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

Deployment & DevOps Tools

1,145 tools · avg score 59.5

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.

# Name Score Stars Last Commit Language
1 Agents365-ai/drawio-skill 99.2 10k 9d ago Python
2 openchoreo/openchoreo 94.4 1.6k 7d ago Go
3 Rich627/whatsapp-claude-plugin 92.0 104 7d ago TypeScript
4 erickochen/purple 91.9 725 7d ago Rust
5 tianma-if/edgeever 90.4 2.2k 7d ago TypeScript
6 reza-gholizade/k8s-mcp-server 90.0 186 7d ago Go
7 skyhook-io/radar 90.0 3.8k 7d ago Go
8 weibaohui/k8m 89.3 886 17d ago Go
9 giantswarm/muster 88.5 35 7d ago Go
10 Dave-London/Pare 87.8 138 7d ago TypeScript
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
51 dimileeh/agent-workspace-fabric 75.0 13 9d ago Python
52 enthouan/simplelogin-mcp 74.5 15 8d ago TypeScript
53 rapiddweller/datamimic 74.0 116 7d ago Python
54 silenceper/mcp-k8s 73.9 151 24d ago Go
55 ovn-kubernetes/ovn-kubernetes-mcp 73.4 11 11d ago Go
56 streamshub/streamshub-mcp 72.9 4 7d ago Java
57 Augani/dory 72.6 1.6k 15d ago Swift
58 Wolido/OpenAaaS 72.4 30 11d ago Rust
59 L337-org/docker-mcp 71.1 8 7d ago Python
60 controlplaneio-fluxcd/schema-catalog 70.9 13 7d ago TypeScript
61 AmoyLab/Unla 70.6 2.2k 1mo ago TypeScript
62 kongweiguang/Kerminal 70.6 32 11d ago TypeScript
63 FabianSchurig/bitbucket-cli 70.4 6 16d ago Go
64 bourbonkk/k8s-pilot 70.4 14 1mo ago Python
65 containers/kubernetes-mcp-server 70.3 2.2k 7d ago Go
66 Knuckles-Team/container-manager-mcp 69.8 6 9d ago Python
67 muchiny/bridge-mcp 69.5 10 8d ago Rust
68 datalayer/mcp-compose 69.0 12 24d ago Python
69 ppgranger/token-saver 68.5 153 1mo ago Python
70 psyb0t/mt5-httpapi 68.3 30 7d ago Python
71 yokingma/SearChat 67.5 1.1k 1mo ago TypeScript
72 Destrayon/Connapse 67.4 21 7d ago C#
73 iknowjason/AutomatedEmulation 67.3 222 11mo ago HCL
74 kagent-dev/kmcp 67.3 473 1mo ago Go
75 hashicorp/terraform-mcp-server 67.0 1.5k 7d ago Go
76 zekker6/mcp-helm 66.2 27 10d ago Go
77 mthamil107/prompt-shield 66.2 17 24d ago Python
78 pamosima/network-mcp-docker-suite 65.9 55 13d ago Python
79 HiAi-gg/docsmint 65.9 118 21d ago TypeScript
80 semaphoreio/sem-ai 65.0 14 13d ago Go
81 rohitg00/kubectl-mcp-server 64.9 964 6mo ago Python
82 leogallego/ansible-know-mcp 64.3 6 25d ago Python
83 Azure/mcp-kubernetes 64.2 61 18d ago Go
84 patrickdappollonio/mcp-kubernetes-ro 63.9 24 18d ago Go
85 gitmotion/ntfy-me-mcp 63.5 76 12d ago TypeScript
86 mindsers/ohmyharness 63.0 4 7d ago Rust
87 bolnet/attestor 62.4 14 1mo ago Python
88 Dakera-AI/dakera-deploy 62.4 19 8d ago JavaScript
89 Mr-hunt-007/portlist 62.1 21 7d ago Python
90 MP-Tool/komodo-mcp-server 61.4 43 7d ago TypeScript
