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 | 97.922 | xing5-google-sheetsmcp · auth | Integrates with Google Drive and Google Sheets to create, read, update, and manage spreadsheets with support for both OAuth and service account… | 994 stars · 241 forks | No one-command install · Source | |
| 2 | 95.004 | jordanburke-redditmcp · auth | Integrates with Reddit's API to provide read and write access for fetching posts, comments, user profiles, subreddit information, searching content… | 239 stars · 41 forks | No one-command install · Source | |
| 3 | 91.647 | viberankcli · auth | A community-driven leaderboard tool that enables developers to visualize, track, and compete based on their Claude Code usage statistics. It features… | 115 stars · 18 forks | No one-command install · Source | |
| 4 | 83.925 | hellotinah-google-workspacemcp · auth | Integrates with Google Workspace to provide OAuth2-authenticated access to Sheets and Forms APIs for creating, reading, and managing spreadsheets and… | 36 stars · 10 forks | No one-command install · Source | |
| 5 | 83.587 | thoughtspotmcp · auth | OAuth-based analytics data querying from ThoughtSpot instances | 33 stars · 11 forks | No one-command install · Source | |
| 6 | 81.972 | appstore-connectmcp · auth | Integrates with Apple's App Store Connect API to provide direct access to iOS app sales reports, user analytics, app health metrics, beta testing… | 33 stars · 7 forks | No one-command install · Source | |
| 7 | 66.871 | pastehtml-dev-mcp-servermcp · auth | Enables agents to publish and manage HTML/Markdown pastes, folders, and paste configuration via Model Context Protocol, with OAuth-based… | 9 stars · 4 forks | No one-command install · Source | |
| 8 | 63.694 | sarahpark-google-search-consolemcp · auth | Read-only access to Google Search Console data including search analytics, URL inspection, and sitemap status via service account authentication. | 9 stars · 2 forks | No one-command install · Source | |
| 9 | 57.364 | google-sheetsmcp · auth | Integrates with Google Sheets to enable spreadsheet creation, editing, and formatting capabilities through specialized Python tools built with FastMCP… | 5 stars · 3 forks | No one-command install · Source | |
| 10 | 46.654 | snowflake-mcp-servermcp · auth | Provides secure, read-only access to Snowflake data warehouses, enabling AI assistants to explore schemas, write queries, and analyze data with SSO… | 5 stars | No one-command install · Source | |
| 11 | 38.412 | dinehq-feishumcp · auth | Reads Feishu (Lark) documents, spreadsheets, and bitables with OAuth2 user token authentication and automatic refresh. | 3 stars | No one-command install · Source | |
| 12 | 32.223 | alexey-pelykh-linkedctlmcp · auth | OAuth2 CLI and MCP integration for LinkedIn posting, comments, reactions, analytics, and organization management. | 2 stars | No one-command install · Source | |
| 12 | 32.223 | azure-query-mcpmcp · auth | Enables read-only querying of Azure Log Analytics and Azure Resource Graph through MCP, supporting KQL queries, workspace discovery, and resource… | 2 stars | No one-command install · Source | |
| 12 | 32.223 | rishipradeep-think41-drivemcp · auth | Integrates with Google Drive and Google Sheets to enable document searching, content reading, and spreadsheet manipulation through OAuth… | 2 stars | No one-command install · Source | |
| 15 | 29.013 | yourtrafficmcp · auth | Enables agents to access web analytics statistics via OAuth, providing a privacy-first, cookie-free analytics service. | 1 star · 1 fork | No one-command install · Source | |
| 16 | 23.374 | matihlabs-mcpmcp · auth | Connects AI clients to the Matih data platform, enabling SQL queries, table profiling, analytics, chart creation, and file uploads through MCP tools… | 1 fork | No one-command install · Source | |
| 17 | Unranked | data-agent-servicemcp · auth | Enables natural-language queries over data warehouses with catalog-grounded semantics and per-query authorization, returning answers with attached… | No signals yet | No one-command install · Source | |
| 18 | Unranked | postlakemcp · auth | Publish, schedule and read analytics across every major social network from one MCP server. Hosted, OAuth, 15+ tools, one normalised response shape. | No signals yet | No one-command install · Source | |
| 19 | Unranked | takiguchi-yu-google-workspacemcp · auth | Integrates with Google Sheets, Slides, and Drive for spreadsheet operations, presentation management, and file search via OAuth2. | No signals yet | No one-command install · Source | |
| 20 | Unranked | ga4-analytics-mcp-v3mcp · auth | Enables multiple independent Google OAuth connections for querying GA4 properties, with secure credential routing and operator isolation. | No signals yet | No one-command install · Source | |
