary language is Go.

Deployment and DevOps MCP servers give AI agents access to infrastructure, container orchestration, and CI/CD pipelines. These tools let language models check deployment status, trigger builds, manage containers, inspect cloud resources, and perform infrastructure operations — all through natural language.

Common integrations include Docker, Kubernetes, GitHub Actions, GitLab CI, Terraform, Ansible, and major cloud platforms (AWS, GCP, Azure). The goal is enabling AI-assisted operations: agents that can diagnose deployment failures, suggest rollback strategies, and execute infrastructure changes under human supervision.

Safety is the critical factor here. The best deployment MCP servers implement explicit confirmation steps for destructive operations, maintain audit logs of agent actions, and support dry-run modes that preview changes before applying them. Never give an agent unreviewed write access to production infrastructure.

Top 10 Deployment & DevOps MCP Servers

  1. #1
    Agents365-ai/drawio-skill

    Agent skill that turns natural language, code, Terraform/K8s, SQL, OpenAPI, AsyncAPI, Protobuf and GraphQL sources into editable, tested draw.io architecture diagrams: incremental sync, multi-view...

    99.2
    Ranks here on 10k GitHub stars and an active commit 9 days ago, plus 100% of issues closed.
    Issue health
    30.8
    Freshness
    30.0
    Stars
    15.4
    Contributors
    11.5
    Description
    6.2
    ★ 10k commit 9d ago Python
  2. #2
    openchoreo/openchoreo

    OpenChoreo is an internal developer platform for Kubernetes

    94.4
    Ranks here on 1.6k GitHub stars and a commit within the last week, plus 88% of issues closed.
    Freshness
    30.7
    Issue health
    27.0
    Stars
    15.4
    Contributors
    12.3
    License
    4.6
    ★ 1.6k commit 7d ago Go
  3. #3
    Rich627/whatsapp-claude-plugin

    Claude Code WhatsApp channel plugin — run AI directly from WhatsApp, voice transcription, remote tool approval, access control. No API keys, no Docker, just a linked device.

    92.0
    Ranks here on an active commit 8 days ago and 100% of issues closed.
    Issue health
    30.8
    Freshness
    30.6
    Stars
    10.4
    Contributors
    9.3
    Description
    6.2
    ★ 104 commit 7d ago TypeScript
  4. #4
    erickochen/purple

    Free, open-source terminal SSH manager and SSH config editor in Rust for macOS and Linux that keeps ~/.ssh/config in sync with 18 cloud providers, monitors live SSH tunnels and manages Docker and P...

    91.9
    Ranks here on 725 GitHub stars and an active commit 8 days ago, plus 95% of issues closed.
    Freshness
    30.4
    Issue health
    29.2
    Stars
    14.7
    Contributors
    6.5
    Description
    6.2
    ★ 725 commit 7d ago Rust
  5. #5
    tianma-if/edgeever

    Open-source, AI-native knowledge base & Evernote alternative with native MCP. Zero-cost on Cloudflare or Docker.

    90.4
    Ranks here on 2.2k GitHub stars and a commit within the last week, plus 92% of issues closed.
    Freshness
    30.7
    Issue health
    28.3
    Stars
    15.4
    Contributors
    8.9
    Description
    4.3
    ★ 2.2k commit 7d ago TypeScript
  6. #6
    reza-gholizade/k8s-mcp-server

    Manage Your Kubernetes Cluster with k8s mcp-server

    90.0
    Ranks here on an active commit 8 days ago and 91% of issues closed.
    Freshness
    30.4
    Issue health
    28.0
    Stars
    11.6
    Contributors
    10.7
    License
    4.6
    ★ 186 commit 7d ago Go
  7. #7
    skyhook-io/radar

    The missing open-source Kubernetes UI with a built-in MCP server for AI agents. See what's broken, why, and what changed. Issues, Topology, event timeline, Helm, GitOps, live service traffic, and c...