91 ansible/aap-mcp-server 60.9 34 19d ago TypeScript
92 metatool-ai/metamcp 60.5 2.7k 3mo ago TypeScript
93 gelse/joplin-mcp 60.4 10 9d ago TypeScript
94 dlbolshov/yandex-wiki-search-mcp 60.3 7 7d ago Python
95 agentopology/agentopology 60.2 104 22d ago TypeScript
96 vakandi/opencode-rust 59.7 35 7d ago Rust
97 ankraio/ankra-cli 59.5 18 7d ago Go
98 zepgram/pi-dashboard 59.5 18 15d ago JavaScript
99 SourceShift/mini-ork 59.2 30 7d ago Python
100 JR-Shdw/Horizon 58.5 3 14d ago Python
101 tuoxie2046/GenAI-DrawIO-Creator 58.4 10 6mo ago TypeScript
102 nettanvirdev/inertia 58.2 7 12d ago Rust
103 picoaide/picoaide 58.2 65 2mo ago Go
104 enudler/nudlers 58.0 26 10d ago TypeScript
105 appssemble/agenhood 57.9 6 12d ago Python
106 Bloomidea/drush-mcp 57.6 5 7d ago TypeScript
107 NotHarshhaa/devops-ai-implementation-ideas 57.6 5 7d ago Python
108 BenedatLLC/k8stools 57.5 3 9d ago Python
109 iagogfe/excalidraw-icons-mcp 57.3 32 23d ago JavaScript
110 martinimarcello00/SRE-agent 57.1 25 10d ago Jupyter Notebook
111 harish-gaggar/mcp-server-gateway 57.1 89 16d ago Python
112 saghosh8/AI-For-DevOps 56.8 36 22d ago —
113 francurieses/claudia-5gc 56.7 13 11d ago Go
114 RandoTechNerd/VidHelm 56.6 3 14d ago TypeScript
115 huawei-developers/mcp-huaweicloud-ops-deploy 56.4 6 8d ago TypeScript
116 liuboacean/agent-comm-hub 56.4 7 12d ago TypeScript
117 ansible-collections/ansible.mcp 56.3 14 20d ago Python
118 apache/casbin-mcp-gateway 56.3 4 10d ago —
119 Jordan-Jarvis/jenkins-mcp-enterprise 56.2 30 28d ago Python
120 keefng8/homeshed-mcp 56.2 3 9d ago Python
121 icekale/rednote-downloader 56.1 75 25d ago JavaScript
122 mikhae1/kubeview-mcp 56.1 5 10d ago TypeScript
123 hrubymar10/aimebu 56.1 6 7d ago Go
124 pranit-hashi/aws-brownfield-terraform-import 56.0 2 13d ago Python
125 lastping-dev/lastping-app 56.0 2 7d ago Go
126 k2so-dev/junctio 56.0 2 11d ago TypeScript
127 Ines-Trigueiro/agent-ready-steam-analytics-platform 56.0 2 11d ago Python
128 paimonsoror/telltaledns 56.0 2 7d ago Rust
129 kabiri-labs/overstep 56.0 2 11d ago Python
130 Fectivnfy112357/camofox-opencli 55.9 7 1mo ago TypeScript
131 sandraschi/google-ai-mcp 55.9 2 14d ago TypeScript
132 zaycruz/docker_mcp 55.8 5 1mo ago Python
133 psyb0t/docker-audiolla 55.7 5 9d ago Python
134 WillDent/pipedrive-mcp-server 55.4 60 3mo ago TypeScript
135 razvanmacovei/k8s-multicluster-mcp 55.3 15 6mo ago Python
136 AlexeyEvlampiev/local-service-launchpad 55.1 1 12d ago PowerShell
137 PhilippeMaillot/OmniSSH 55.1 1 11d ago JavaScript
138 vfarcic/dot-ai-stack 55.1 17 16d ago Shell
139 autogrammar/nlp2cmd 55.1 1 12d ago Python
140 sandeepk24/learn-devops-playbook 55.1 1 7d ago Python
141 rubixkube-io/rubixkube-for-ai 55.1 1 10d ago —
