Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 80.892 | slyfox1186-openroutermcp · devops | Provides unified access to multiple AI models including Claude, Gemini, and Kimi through OpenRouter's API with intelligent model aliasing… | 40 stars · 4 forks | No one-command install · Source | |
| 502 | 81.050 | fradser-cloudflare-to-markdownmcp · devops | Bridges Claude with Cloudflare's AI services to convert PDFs, images, HTML, and Office documents into structured markdown descriptions for content… | 35 stars · 5 forks | No one-command install · Source | |
| 503 | 81.482 | tarnover-ansiblemcp · devops | Integrates with Ansible to enable infrastructure automation through direct execution of playbooks, ad-hoc commands, inventory management, and AWS… | 26 stars · 10 forks | No one-command install · Source | |
| 504 | 82.000 | kukapay-token-mintermcp · devops | Enables AI assistants to deploy and manage ERC-20 tokens across multiple blockchain networks, providing tools for token creation, balance checking… | 21 stars · 13 forks | No one-command install · Source | |
| 505 | 82.000 | sts2-modding-mcpmcp · devops | Provides 151 tools for reverse-engineering, code generation, building, deploying, live scene inspection, and automated playtesting for Slay the Spire… | 21 stars · 13 forks | No one-command install · Source | |
| 506 | 82.014 | msaad00-agent-bommcp · devops | AI infrastructure security scanner for CVEs, SBOMs, compliance checks, and dependency auditing. | 31 stars · 8 forks | No one-command install · Source | |
| 507 | 82.125 | ryft-icebergmcp · devops | Provides direct access to Apache Iceberg tables stored in AWS, enabling exploration of catalogs, schemas, properties, and partition information… | 41 stars · 5 forks | No one-command install · Source | |
| 508 | 82.189 | neosun100-translategemmamcp · devops | Provides local translation using Google's TranslateGemma models with support for 55 languages, multi-platform Docker deployment, and intelligent text… | 34 stars · 7 forks | No one-command install · Source | |
| 509 | 82.353 | meal-inc-bonnard-climcp · devops | Ultra-fast to deploy agentic-first MCP-ready semantic layer. Let your data be like water. | 50 stars · 4 forks | No one-command install · Source | |
| 510 | 82.468 | cfm-tips-aws-cost-optimizationmcp · devops | Integrates with AWS Cost Explorer, Compute Optimizer, and CloudWatch to analyze EC2, EBS, RDS, and Lambda resources for cost optimization… | 33 stars · 8 forks | No one-command install · Source | |
| 511 | 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 | |
| 512 | 82.607 | vespo92-truenas-coremcp · devops | Integrates with TrueNAS Core storage systems to enable natural language control of user management, pool monitoring, dataset creation, ZFS properties… | 30 stars · 10 forks | No one-command install · Source | |
| 513 | 82.613 | tatumio-blockchainmcp · devops | Integrates with Tatum's blockchain infrastructure to provide multi-chain data access across 130+ networks including Bitcoin, Ethereum, Polygon, and… | 15 stars · 15 forks | No one-command install · Source | |
| 514 | 82.902 | gh-spre-sre-luminomcp · devops | SRE observability for Kubernetes and OpenShift with Tekton pipeline debugging tools. | 11 stars · 17 forks | No one-command install · Source | |
| 515 | 83.004 | buryhuang-aws-resources-pythonmcp · devops | Provides a Python-based interface for executing AWS queries across services like S3 and CodePipeline, enabling DevOps tasks and cloud resource… | 24 stars · 14 forks | No one-command install · Source | |
| 516 | 83.079 | wenhuwang-k8s-eyemcp · devops | Kubernetes management tool that connects to clusters to list, analyze, and manipulate pods, execute container commands, and retrieve logs directly… | 29 stars · 13 forks | No one-command install · Source | |
| 517 | 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 | |
| 518 | 83.287 | bjeans-homelabmcp · devops | Unified access to homelab infrastructure through Docker/Podman containers, Ollama AI models, Pi-hole DNS, Unifi networks, UPS monitoring, and network… | 40 stars · 7 forks | No one-command install · Source | |
| 519 | 83.721 | mhajder-librenmsmcp · devops | Query devices, ports, alerts, and manage LibreNMS network monitoring infrastructure with read and write operations. | 37 stars · 9 forks | No one-command install · Source | |
| 520 | 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 | |
| 521 | 84.454 | codefriar-salesforce-climcp · devops | Exposes Salesforce CLI functionality for interacting with Salesforce orgs, enabling developers to query data, deploy code, and manage orgs through… | 36 stars · 12 forks | No one-command install · Source | |
