Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 92.627 | hidai25-evalviewmcp · devops | Regression testing for AI agents with golden baselines, CI/CD integration, and multi-framework support. | 133 stars · 24 forks | No one-command install · Source | |
| 2 | 86.878 | daghis-teamcitymcp · devops | Integrates with JetBrains TeamCity CI/CD platform | 28 stars · 21 forks | No one-command install · Source | |
| 3 | 86.066 | github-actionsmcp · devops | Enables management of GitHub Actions workflows with tools for listing, viewing, triggering, canceling, and rerunning workflows, along with detailed… | 41 stars · 16 forks | No one-command install · Source | |
| 4 | 83.746 | hekmon8-jenkinsmcp · devops | Integrates with Jenkins CI/CD pipelines to enable automated job management, build monitoring, and artifact handling for streamlined software delivery… | 15 stars · 17 forks | No one-command install · Source | |
| 5 | 83.136 | bsahane-ansiblemcp · devops | Provides infrastructure automation through Ansible with project-based configuration management, playbook execution with idempotence testing, inventory… | 30 stars · 12 forks | No one-command install · Source | |
| 6 | 82.585 | currents-test-resultsmcp · devops | Provides a bridge to Currents test results platform, enabling AI to analyze failing tests, optimize test suites, and troubleshoot CI/CD pipeline… | 20 stars · 14 forks | No one-command install · Source | |
| 7 | 78.238 | kjozsa-jenkinsmcp · devops | Integrates with Jenkins CI/CD operations, enabling job listing, build triggering, and status checking for streamlined DevOps automation and pipeline… | 10 stars · 11 forks | No one-command install · Source | |
| 8 | 76.055 | itcaat-teamcitymcp · devops | Integrates with JetBrains TeamCity for complete CI/CD pipeline management, enabling build triggering, cancellation, pinning, artifact downloads, tag… | 12 stars · 9 forks | No one-command install · Source | |
| 9 | 73.658 | jenkins-cicdmcp · devops | Integrates with Jenkins CI/CD infrastructure to provide complete job management, build monitoring, pipeline execution, and artifact handling with… | 14 stars · 6 forks | No one-command install · Source | |
| 10 | 72.722 | scosman-hooksmcp · devops | Exposes project-specific development tools like tests, linters, and formatters through YAML configuration files, enabling secure execution of common… | 15 stars · 4 forks | No one-command install · Source | |
| 11 | 68.715 | j04n-f-woodpecker-cimcp · devops | Connects AI assistants to Woodpecker CI for debugging pipeline failures, analyzing build logs, and troubleshooting CI/CD configurations. | 14 stars · 2 forks | No one-command install · Source | |
| 12 | 67.906 | dubuqingfeng-gitlabmcp · devops | Integrates with GitLab for merge request management, automated code reviews, and CI/CD workflows | 9 stars · 5 forks | No one-command install · Source | |
| 13 | 65.043 | terry-form-terraformmcp · devops | Provides secure Terraform operations through Docker-containerized environments that isolate infrastructure planning and validation tasks, supporting… | 10 stars · 2 forks | No one-command install · Source | |
| 14 | 57.245 | finopsguardmcp · devops | MCP agent providing cost-aware guardrails for IaC in CI/CD with advanced policy enforcement. | 7 stars · 1 fork | No one-command install · Source | |
| 15 | 44.256 | lighthouse-performancemcp · devops | Automates Google Lighthouse performance auditing with configurable device types and audit categories, providing Core Web Vitals analysis, critical… | 3 stars · 1 fork | No one-command install · Source | |
| 15 | 44.256 | devpilotmcp · devops | Automates VPS initialization and deployment workflows through SSH connections, providing tools for system setup, service installation, Nginx… | 3 stars · 1 fork | No one-command install · Source | |
| 17 | 43.498 | openshift-pipelines-tektonmcp · devops | Enables DevOps teams to start and monitor Tekton CI/CD pipelines in Kubernetes environments through natural language commands without requiring direct… | 2 stars · 2 forks | No one-command install · Source | |
| 18 | 43.275 | atlassian-bamboo-mcp-servermcp · devops | Enables AI assistants to interact with Atlassian Bamboo CI/CD, allowing natural language queries to check build status, fetch logs, trigger builds… | 4 stars | No one-command install · Source | |
| 19 | 32.223 | jl-codes-rp1-devmcp · devops | Manages RP1 spatial fabric environments, including fabric creation, universal fabric attachment, Network Service Object deployment, and project… | 2 stars | No one-command install · Source | |
| 20 | 29.013 | dion-hagan-spinnakermcp · devops | Integrates with Spinnaker to enable AI-driven management of deployments, pipelines, and applications for enhanced CI/CD automation and orchestration. | 1 star · 1 fork | No one-command install · Source | |