142 snapp-incubator/snappcloud-bot 55.1 1 9d ago Go
143 nekko-labs/hypergate 55.1 1 7d ago TypeScript
144 apekshhaa/Foam-Agent 55.1 1 8d ago Python
145 florinel-chis/bvb-mcp 55.1 1 12d ago Python
146 devopssquaddev/zelkor-platform 55.1 1 7d ago Python
147 tecno-consultores/qa-testing-blueprints 55.1 1 9d ago Shell
148 pethost-dev/plugin 55.1 1 8d ago —
149 yashpawar6849/Kubernetes-Assistant-with-MCP 55.1 1 13d ago Python
150 psyb0t/docker-wickworks 54.8 3 9d ago Python
151 psyb0t/docker-predictalot 54.8 3 9d ago Python
152 EigenformAI/geocluster-research-harness 54.8 4 28d ago TypeScript
153 getgantry/gantry 54.5 70 14d ago Swift
154 acornops/acornops 54.4 17 10d ago JavaScript
155 alexei-led/k8s-mcp-server archived 54.2 212 7mo ago Python
156 SCGIS-Wales/helm-mcp 54.2 2 10d ago Go
157 Aho1ic/dbx 54.2 2 7d ago Rust
158 bammt/XuanShu-Agent 54.2 2 12d ago Python
159 alpadalar/ActiveDirectoryMCP 54.0 50 13d ago Python
160 kaimahi-agents/kaimahi 54.0 12 7d ago Go
161 aayushostwal/nexus 53.8 19 10d ago TypeScript
162 EvAlssment/boxxkite 53.8 19 1mo ago Python
163 achetronic/kubernetes-mcp 53.5 42 3mo ago Go
164 SoulKyu/leandro 53.5 14 14d ago Python
165 shakarbisetty/mulesoft-cookbook 53.4 42 1mo ago DataWeave
166 sunilgentyala/hwaam-authorization-mesh 53.4 5 25d ago Python
167 cubeshipd/cubeship 53.4 17 7d ago Go
168 xvhuan/xiaoi 53.3 203 8mo ago JavaScript
169 sandraschi/docker-mcp 53.3 1 7d ago Python
170 Spoonbillguru666/sentinel 53.3 1 8d ago Python
171 Unaacceptable297/kali-mcp 53.3 1 8d ago TypeScript
172 TadMSTR/dockhand-mcp 53.3 1 13d ago Python
173 Magozcab/huaweicloud-deploy-mcp 53.3 1 12d ago JavaScript
174 psyb0t/docker-flickies 53.3 1 9d ago Python
175 ThomasCrouzet/homelab-evidence-mcp 53.3 1 7d ago Go
176 norinecollateral613/Qwen3.8-27B-DGX-Spark-RTX-6000 53.3 1 9d ago Shell
177 toniphan21/nestor 53.3 1 8d ago Go
178 omni-/containerize-dsh 53.3 1 8d ago Python
179 laurenschristian/dsmctl 53.3 1 7d ago Go
180 benschugel/homelab-docker 53.3 1 12d ago Python
181 Yet-another-solution/gsc-mcp-native 53.3 1 11d ago C#
182 WilhelmJonker/stateless-mcp-on-aws 53.3 1 8d ago Python
183 yada/reshapr-sbx-poc 53.3 1 7d ago Shell
184 hivegate-ai/deploy 53.2 2 16d ago Dockerfile
185 SivaSaiKrishnaSuryadevara/docker-mcp-guardian 53.0 1 14d ago Python
186 HMetcalfeW/mcp-helm-charts 53.0 3 18d ago Shell
187 Mhemd139/Covenant 53.0 1 19d ago Python
188 palchukovsky/just-mcp-work 53.0 1 19d ago Go
189 ry-ops/eagle-scout 53.0 1 14d ago Go
190 grctest/FastAPI-BitNet 52.6 42 1y ago Python
191 kadeep-ai/kadeep-cli 52.5 1 21d ago JavaScript
192 msradam/rocannon 52.4 5 22d ago Python
193 BySergiMM/nim-key-manager 52.4 2 18d ago Python