| 21 | Unranked | mcp-gateway-prototypemcp · auth | A local MCP server for BigQuery that integrates Okta authentication and workload identity federation, enabling natural language queries and dataset… | No signals yet | No one-command install · Source | |
| 22 | Unranked | sideshift-mcp-for-cursormcp · auth | Official Cursor plugin enabling natural-language management of your SideShift company—discovering creators, managing campaigns and contracts… | No signals yet | No one-command install · Source | |
| 23 | Unranked | ga4-analytics-mcp-v2mcp · auth | Multi-operator Google Analytics 4 connector for Claude.ai Custom Connectors, hosted on Google Cloud Run, enabling authenticated GA4 reporting… | No signals yet | No one-command install · Source | |
| 24 | Unranked | hitstepsmcp · auth | Enables access to Hitsteps analytics and website operations through a remote MCP server, using OAuth for authentication and Streamable HTTP transport. | No signals yet | No one-command install · Source | |
| 25 | Unranked | snowflake-analytics-mcp-servermcp · auth | An MCP server for Snowflake that enables table discovery, metadata inspection, and SQL query execution through natural language, supporting password… | No signals yet | No one-command install · Source | |
| 26 | Unranked | google-analytics-mcp-for-coolifymcp · auth | Provides a secure FastMCP gateway to Google Analytics Admin and Data APIs, deployable on Coolify with OAuth protection and encrypted storage. | No signals yet | No one-command install · Source | |
| 27 | Unranked | feishu-access-bridgemcp · auth | Feishu Access Bridge enables reading Feishu (Lark) Wiki pages, documents, spreadsheets, and multi-dimensional tables. It supports user OAuth… | No signals yet | No one-command install · Source | |
| 28 | Unranked | flin-google-search-console-mcpmcp · auth | Read-only MCP server for Google Search Console, with browser-based OAuth flow and local token storage, enabling querying search analytics, site lists… | No signals yet | No one-command install · Source | |
| 29 | Unranked | picsee-short-linkmcp · auth | Official PicSee MCP server for creating short links. OAuth unlocks link management and click analytics; anonymous shortening is supported. | No signals yet | No one-command install · Source | |
| 30 | Unranked | open-feishu-mcp-servermcp · auth | Enables natural language interaction with Feishu (Lark) services, including documents, spreadsheets, and more, with zero configuration and OAuth… | No signals yet | No one-command install · Source | |
| 31 | Unranked | tubemind-secure-mcpmcp · auth | YouTube intelligence MCP server providing 18 tools for research, analytics, benchmarking, and content strategy, with OAuth2 and encrypted token… | No signals yet | No one-command install · Source | |
| 32 | Unranked | calllens-mcpmcp · auth | Enables LLM clients to answer identity-aware questions about customer calls using a multi-tenant B2B call analytics platform with role-based access. | No signals yet | No one-command install · Source | |
| 33 | Unranked | bigquery-readonly-mcpmcp · auth | Enables reading BigQuery data from ChatGPT using read-only SQL queries, with OAuth authentication and project-level access control. | No signals yet | No one-command install · Source | |
| 34 | Unranked | ushurbakiyevdavlat-linkedinmcp · auth | Manages LinkedIn profiles, publishes content, uploads media, and retrieves organizational and post analytics through OAuth-authenticated API… | No signals yet | No one-command install · Source | |
| 35 | Unranked | mcp-sputnikx-marketmcp · auth | Provides AI assistants with access to 22 tools for EU trade intelligence, customs analytics, salary data, agent identity, and commerce, integrating… | No signals yet | No one-command install · Source | |
| 36 | Unranked | devcyclemcp · auth | Integrates with DevCycle's feature flag platform to create, manage, and analyze feature flags, variables, and deployment configurations across… | No signals yet | No commit datelisted | No one-command install · Source |
| 37 | Unranked | mailersendmcp · auth | MailerSend integration for managing email campaigns, domain configuration, message scheduling, template creation, webhook setup, activity monitoring… | No signals yet | No commit datelisted | No one-command install · Source |
| 38 | Unranked | x-apiskill · auth | X/Twitter API integration for posting tweets, threads, reading timelines, search, and analytics. Covers OAuth auth patterns, rate limits, and… | No signals yet | No commit datelisted | armory install x-api --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.