| 522 | 84.951 | t-kalinowski-interactive-consolemcp · devops | Exposes a long-lived interactive REPL for R or Python with stateful execution, plot visualization, and OS-level sandboxing. | 65 stars · 5 forks | No one-command install · Source | |
| 523 | 85.384 | everaldo-mistral-ocrmcp · devops | Processes images and PDFs through Mistral AI's OCR API to extract text from visual documents, supporting both local files and URLs with Docker… | 39 stars · 14 forks | No one-command install · Source | |
| 524 | 85.530 | halilkirazkaya-pentestermcp · devops | Integrates 200+ cybersecurity and penetration testing tools into AI assistants via Docker-isolated sandboxes. | 52 stars · 8 forks | No one-command install · Source | |
| 525 | 85.620 | primsmcp · devops | Provides secure Python code execution in isolated Docker containers with session-persistent workspaces, configurable pip requirements, file mounting… | 28 stars · 18 forks | No one-command install · Source | |
| 526 | 85.630 | joshuarileydev-ios-simulatormcp · devops | Control iOS simulators for automated testing and app deployment. | 53 stars · 8 forks | No one-command install · Source | |
| 527 | 85.683 | kentcdodds-cloudflare-edge-calculatormcp · devops | Demonstrates edge deployment of MCP servers using Cloudflare Workers and Durable Objects for global low-latency tool execution with calculator… | 45 stars · 11 forks | No one-command install · Source | |
| 528 | 85.683 | wrediam-coolifymcp · devops | Enables comprehensive Coolify infrastructure management by exposing tools for creating, deploying, and tracking servers, applications, and team… | 45 stars · 11 forks | No one-command install · Source | |
| 529 | 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 | |
| 530 | 86.189 | maxim-saplin-safe-local-python-executormcp · devops | Wraps LocalPythonExecutor from HuggingFace's smolagents framework. The runtime combines the ease of setup (compared to docker, VM, cloud runtimes)… | 47 stars · 12 forks | No one-command install · Source | |
| 531 | 86.204 | r33drichards-mcp-jsmcp · devops | A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for… | 51 stars · 10 forks | No one-command install · Source | |
| 532 | 86.646 | davidshtian-aws-bedrock-integrationmcp · devops | Integrates AWS Bedrock, enabling natural language processing and task automation. | 55 stars · 10 forks | No one-command install · Source | |
| 533 | 86.652 | samuraikun-aws-s3mcp · devops | Provides direct access to Amazon S3 storage for listing buckets, browsing objects, and retrieving file contents with automatic text extraction from… | 30 stars · 20 forks | No one-command install · Source | |
| 534 | 86.771 | containerization-assist-mcp-servermcp · devops | An AI-powered containerization assistant that helps you build, scan, and deploy Docker containers through VS Code and other MCP-compatible tools. | 41 stars · 19 forks | No one-command install · Source | |
| 535 | 86.771 | azure-containerization-assistmcp · devops | AI-powered containerization workflows with Docker builds, security scanning, Kubernetes deployment, and OPA policy enforcement. | 41 stars · 19 forks | No one-command install · Source | |
| 536 | 86.878 | daghis-teamcitymcp · devops | Integrates with JetBrains TeamCity CI/CD platform | 28 stars · 21 forks | No one-command install · Source | |
| 537 | 86.941 | mcp-fracteramcp · devops | Zero-Ops deploy of a private AI coding workspace to your own VPS, straight from your AI chat. Registers the user, recommends a VPS, and runs and… | 58 stars · 10 forks | No one-command install · Source | |
| 538 | 87.309 | goplausible-algorandmcp · devops | Provides a robust toolkit for Algorand blockchain interactions, enabling AI agents to create accounts, manage assets, deploy smart contracts, and… | 44 stars · 20 forks | No one-command install · Source | |
| 539 | 87.441 | jsdelivr-globalpingmcp · devops | Provides global network diagnostics through Cloudflare Workers, enabling engineers to run tests like ping, traceroute, and HTTP requests from… | 63 stars · 10 forks | No one-command install · Source | |
| 540 | 88.036 | vantage-cloud-cost-managementmcp · devops | Provides real-time cloud cost management data across multiple providers (AWS, Azure, etc.) for analyzing spending patterns, tracking budgets… | 83 stars · 8 forks | No one-command install · Source | |
| 541 | 88.053 | kocierik-nomadmcp · devops | Provides a bridge to HashiCorp Nomad's cluster management capabilities, enabling job management, deployment tracking, namespace administration, node… | 58 stars · 15 forks | No one-command install · Source | |
| 542 | 88.070 | mocksi-temporal-workflowsmcp · devops | Exposes Temporal workflows as tools for AI assistants, enabling organizations to leverage existing workflow infrastructure without custom integration… | 60 stars · 14 forks | No one-command install · Source | |