| 21 | 22.557 | evernode-mcpmcp · devops | Enables AI agents to build, check, cost, and deploy HotPocket dApps on Evernode/Xahau by scaffolding deterministic contracts, checking determinism… | 1 star | No one-command install · Source | |
| 21 | 22.557 | fables-mcp-servermcp · devops | An MCP server that provides AI agents with tools to build, deploy, and manage Flutter applications, including APK/AAB generation, keystore management… | 1 star | No one-command install · Source | |
| 21 | 22.557 | agimaulana-codemagicmcp · devops | Manage Codemagic CI/CD builds, apps, artifacts, caches, and environment variables. | 1 star | No one-command install · Source | |
| 21 | 22.557 | yusiwen-drone-cimcp · devops | Interact with Drone CI/CD pipelines to manage repositories, builds, secrets, and cron jobs. | 1 star | No one-command install · Source | |
| 25 | Unranked | appcirclemcp · devops | Bridges AI tools with the Appcircle mobile CI/CD platform for build profiles, signing, testing distribution, and app store publishing. | No signals yet | No one-command install · Source | |
| 26 | Unranked | appcircle-mcpmcp · devops | Enables AI agents to interact with Appcircle mobile CI/CD platform for build management, signing identities, testing distribution, and reporting. | No signals yet | No one-command install · Source | |
| 27 | Unranked | cicd-aiopsmcp · devops | Governed CI/CD operations for self-hosted GitLab and Gitea — pipeline-failure, runner, artifact-bloat, and stale-branch RCA, with unbypassable audit… | No signals yet | No one-command install · Source | |
| 28 | Unranked | editor-mcpmcp · devops | A secure, isolated MCP server providing full code editor functionality for AI pair programming, with Docker-based command execution and Cloudflare… | No signals yet | No one-command install · Source | |
| 29 | Unranked | my-mcp-server-5mcp · devops | A TypeScript MCP server boilerplate that provides tools like calculator, weather, geocoding, and image generation via HuggingFace, supporting both… | No signals yet | No one-command install · Source | |
| 30 | Unranked | coderocket-mcpmcp · devops | MCP server for CodeRocket Deploy providing AI-generated CI/CD workflows and AI code review as tools inside Claude Code. | No signals yet | No one-command install · Source | |
| 31 | Unranked | bamboo-mcp-servermcp · devops | Enables management of Atlassian Bamboo CI/CD pipelines, projects, plans, builds, and deployments through natural language commands. | No signals yet | No one-command install · Source | |
| 32 | Unranked | csoai-org-ci-cd-generator-ai-mcpmcp · devops | AI-powered CI/CD pipeline generation and configuration tools. | No signals yet | No one-command install · Source | |
| 33 | Unranked | claude-iac-mcp-servermcp · devops | Enables AI agents to query an approved Terraform module registry and generate compliant Azure infrastructure code. It provides tools for module… | No signals yet | No one-command install · Source | |
| 34 | Unranked | k8s-manifest-auditmcp · devops | Static audit of Kubernetes manifests via MCP, powered by kube-linter. Returns structured reports with severity, check ID, category, message, and… | No signals yet | No one-command install · Source | |
| 35 | Unranked | typescript-mcp-server-boilerplatemcp · devops | A boilerplate for building and deploying MCP servers on Vercel, featuring example tools like greeting, calculator, weather, and Hugging Face image… | No signals yet | No one-command install · Source | |
| 36 | Unranked | pinionmcp · devops | AI-powered characterization test generator that reads Python functions or class methods, synthesizes inputs, captures behavior in a sandbox, and emits… | No signals yet | No one-command install · Source | |
| 37 | Unranked | crowvaultmcp · devops | 327 developer tools via MCP for generating Dockerfiles, schemas, Kubernetes configs, APIs, and more. | No signals yet | No one-command install · Source | |
| 38 | Unranked | project-scaffoldmcp · devops | An MCP server that scaffolds full-stack projects with consistent structure, Docker setup, CI/CD pipelines, and database configuration. | No signals yet | No one-command install · Source | |
| 39 | Unranked | gitlab-mcp-glabmcp · devops | Provides GitLab issue and CI/CD management tools using the glab CLI, with reduced context token usage compared to the official GitLab MCP. | No signals yet | No one-command install · Source | |
| 40 | Unranked | github-actions-mcpmcp · devops | Analyzes GitHub Actions workflows and performance, helping identify bottlenecks, failures, and optimization opportunities in CI/CD pipelines. | No signals yet | No one-command install · Source | |
| 41 | Unranked | freegamestore-mcpmcp · devops | Enables building, publishing, and improving PWA games from your editor by scaffolding games, updating files, and auto-deploying to a live URL. | No signals yet | No commit datelisted | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.