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 | 94.429 | aplaceforallmystuff-arr-media-suitemcp · observability | Unified control over Sonarr, Radarr, Lidarr, Readarr, and Prowlarr through automatic service detection with tools for library management, content… | 207 stars · 34 forks | No one-command install · Source | |
| 2 | 86.932 | hrs-asano-trellomcp · observability | Integrates with Trello to enable task management operations like retrieving cards, managing lists, and monitoring board activity for project planning… | 35 stars · 20 forks | No one-command install · Source | |
| 3 | 83.230 | lapfelix-xcodemcp · observability | Automates Xcode build processes and project management through JavaScript for Automation scripts, enabling project opening, building with specific… | 58 stars · 4 forks | No one-command install · Source | |
| 4 | 80.621 | m-pineapple-claude-project-coordinatormcp · observability | Provides Xcode and Swift project management with lifecycle tracking, task management, technology stack detection, analytics including activity heat… | 47 stars · 3 forks | No one-command install · Source | |
| 5 | 77.014 | sentrymcp · observability | Integrates with Sentry's error tracking platform to enable detailed issue analysis, project management, and user session replay for enhanced debugging… | 21 stars · 5 forks | No one-command install · Source | |
| 6 | 68.571 | google-supermcp · observability | Google Super App combines all Google services including Drive, Calendar, Gmail, Sheets, Analytics, Ads, and more, providing a unified platform for… | 4,730 installs | No commit datelisted | No one-command install · Source |
| 7 | 68.021 | rakeshgangwar-formula-one-racing-datamcp · observability | Provides Formula One racing data through FastF1 Python library, enabling access to race calendars, event information, session results, driver… | 11 stars · 3 forks | No one-command install · Source | |
| 8 | 57.364 | rize-io-mcp-servermcp · observability | Integrates Rize.io's time tracking and productivity analytics with AI assistants via the Model Context Protocol, enabling natural language queries… | 5 stars · 3 forks | No one-command install · Source | |
| 9 | 49.118 | zhangmingjun-huarui-codesysmcp · observability | Automates CODESYS PLC programming IDE through AI-driven project management, code authoring, and runtime monitoring. | 4 stars · 1 fork | No one-command install · Source | |
| 9 | 49.118 | dzikrihilman-kanbanmcp · observability | Full-stack kanban project management with drag-and-drop board, dashboard analytics, sub-tasks, labels, comments, and 13 MCP tools for AI agent… | 4 stars · 1 fork | No one-command install · Source | |
| 11 | 47.273 | tududimcp · observability | Integrates with tududi task management system for task lifecycle management, project organization, and productivity analytics. | 3 stars · 2 forks | No one-command install · Source | |
| 11 | 47.273 | aws-cloudguardmcpmcp · observability | An intelligent AWS monitoring and incident response solution using Anthropic's Model Context Protocol (MCP). Enables users to monitor AWS resources… | 3 stars · 2 forks | No one-command install · Source | |
| 13 | 44.256 | asafdafna-rizemcp · observability | Integrates with Rize.io's automatic time tracking platform to manage clients, projects, and tasks while logging time entries and analyzing… | 3 stars · 1 fork | No one-command install · Source | |
| 14 | 42.840 | klauseduard-jiramcp · observability | Integrates with JIRA issue tracking systems to enable retrieving, searching, creating, and updating issues, listing projects, and logging work time… | 3 forks | No one-command install · Source | |
| 15 | 38.412 | jira-alerts-mcpmcp · observability | Enables interaction with Jira Service Management Operations alerts and on-call schedules, including searching alerts, reading notes and activity logs… | 3 stars | No one-command install · Source | |
| 16 | 32.223 | humblebeeai-hubstaffmcp · observability | Access to Hubstaff time tracking, activity logs, and task management for teams. | 2 stars | No one-command install · Source | |
| 16 | 32.223 | raj-sharma-git-aks-incidentmcp · observability | Monitors Azure Kubernetes Service pod logs for errors, detects incidents using LLM analysis, and automatically creates routed Jira tickets. | 2 stars | No one-command install · Source | |
| 16 | 32.223 | walkertexas-coder-folkmcp · observability | Integrates with Folk CRM to provide contact management, deal tracking, note-taking with markdown support, reminder scheduling with iCalendar… | 2 stars | No one-command install · Source | |
| 16 | 32.223 | final0920-worklogmcp · observability | Automatically tracks and logs development work sessions by collecting activity data from various coding tools, generating detailed productivity… | 2 stars | No one-command install · Source | |
| 16 | 32.223 | sespinosa-jira-cloudmcp · observability | Integrates with Jira Cloud instances to enable secure issue management, project operations, sprint handling, board configuration, user management, and… | 2 stars | No one-command install · Source | |