| 543 | 88.684 | gebalamariusz-cloud-auditmcp · devops | Open-source AWS security scanner with attack chain detection, breach cost estimation, and copy-paste remediation across 47 checks and 15 AWS resource… | 69 stars · 13 forks | No one-command install · Source | |
| 544 | 88.789 | tailopsmcpmcp · devops | A control plane gateway for managing distributed infrastructure through MCP, enabling centralized SSH, Docker, and HTTP target management with… | 16 stars · 35 forks | No one-command install · Source | |
| 545 | 88.909 | iceener-files-stdiomcp · devops | Sandboxed file system access with pattern matching, checksum verification, and Obsidian/Markdown workflow support | 75 stars · 12 forks | No one-command install · Source | |
| 546 | 88.913 | inercia-mcpshellmcp · devops | Provides a secure bridge between language models and operating system commands through a configurable YAML interface with constraint-based security… | 70 stars · 14 forks | No one-command install · Source | |
| 547 | 88.991 | m-sec-org-xbow-ctfmcp · devops | Integrates with XBow CTF platforms and Docker containers to enable participation in cybersecurity challenges through automated vulnerability… | 94 stars · 9 forks | No one-command install · Source | |
| 548 | 89.233 | digitalocean-archivedmcp · devops | Integrates with DigitalOcean's cloud platform API to enable management of cloud resources, deployment of applications, and monitoring of… | 80 stars · 12 forks | No one-command install · Source | |
| 549 | 89.665 | henryhaoson-yuquemcp · devops | Integrates with Yuque knowledge base platform to enable document management operations, content search, and team analytics through a flexible server… | 69 stars · 20 forks | No one-command install · Source | |
| 550 | 89.869 | gradion-ai-ipyboxmcp · devops | Provides secure Python code execution in Docker containers with stateful IPython kernels, real-time output streaming, file operations, and network… | 73 stars · 19 forks | No one-command install · Source | |
| 551 | 90.039 | groovybugify-aws-securitymcp · devops | Enables security professionals to inspect and analyze AWS infrastructure for security issues through natural language queries about GuardDuty… | 84 stars · 15 forks | No one-command install · Source | |
| 552 | 90.099 | vespo92-opnsensemcp · devops | Provides Infrastructure as Code capabilities for OPNsense firewalls with declarative management of VLANs, firewall rules, DHCP configurations, DNS… | 80 stars · 17 forks | No one-command install · Source | |
| 553 | 90.147 | redhatinsights-insights-mcpmcp · devops | Integrates with Red Hat Lightspeed services for AI-assisted RHEL infrastructure management including advisor, image builder, inventory, remediations… | 24 stars · 38 forks | No one-command install · Source | |
| 554 | 90.165 | strimzi-kafka-climcp · devops | Manage Apache Kafka on Kubernetes via Strimzi. Clusters, topics, users, connectors, MirrorMaker2, and node pools. | 91 stars · 14 forks | No one-command install · Source | |
| 555 | 90.277 | jason-tan-railwaymcp · devops | Integrates with Railway.app to enable management of deployments, monitoring of application performance, and automation of DevOps workflows within the… | 73 stars · 24 forks | No one-command install · Source | |
| 556 | 90.303 | xpn-mythicmcp · devops | Integrates with the Mythic Command and Control framework for penetration testing, enabling shell command execution, file operations, and security tool… | 78 stars · 20 forks | No one-command install · Source | |
| 557 | 90.737 | ccq1-kali-security-toolsmcp · devops | Provides a secure, sandboxed environment for executing Kali Linux security tools including nmap, objdump, and wireshark for vulnerability scanning… | 105 stars · 14 forks | No one-command install · Source | |
| 558 | 90.755 | run-claude-dockercli · devops | A self-contained Docker runner that forwards your current workspace into a safe(r) isolated docker container, where you still have access to your… | 84 stars · 21 forks | No one-command install · Source | |
| 559 | 90.956 | octopus-deploymcp · devops | Official Octopus Deploy integration providing 35+ tools for deployment management, infrastructure monitoring, release tracking, and tenant… | 101 stars · 16 forks | No one-command install · Source | |
| 560 | 91.368 | quantconnectmcp · devops | Integrates with QuantConnect's algorithmic trading platform to enable complete trading algorithm development lifecycle including project management… | 77 stars · 33 forks | No one-command install · Source | |
| 561 | 91.533 | netlifymcp · devops | Integrates with Netlify's platform for complete site management including project operations, deployments with zip uploads, team administration… | 59 stars · 37 forks | No one-command install · Source | |
