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 | 22.557 | willianmarcel-github-pr-reviewer-notionmcp · github-vcs | Integrates with GitHub's API to fetch, analyze, and document pull request changes, enabling automated code reviews and maintaining documentation of… | 1 star | No one-command install · Source | |
| 2 | 22.557 | tuankiet1708-github-pr-notionmcp · github-vcs | Fetches GitHub pull request changes and creates structured analysis reports in Notion pages for automated PR documentation workflows. | 1 star | No one-command install · Source | |
| 3 | 22.557 | mcp-github-pmmcp · github-vcs | Enables GitHub project management from Claude, supporting issue creation, milestones, labels, changelog generation, and repository stats. | 1 star | No one-command install · Source | |
| 4 | 22.557 | cocaxcode-devflowmcp · github-vcs | Jira and GitHub/GitLab workflow automation with 32 tools. | 1 star | No one-command install · Source | |
| 5 | 22.557 | project-contextmcp · github-vcs | A local, provider-neutral MCP server for repository-scoped issue handling. It provides a guarded interface to Linear, GitHub Issues, GitHub Projects… | 1 star | No one-command install · Source | |
| 6 | 23.374 | sunwood-ai-labs-irismcp · github-vcs | Integrates with Git to provide version control, project management, and code analysis capabilities for TypeScript projects. | 1 fork | No one-command install · Source | |
| 7 | 32.223 | lucky-dersan-gitlabmcp · github-vcs | Integrates with GitLab repositories to enable comprehensive project management including repository operations, multi-file commits with automatic… | 2 stars | No one-command install · Source | |
| 8 | 32.223 | huntsdesk-ve-gwsmcp · github-vcs | VE Google Workspace MCP. Fork of [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) with 28 authoring-focused… | 2 stars | No one-command install · Source | |
| 9 | 38.412 | vish288-atlassian-extendedmcp · github-vcs | Extends Atlassian Jira, Confluence, and Bitbucket integration with advanced tools for sprint management, backlog grooming, content operations, and… | 3 stars | No one-command install · Source | |
| 10 | 43.498 | tamarengel-jira-github-mcpmcp · github-vcs | MCP server that integrates Jira and GitHub to automate end-to-end developer workflows, from issue tracking to branches, commits, pull requests, and… | 2 stars · 2 forks | No one-command install · Source | |
| 11 | 44.256 | pr-reviewermcp · github-vcs | Analyzes GitHub pull requests and creates detailed reports in Notion via MCP. | 3 stars · 1 fork | No one-command install · Source | |
| 12 | 55.168 | jellythomas-atlassian-with-bitbucketmcp · github-vcs | Fork of mcp-atlassian adding Bitbucket support alongside Jira and Confluence for issue management, content creation, and repository operations. | 6 stars · 1 fork | No one-command install · Source | |
| 13 | 57.364 | peterparker57-project-hubmcp · github-vcs | Integrates local project management with GitHub repositories, enabling streamlined version control, automated commits, and multi-account support for… | 5 stars · 3 forks | No one-command install · Source | |
| 14 | 66.893 | mlorentedev-hivemcp · github-vcs | On-demand Obsidian vault access via MCP. Adaptive context loading (67-82% token savings), full-text and ranked search, health checks, auto git commit… | 10 stars · 3 forks | No one-command install · Source | |
| 15 | 68.715 | safx-backlogmcp · github-vcs | Integrates with Backlog project management platform to provide issue tracking, project metadata retrieval, user management, and file operations across… | 14 stars · 2 forks | No one-command install · Source | |
| 16 | 70.210 | hieuchaydi-decisiongraphmcp · github-vcs | Engineering decision memory system capturing decisions from GitHub, Slack, Jira, and Git with pre-change guardrails. | 16 stars · 2 forks | No one-command install · Source | |
| 17 | 71.077 | yodakeisuke-micromanagemcp · github-vcs | Task management system that visualizes development work as interactive flowcharts, enabling structured breakdown of tickets into minimal PRs and… | 13 stars · 4 forks | No one-command install · Source | |
| 18 | 72.843 | eyaab-cv-resume-buildermcp · github-vcs | Automatically generates professional CVs and resumes by aggregating data from git commits, Jira tickets, Credly badges, and LinkedIn profiles to… | 13 stars · 6 forks | No one-command install · Source | |
| 19 | 77.958 | sammcj-github-issuemcp · github-vcs | Fetches GitHub issues and transforms them into structured task descriptions for software development workflows and project management. | 14 stars · 10 forks | No one-command install · Source | |
| 20 | 82.189 | bigsy-maven-dependenciesmcp · github-vcs | Integrates with Maven Central Repository to verify and retrieve dependency versions for automated project management and updates. | 34 stars · 7 forks | No one-command install · Source | |
| 21 | 84.026 | taylor-lindores-reeves-github-projectsmcp · github-vcs | Integrates with GitHub Projects to streamline Agile Sprint-based workflows, enabling project creation, task management, and sprint planning within the… | 35 stars · 11 forks | No one-command install · Source | |
| 22 | 84.221 | stefanskiasan-azure-devopsmcp · github-vcs | Integrates Azure DevOps services, enabling access to work items, repositories, and pull requests for project management and development workflows. | 33 stars · 14 forks | No one-command install · Source | |