| 21 | 22.557 | windows-context-mcpmcp · observability | Enables AI agents to access real-time Windows PC context including active window, system performance, screen time, productivity analytics, and… | 1 star | No one-command install · Source | |
| 21 | 22.557 | gneyal-branch-monkeymcp · observability | Integrates with Branch Monkey Cloud for task management, team collaboration, and project tracking with automatic prompt logging | 1 star | No one-command install · Source | |
| 23 | Unranked | big-brainmcp · observability | Enables AI assistants to read and write to a personal knowledge vault of markdown notes, projects, and tasks, with tooling for search, capture, daily… | No signals yet | No one-command install · Source | |
| 24 | Unranked | garmin-nutrition-coachmcp · observability | Enables Claude to act as a personal health coach by connecting to Garmin wearable data and Notion workspace for automated calorie tracking, photo food… | No signals yet | No one-command install · Source | |
| 25 | Unranked | vantage-telemetry-mcp-servermcp · observability | MCP server that captures and exposes usage, cost, productivity, and activity metrics for local-first software engineering teams, including LLM token… | No signals yet | No one-command install · Source | |
| 26 | Unranked | adelaidasofia-rescuetimemcp · observability | Query RescueTime productivity analytics — daily summaries, productivity scores, and time-usage reports. | No signals yet | No one-command install · Source | |
| 27 | Unranked | jira-confluence-team-lead-mcpmcp · observability | Provides sprint and developer analytics from Jira, answering questions about sprint content, developer performance, and refinement readiness. Can… | No signals yet | No one-command install · Source | |
| 28 | Unranked | 7pace-connectormcp · observability | Enables Claude to interact with 7pace Timetracker for Jira, supporting time logging, worklog queries, and summaries. | No signals yet | No one-command install · Source | |
| 29 | Unranked | appraisal-tracker-mcpmcp · observability | Enables tracking annual performance appraisal by logging professional achievements as structured Markdown notes to an Obsidian vault through natural… | No signals yet | No one-command install · Source | |
| 30 | Unranked | obsidian-second-brain-mcpmcp · observability | Enables AI agents to store and retrieve project context, bugs, decisions, and session logs by reading and appending markdown files in a local Obsidian… | No signals yet | No one-command install · Source | |
| 31 | Unranked | devpanel-mcp-servermcp · observability | A local MCP server for managing SaaS projects with planning, operations, and secrets, designed to work with Claude Code via stdio. It provides tools… | No signals yet | No one-command install · Source | |
| 32 | Unranked | studio-catharsis-universal-project-coordinator-mcpmcp · observability | A cross-platform coordination layer that connects MCP-compatible tools to a shared project state, enabling task management, blocker tracking, decision… | No signals yet | No one-command install · Source | |
| 33 | Unranked | productive-mcp-rb2mcp · observability | Enables interaction with Productive.io for task management, time tracking, budget monitoring, and project overview through natural language. | No signals yet | No one-command install · Source | |
| 34 | Unranked | io-github-tradesystemsnique-aidatataskrunner-mcpmcp · observability | Enables to control AiDataTaskRunner panel for backtesting tasks via MCP, allowing task management, configuration, and monitoring through natural… | No signals yet | No one-command install · Source | |
| 35 | Unranked | spogborg-jardinmcp · observability | Personal garden management tool for tracking plants, logging observations, and scheduling care tasks with Apple Calendar and Reminders integration. | No signals yet | No one-command install · Source | |
| 36 | Unranked | danywaygit-altfinsmcp · observability | Provides crypto market analytics including screener data, technical analysis, OHLC history, news, and calendar events. | No signals yet | No one-command install · Source | |
| 37 | Unranked | jobpilot-mcpmcp · observability | Transforms Claude into an AI job-hunting assistant that searches remote job boards, scores roles against your CV, generates tailored cover letters… | No signals yet | No one-command install · Source | |
| 38 | Unranked | yarikyar-hulymcp · observability | Huly project management integration with issue tracking, time logging, and custom fields. | No signals yet | No one-command install · Source | |
| 39 | Unranked | used-temponmcp · observability | Enables logging time to Tempo (Jira time tracker) via natural language in Claude Desktop or OpenCode. | No signals yet | No one-command install · Source | |
| 40 | Unranked | avrodotter-nutrition-maxingmcp · observability | Log food intake and track daily nutrition macros using natural language input, synced to Notion. | No signals yet | No commit datelisted | No one-command install · Source |
| 41 | Unranked | logworkflow · observability | Log work from orchestrated tasks to external project management tools like Linear, Obsidian, Jira, or GitHub Issues. | No signals yet | No commit datelisted | armory install log --cli claude |
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.