| 562 | 91.543 | devantler-tech-ksailmcp · devops | SDK for creating, managing, and operating Kubernetes clusters and workloads. | 165 stars · 11 forks | No one-command install · Source | |
| 563 | 91.667 | book-factoryskill · devops | A comprehensive pipeline of Skills that replicates traditional publishing infrastructure for nonfiction book creation using specialized Claude skills. | 108 stars · 20 forks | No one-command install · Source | |
| 564 | 91.783 | uml-mcpmcp · devops | Generates UML and other diagrams (30+ types) via the Model Context Protocol, supporting multiple output formats and deployment options. | 97 stars · 28 forks | No one-command install · Source | |
| 565 | 91.932 | infranodusmcp · devops | Find content gaps, get an overview, and build ontology of any text or public discourse for research, SEO, and content creation | 100 stars · 28 forks | No one-command install · Source | |
| 566 | 92.009 | thrashr888-terraform-registrymcp · devops | Integrates with the Terraform Registry API to enable provider lookup, resource usage examples, module recommendations, and schema details retrieval… | 120 stars · 20 forks | No one-command install · Source | |
| 567 | 92.104 | workspacemcp · devops | Provides secure filesystem access, command execution, and web preview capabilities with multi-tenant isolation, document processing, and sandboxed… | 133 stars · 18 forks | No one-command install · Source | |
| 568 | 92.402 | rishikavikondala-aws-resource-managermcp · devops | Manage AWS S3 and DynamoDB resources. | 127 stars · 23 forks | No one-command install · Source | |
| 569 | 92.523 | catoncat-notion-local-opsmcp · devops | Gives Notion's custom AI agent access to local file operations, shell commands, and Git workflows through 18+ tools via a cloudflared HTTPS tunnel. | 105 stars · 38 forks | No one-command install · Source | |
| 570 | 92.534 | aberemia24-code-executormcp · devops | Secure sandboxed TypeScript/Python execution with Docker isolation and token-efficient wrapper generation | 130 stars · 24 forks | No one-command install · Source | |
| 571 | 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 | |
| 572 | 92.822 | amit-arora-aws-cost-explorer-bedrock-usagemcp · devops | Integrates with AWS Cost Explorer and CloudWatch to analyze cloud spending patterns and Bedrock model usage statistics for detailed cost monitoring… | 126 stars · 30 forks | No one-command install · Source | |
| 573 | 92.847 | tsk-ai-agent-task-manager-and-sandboxcli · devops | A Rust CLI tool that lets you delegate development tasks to AI agents running in sandboxed Docker environments. Multiple agents work in parallel… | 170 stars · 18 forks | No one-command install · Source | |
| 574 | 93.153 | silenceper-k8smcp · devops | Enables natural language interaction with Kubernetes clusters for resource querying and CRUD operations with configurable write permissions. | 150 stars · 27 forks | No one-command install · Source | |
| 575 | 93.191 | dicklesworthstone-llm-gatewaymcp · devops | Unified gateway for managing multiple LLM providers with automatic model selection, semantic caching, and cost optimization features for reliable… | 158 stars · 25 forks | No one-command install · Source | |
| 576 | 93.471 | weibaohui-kommcp · devops | /🏠 - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50… | 149 stars · 34 forks | No one-command install · Source | |
| 577 | 93.519 | awslabs-log-analyzer-cloudwatchmcp · devops | Provides structured access to CloudWatch Logs data for searching, analyzing, and correlating logs across AWS services to help with troubleshooting and… | 167 stars · 27 forks | No one-command install · Source | |
| 578 | 93.533 | philschmid-code-sandboxmcp · devops | Provides secure code execution capabilities through containerized sandbox environments, supporting Python and JavaScript with pre-installed libraries… | 203 stars · 20 forks | No one-command install · Source | |
| 579 | 93.612 | alfonsograziano-node-code-sandboxmcp · devops | Provides a secure Docker-based sandbox for executing JavaScript code with npm dependencies, offering both persistent and ephemeral containers with… | 157 stars · 33 forks | No one-command install · Source | |
| 580 | 93.867 | run-pythonmcp · devops | Provides secure Python code execution in a sandboxed Pyodide environment with automatic dependency installation, stdout/stderr capture, and complete… | 194 stars · 26 forks | No one-command install · Source | |
| 581 | 93.913 | rawveg-ollamamcp · devops | Integrates Ollama's local LLM models with MCP-compatible applications, enabling on-premise AI processing and custom model deployment while maintaining… | 170 stars · 34 forks | No one-command install · Source | |