194 REASY/k8s-ariadne-rs 52.4 21 2mo ago Rust
195 ankimcp/headless-anki 52.4 19 25d ago Dockerfile
196 ianwieds/awesome-agentic-devops 52.3 2 7d ago JavaScript
197 prabhavatispace-cpu/ClanLink 52.2 1 21d ago —
198 farman20ali/kport 52.2 4 8d ago Python
199 manusa/podman-mcp-server 52.0 84 2mo ago Go
200 timlisemer/mcp-toolbox 51.5 2 12d ago Python
201 mclose/dns-mcp 51.4 1 13d ago Python
202 ccsi-sandbox/fellow-mcp-server 51.4 1 7d ago Python
203 EricZehuaChang/KBase 51.4 1 7d ago Python
204 geekychris/3do-dev 51.4 1 7d ago C
205 Luiz-mila/uk-company-risk-mcp 51.4 1 10d ago Python
206 mrostamii/rancher-mcp-server 51.1 12 5mo ago Go
207 avi686/chrome-devtools-mcp-docker 51.1 3 12d ago Shell
208 Dakera-AI/dakera-helm 51.1 3 11d ago Go Template
209 Riper21/MermaidGuard 51.0 1 25d ago Python
210 m18h/kanea 51.0 12 9d ago Go
211 dmux/minilake 50.9 32 18d ago Python
212 Elkhn/mcp-playground 50.9 46 7mo ago Python
213 LurigeLars/Docker-MCP 50.8 1 7d ago PowerShell
214 noxgle/mcp-web-deepsearch 50.8 1 15d ago Python
215 hsl1230/http-forge.cli 50.7 1 25d ago TypeScript
216 riustark/repilot 50.7 1 15d ago Python
217 Nexilume-AI/nexus-cloud 50.7 43 12d ago Python
218 zach-sirotkin/gravitee-stacker 50.6 2 28d ago Python
219 gerrielxxvii307/allan-mcp-memory-code 50.5 2 8d ago JavaScript
220 dynatrace-oss/kimera 50.4 4 8d ago Python
221 Saturate/cartridge 50.4 2 14d ago Rust
222 codeprimate/searxng_docker 50.3 4 17d ago Python
223 wrxck/fleet 50.3 20 1mo ago TypeScript
224 confluentinc/claude-code-confluent-plugin 50.2 13 8d ago TypeScript
225 us/shannon-on-claude-code 50.1 17 1mo ago JavaScript
226 friendlygeorge/docker-mcp-server 50.1 4 3mo ago TypeScript
227 kubehero-io/platform 50.0 2 20d ago Go
228 sergelogvinov/mimiops-mcp 49.9 18 19d ago Go
229 bkraad47/ramen 49.7 3 9d ago Python
230 ocm-mcp-server/ocm-mcp-server 49.7 16 9d ago Python
231 alephpiece/mcpo-docker archived 49.7 24 1y ago Dockerfile
232 geomux/mcp-sandbox-setup 49.6 2 1mo ago Dockerfile
233 gongshl0306/devspace-stack 49.6 2 1mo ago Shell
234 berqutes/mikrotik-chr-7.21.5 49.6 1 8d ago Python
235 platform-engineering-labs/formae-marketplace 49.6 1 11d ago —
236 sebiq30q/Kali_Hack_Agent 49.6 1 7d ago —
237 warbletech/starling 49.6 1 9d ago —
238 ry-ops/secops-mcp 49.6 1 8d ago Python
239 WebCarePro/ai-audit-docker 49.6 1 7d ago —
240 buliwyf42/shellyadmin 49.6 4 12d ago Go
241 luiacuaniello/perspectivegraph 49.5 9 7d ago Go
242 Michael-WhiteCapData/WhiteCapData-Dev 49.5 2 26d ago Python
243 liaosiliangCodeLife/harness-mate-plat 49.4 21 7d ago Python
244 kaxline/sovereign-agent-stack 49.4 9 12d ago Python
245 moah0911/kettle 49.4 2 17d ago Python
246 EvilUnicornLabs/lirts 49.2 1 24d ago Python