    90.0
    Ranks here on 3.8k GitHub stars and a commit within the last week.
    Freshness
    30.7
    Issue health
    20.7
    Stars
    15.4
    Contributors
    12.3
    Description
    6.2
    ★ 3.8k commit 7d ago Go
  8. #8
    weibaohui/k8m

    一款轻量级、跨平台的 Mini Kubernetes AI Dashboard,支持大模型+智能体+MCP(支持设置操作权限),集成多集群管理、智能分析、实时异常检测等功能,支持多架构并可单文件部署,助力高效集群管理与运维优化。

    89.3
    Ranks here on 886 GitHub stars and an active commit 17 days ago, plus 77% of issues closed.
    Freshness
    27.0
    Issue health
    23.6
    Stars
    15.1
    Contributors
    12.1
    License
    4.6
    ★ 886 commit 17d ago Go
  9. #9
    giantswarm/muster

    Aggregating MCP server: one authenticated endpoint for every MCP server a platform runs, with meta-tool discovery, toolsets, OAuth 2.1 and SSO through Dex, and Kubernetes custom resources

    88.5
    Ranks here on a commit within the last week and 87% of issues closed.
    Freshness
    30.6
    Issue health
    26.7
    Contributors
    12.3
    Stars
    8.0
    Description
    6.2
    ★ 35 commit 7d ago Go
  10. #10
    Dave-London/Pare

    Dev tools, optimized for agents. Structured, token-efficient MCP servers for git, test runners, npm, Docker, and more.

    87.8
    Ranks here on a commit within the last week and 87% of issues closed.
    Freshness
    30.7
    Issue health
    26.7
    Stars
    11.0
    Contributors
    10.4
    License
    4.6
    ★ 138 commit 7d ago TypeScript

More Deployment & DevOps MCP Servers

# Tool Score Stars Last Commit Language
11 tyxak/remotepower 87.5 74 7d ago Python
12 apecloud/ApeRAG 86.5 1.3k 1mo ago Python
13 srelens/srelens 85.6 198 7d ago Rust
14 microsoft/mcp-gateway 84.3 875 18d ago C#
15 Flux159/mcp-server-kubernetes 84.2 1.6k 18d ago TypeScript
16 SidneyBissoli/medical-terminologies-mcp 84.1 15 8d ago TypeScript
17 SikamikanikoBG/homelab-monitor 83.9 218 7d ago Python
18 wcoreing/WWorkbench 83.7 30 8d ago TypeScript
19 FootprintAI/Containarium 83.5 304 7d ago Go
20 psyb0t/docker-stealthy-auto-browse 83.3 90 7d ago Python
21 surya-koritala/loomfeed 83.3 152 7d ago Go
22 mitulgarg/env-doctor 83.1 172 19d ago Python
23 ADORSYS-GIS/ai-helm 83.0 3 7d ago Go Template
24 Quack6765/Eidon-AI 82.3 37 7d ago TypeScript
25 platform-engineering-labs/formae 81.6 774 11d ago Go
26 giantswarm/mcp-kubernetes 81.6 2 7d ago Go
27 solomon2773/nora 81.1 57 7d ago TypeScript
28 kubernetes-sigs/mcp-lifecycle-operator 80.5 49 7d ago Go
29 FelixIsaac/whatsapp-mcp-extended 80.1 36 12d ago Go
30 icoretech/helm 80.0 18 7d ago Go Template
31 luisgf/infrabroker 79.7 13 13d ago Go
32 YV17labs/GhostDesk 79.6 153 26d ago Rust
33 Mindburn-Labs/helm-ai-kernel 79.5 60 7d ago Go
34 strausmann/mcp-dockhand 79.5 54 7d ago TypeScript
35 loglux/authmcp-gateway 79.0 12 12d ago Python
36 huaweicloud/huaweicloud-devkit 78.4 66 7d ago JavaScript
37 giantswarm/mcp-capi 78.4 5 7d ago Go
38 found-cake/kali-mcp-go 78.1 25 29d ago Go
39 OptimNow/cloud-finops-skills 78.1 58 7d ago Python
40 runzhliu/welink 77.8 292 12d ago TypeScript
41 Jwuthri/Tracely-ai 77.2 1.5k 12d ago Python
42 nicolasestrem/komodo-mcp 77.2 4 11d ago TypeScript
43 nwiizo/tfmcp 77.1 373 11d ago Rust
44 kpeacocke/souschef 76.6 6 7d ago Python
45 omattsson/terragrunt-mcp-server 76.5 7 1mo ago TypeScript
46 StacklokLabs/mkp 76.2 59 11d ago Go
47 felipeadeildo/whatsapp-mcp 75.9 93 11d ago TypeScript
48 terraform-ibm-modules/tim-mcp 75.8 5 8d ago Python
49 thetahealth/mirobody 75.6 1.4k 7d ago Python
50 kud/mcp-jenkins 75.0 17 16d ago TypeScript