| 582 | 93.967 | hmbown-alephmcp · devops | Enables models to process unlimited document sizes by providing recursive self-querying capabilities through sandboxed Python execution with tools for… | 213 stars · 24 forks | No one-command install · Source | |
| 583 | 94.058 | keyid-ai-agent-kitmcp · devops | Provides AI agents with full email capabilities including send, receive, reply, search, contacts, and auto-reply through KeyID.ai infrastructure. | 660 stars · 11 forks | No one-command install · Source | |
| 584 | 94.255 | eniayomi-gcpmcp · devops | Integrates with Google Cloud Platform services, providing tools for interacting with Compute Engine, Cloud Storage, Cloud Functions, Cloud Run… | 200 stars · 32 forks | No one-command install · Source | |
| 585 | 94.384 | containarium-cloudmcp · devops | Persistent, secure LXC sandbox environments for AI agents with native MCP support. | 289 stars · 21 forks | No one-command install · Source | |
| 586 | 94.494 | babelcloud-gru-sandboxinfra · devops | Secure, self-hostable sandbox for running Python, TypeScript, and Bash code in isolated Docker containers with automatic resource management for local… | 180 stars · 50 forks | No one-command install · Source | |
| 587 | 94.585 | railwaymcp · devops | Integrates with Railway's platform and CLI to enable deployment, service management, environment configuration, and infrastructure monitoring through… | 191 stars · 47 forks | No one-command install · Source | |
| 588 | 94.676 | alexei-led-k8s-mcp-servermcp · devops | A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`)… | 213 stars · 39 forks | No one-command install · Source | |
| 589 | 94.967 | portainer-container-managementmcp · devops | Provides a bridge between AI and Portainer container management platform, enabling environment monitoring, access control management, and stack… | 225 stars · 46 forks | No one-command install · Source | |
| 590 | 94.978 | foundry-toolkitmcp · devops | Integrates with Foundry blockchain development toolkit to enable smart contract deployment, testing, bytecode analysis, and transaction inspection… | 253 stars · 36 forks | No one-command install · Source | |
| 591 | 95.169 | rafalwilinski-awsmcp · devops | Bridges AWS services with the AWS SDK v2, enabling secure access and management of AWS resources for cloud infrastructure and data processing tasks. | 294 stars · 34 forks | No one-command install · Source | |
| 592 | 95.216 | digitaloceanmcp · devops | Enables AI to manage DigitalOcean cloud infrastructure by providing access to account information, droplets, domains, firewalls, and other services… | 131 stars · 84 forks | No one-command install · Source | |
| 593 | 95.273 | versuscontrol-aws-infrastructure-agentmcp · devops | Provides autonomous AWS infrastructure management through natural language processing, combining real-time resource discovery with AI-driven planning… | 217 stars · 71 forks | No one-command install · Source | |
| 594 | 95.284 | cc-devops-skillsskill · devops | Skills for DevOps work that generate and validate infrastructure-as-code with shell scripts and CLI tools, for most deployment platforms. Also useful… | 303 stars · 34 forks | No one-command install · Source | |
| 595 | 95.357 | ccflare-better-ccflarecli · devops | A well-maintained and feature-enhanced fork of the glorious `ccflare` usage dashboard by @snipeship (which at the time of writing has not had an… | 262 stars · 48 forks | No one-command install · Source | |
| 596 | 95.370 | nwiizo-terraformmcp · devops | Rust-based Terraform infrastructure management server that enables resource listing, configuration validation, and state management across different… | 371 stars · 29 forks | No one-command install · Source | |
| 597 | 95.391 | mcp-on-vercelmcp · devops | A template for deploying an MCP server on Vercel, with example tools like roll_dice and get_weather. | 249 stars · 56 forks | No one-command install · Source | |
| 598 | 95.530 | emisarmcp · devops | Give AI agents Zero-Trust access to production infrastructure without the risks of granting them shell access. Actions are bounded by policy and an… | 354 stars · 34 forks | No one-command install · Source | |
| 599 | 95.542 | hqbasemcp · devops | Provides a self-hosted shared email workspace with team access controls, multi-domain support, drafts, audit history, and an OAuth-protected MCP… | 330 stars · 38 forks | No one-command install · Source | |
| 600 | 95.786 | intellectronica-skillzmcp · devops | Executes local Anthropic-style skills through directory-based discovery where each skill contains YAML metadata and Markdown instructions, enabling… | 399 stars · 36 forks | 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.