| 23 | 87.038 | preloopmcp · github-vcs | Event-driven automation platform that provides issue tracking and project management tools for GitHub, GitLab, and Jira integrations with… | 56 stars · 11 forks | No one-command install · Source | |
| 24 | 90.414 | nguyenvanduocit-all-in-one-devtoolsmcp · github-vcs | Juggles development tool integrations like Confluence, GitLab, Jira, and CLI scripts. | 107 stars · 12 forks | No one-command install · Source | |
| 25 | 90.611 | stackone-connectorsmcp · github-vcs | Monorepo containing MCP connectors for various third-party services like GitHub, Slack, Linear, Notion, and AWS with an automated testing framework… | 74 stars · 28 forks | No one-command install · Source | |
| 26 | 92.107 | freshtechbro-vibe-codermcp · github-vcs | Provides AI-assisted development tools for semantic routing, code generation, refactoring, and project management with intelligent request handling… | 101 stars · 30 forks | No one-command install · Source | |
| 27 | 95.408 | nulab-backlogmcp · github-vcs | Integrates with Backlog project management platform to enable direct management of projects, issues, wikis, git repositories, pull requests, and… | 235 stars · 69 forks | No one-command install · Source | |
| 28 | 97.903 | gitkrakenmcp · github-vcs | Git CLI with integrated MCP server for GitHub, GitLab, Bitbucket, Azure DevOps, and Jira | 452 stars · 356 forks | No one-command install · Source | |
| 29 | Unranked | mcpsystemmcp · github-vcs | A local runtime for persistent, isolated replicas of services such as GitHub, GitLab, Bitbucket, Jira, Linear, and YouTrack, providing MCP surfaces… | No signals yet | No one-command install · Source | |
| 30 | Unranked | sns45-dear-claudemcp · github-vcs | Spawns local Claude Code instances from GitHub, Linear, Jira, GitLab, Notion, and Obsidian when "Dear Claude" is mentioned. | No signals yet | No one-command install · Source | |
| 31 | Unranked | gh-board-mcpmcp · github-vcs | Manages GitHub Projects v2 as a personal kanban board, allowing you to create, move, and prioritize draft items without linking to real issues. | No signals yet | No one-command install · Source | |
| 32 | Unranked | developer-productivity-mcpmcp · github-vcs | Provides MCP tools for GitHub code search, Jira sprint status, pull request risk analysis, and project metrics, enabling agentic workflows for… | No signals yet | No one-command install · Source | |
| 33 | Unranked | mcp-error-handlermcp · github-vcs | Turns application errors into reviewed pull requests by automating root-cause analysis, Jira ticket creation, local and CI test gates, and GitHub PRs… | No signals yet | No one-command install · Source | |
| 34 | Unranked | softority-mcp-servermcp · github-vcs | Provides AI clients with safe, structured access to local filesystem, Git repositories, and project contexts, featuring file operations, git… | No signals yet | No one-command install · Source | |
| 35 | Unranked | second-brain-github-mcpmcp · github-vcs | A small, authenticated remote MCP server that lets an AI app safely read and write one GitHub repository, built for a second-brain / Obsidian vault… | No signals yet | No one-command install · Source | |
| 36 | Unranked | taskdoc-mcpmcp · github-vcs | Enables management of Kanban-backed task checkpoint documents in Obsidian, supporting task creation, querying, checkpoint commits, and rich block… | No signals yet | No one-command install · Source | |
| 37 | Unranked | jira-helpermcp · github-vcs | MCP server providing tools to read and write Jira Cloud issues, including a bridge to GitHub commits for tracing issues to code. | No signals yet | No one-command install · Source | |
| 38 | Unranked | github-pr-analyzer-mcp-servermcp · github-vcs | Fetches GitHub pull request details and saves reviews to Notion. | No signals yet | No one-command install · Source | |
| 39 | Unranked | toolchain-mcpmcp · github-vcs | Integrates development toolchain services (GitLab, Jira, Redmine, Mattermost, Harbor) and provides composite tools to query cross-system data with a… | No signals yet | No one-command install · Source | |
| 40 | Unranked | jira-github-mcp-servermcp · github-vcs | A modular MCP server integrating Jira and GitHub to automate developer workflows, enabling AI agents to manage issues, branches, commits, and pull… | No signals yet | No one-command install · Source | |
| 41 | Unranked | trello-cursor-dev-loopmcp · github-vcs | Enables human-in-the-loop AI development where Trello tickets drive analysis, implementation, commits, and board sync in Cursor. | No signals yet | No one-command install · Source | |
| 42 | Unranked | prodbeam-mcp-servermcp · github-vcs | Generates engineering intelligence reports (standups, weekly summaries, sprint retrospectives) from GitHub and Jira data, accessible via MCP clients… | No signals yet | No one-command install · Source | |
| 43 | Unranked | dotfiles-mcp-servermcp · github-vcs | Enables LLMs to access and execute custom automation scripts from a dotfiles repository, including tools for JIRA, GitHub, Jenkins, and code review. | No signals yet | No one-command install · Source | |
| 44 | Unranked | pr-description-skillmcp · github-vcs | MCP server that generates structured pull request descriptions from Jira tickets and git diffs, with secret scanning, clarification questions, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 45 | Unranked | vfa-khuongdv-backlogmcp · github-vcs | Comprehensive integration with Backlog project management platform for issue tracking, wikis, and version control. | 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.