247 redhat-cop/ansible.mcp_builder 49.2 3 9mo ago Shell
248 AnobleSCM/mcp-zero-trust-proxy 49.2 4 5mo ago Go
249 artvepa80/Agents-Hefesto 49.0 7 7d ago Python
250 ComeCaramelos/dsh-docker-desktop-mcp 49.0 1 15d ago JavaScript
251 abdul-hamid-achik/mcphub 48.8 1 26d ago Go
252 norviq-dev/norviq 48.7 25 19d ago Python
253 nicodemus-opon/n8n-nodes-cactus-needle 48.6 2 29d ago TypeScript
254 norus/atlassian-bamboo-mcp 48.5 6 1mo ago TypeScript
255 1999AZZAR/ghost-machines 48.5 1 1mo ago Shell
256 AgentCell-dev/agentcell-client 48.5 1 22d ago Go
257 turfbuild/turf 48.3 8 7d ago Go
258 10xGraph/10xgraph-api 48.3 5 9d ago Python
259 MiladNalbandi/keel-v2 48.3 5 11d ago TypeScript
260 deepclause/sop2harness 48.3 1 27d ago TypeScript
261 ohneben/Learnworlds-MCP 48.3 2 1mo ago TypeScript
262 akrisanov/kubetask 48.2 1 27d ago Go
263 hyperpolymath/poly-k8s-mcp 48.2 2 18d ago JavaScript
264 plexar-io/plexar 48.0 2 25d ago Go
265 matt-FFFFFF/tfpluginschema 48.0 4 28d ago Go
266 peopleforrester/Unleash_an_Agent_Watch_It_Burn 47.9 4 9d ago Shell
267 matty-v/kyber 47.9 4 8d ago Go
268 strowk/mcp-k8s-go 47.9 382 10mo ago Go
269 stephus182/ibkr_core_mcp 47.8 4 7d ago Python
270 mark-oori/mcpserve 47.7 4 7d ago Python
271 jayashankarvr/execkit 47.7 12 22d ago Rust
272 microsoft/azure-iac-agentic-toolkit 47.4 3 11mo ago Shell
273 astraverse-io/KubeAstra 47.4 8 12d ago Python
274 wimmme/shellylanman 47.4 8 7d ago Go
275 xujuan-cyber/Frieren-assistant 47.4 1 20d ago TypeScript
276 ohneben/Wafeq-MCP 47.4 1 1mo ago TypeScript
277 ielyaakouby/kube-sre-mcp 47.2 3 8d ago Go
278 alfonsograziano/node-code-sandbox-mcp 47.0 158 10mo ago TypeScript
279 sopyk/docker-mcpilots 47.0 3 1mo ago Python
280 kraken222/sovereign-observer-mcp 47.0 7 1mo ago Python
281 likwidmack/likwid-gaic 47.0 1 1mo ago JavaScript
282 mcpg-dev/mcpg-operator 46.9 1 21d ago Rust
283 reshaprio/reshapr-helm-charts 46.8 7 14d ago Shell
284 TangGee/aiopsterm 46.8 6 9d ago TypeScript
285 Jason-hub-star/unityctl 46.8 18 2mo ago C#
286 IulianVOStrut/ContextHound 46.8 2 7d ago TypeScript
287 go-steer/simian-agent 46.8 2 8d ago Go
288 higakikeita/remedify 46.8 2 7d ago Python
289 baires/archlex 46.8 2 11d ago TypeScript
290 Sorami-Consulting-AU/ai-kubernetes-helm-chart-security 46.8 2 24d ago —
291 sudohakan/kali-mcp-server 46.7 1 1mo ago Python
292 flatmarstheory/draw-io-mcp 46.6 1 22d ago JavaScript
293 anatolykoptev/dozor 46.5 5 9d ago Go
294 reshaprio/reshapr-controllers 46.5 5 9d ago Java
295 Data-Masterclass/sovereign-agentic-os 46.5 5 11d ago TypeScript
296 language-operator/language-operator 46.3 6 15d ago Go
297 rutvej/DAA 46.3 51 8d ago Python

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