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 | 99.9580 | tmuxcli · auth | Terminal multiplexer — persistent sessions, split panes, detach and reattach. | 48,975 stars · 2,865 forks · 5 mentions · passed install test | No one-command install · Source | |
| 2 | 99.7442 | coinbase-agentkitcli · auth | Coinbase AgentKit — gives an agent an onchain wallet and the actions to use it. | 1,294 stars · 799 forks · passed install test | No one-command install · Source | |
| 3 | 99.5461 | stripe-link-clicli · auth | Lets an agent pay with Stripe Link on your behalf — you approve, credentials stay hidden. | 796 stars · 122 forks · passed install test | No one-command install · Source | |
| 4 | 99.4746 | workos-auth-mdcli · authContributed by Sentinel | An open protocol that lets agents register for services on behalf of users — discoverable through a Markdown file at your domain. | 613 stars · 52 forks · 2 mentions · passed install test | No one-command install · Source | |
| 5 | 98.9680 | aipotheosis-labs-acimcp · auth | Connects your AI agents to 600+ tool integrations with multi-tenant auth and granular permissions. | 4,888 stars · 483 forks | No one-command install · Source | |
| 6 | 98.7633 | metorial-metorialmcp · auth | 🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included | 3,355 stars · 364 forks | No one-command install · Source | |
| 7 | 98.4537 | korotovsky-slack-conversationsmcp · auth | Bridges AI with Slack's messaging platform, enabling access to conversation history from channels through secure authentication and flexible transport… | 1,808 stars · 366 forks | No one-command install · Source | |
| 8 | 98.1832 | cc-sessionscli · auth | An opinionated approach to productive development with Claude Code | 1,551 stars · 191 forks | No one-command install · Source | |
| 9 | 98.1340 | cortexkit-magic-contextmemory · auth | Use when a long coding session keeps losing its earlier context and you want that handled automatically. | 2,044 stars · 106 forks | No one-command install · Source | |
| 10 | 98.1315 | nspady-google-calendarmcp · auth | Integrates with Google Calendar to enable natural language querying, event creation, and calendar management using the Google Calendar API and OAuth… | 1,179 stars · 327 forks | No one-command install · Source | |
| 11 | 98.1127 | nictuku-meta-adsmcp · auth | Provides a bridge to Facebook's Marketing API for analyzing ad campaigns, reviewing creatives, and monitoring metrics through secure OAuth… | 1,225 stars · 271 forks | No one-command install · Source | |
| 12 | 97.9223 | 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 | |
| 13 | 97.7803 | colab-mcpmcp · auth | Bridges a local agent to a Colab session in the browser, enabling seamless interaction with Colab from local clients. | 916 stars · 184 forks | No one-command install · Source | |
| 14 | 97.7556 | langchain-mcpdocmcp · auth | Provides AI systems with access to documentation from llms.txt files by fetching and parsing content from specified URLs, enabling seamless… | 1,032 stars · 129 forks | No one-command install · Source | |
| 15 | 97.5896 | gh05tcrew-metasploit-frameworkmcp · auth | Provides a secure interface to Metasploit Framework's penetration testing capabilities, enabling exploit execution, payload generation, session… | 732 stars · 207 forks | No one-command install · Source | |
| 16 | 97.5288 | lvcidpsyche-auto-browsermcp · auth | Open-source MCP-native browser agent with human takeover via noVNC, reusable auth profiles, and approval/audit rails. Playwright + FastAPI… | 793 stars · 137 forks | No one-command install · Source | |
| 17 | 97.4970 | opentabs-dev-opentabsmcp · auth | Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated browser session. 100+… | 926 stars · 89 forks | No one-command install · Source | |
| 18 | 97.4562 | irinabuht12-oss-google-meta-ads-ga4mcp · auth | Manage Google Ads, Meta Ads, and Google Analytics 4 from AI assistants with 250+ tools and OAuth 2.1 authentication. | 1,294 stars · 58 forks | No one-command install · Source | |
| 19 | 97.4039 | reddit-buddymcp · auth | Provides clean access to Reddit's public API through specialized tools for browsing subreddits, searching content, retrieving posts with comments… | 809 stars · 98 forks | No one-command install · Source | |
| 20 | 97.1090 | xero-accountingmcp · auth | Provides a bridge to the Xero accounting API, enabling financial data interactions and accounting operations through OAuth2 custom connections for… | 358 stars · 180 forks | No one-command install · Source | |
| 21 | 96.9083 | marcelmarais-spotifymcp · auth | Integrates with Spotify to enable music playback control, playlist management, and track searching through OAuth authentication and a lightweight… | 443 stars · 143 forks | No one-command install · Source | |
| 22 | 96.4136 | storybloqmcp · auth | Enables AI coding assistants to persist and manage project context across sessions, including tickets, roadmap, handovers, and lessons learned, via a… | 699 stars · 35 forks | No one-command install · Source | |
| 23 | 96.1731 | jacepark12-ticktickmcp · auth | Integrates with TickTick task management API for creating, reading, updating, and deleting tasks and projects with OAuth2 authentication and secure… | 298 stars · 104 forks | No one-command install · Source | |
| 24 | 95.9957 | claudexormcp · auth | MCP control plane for Claude Code, Codex, Cursor, and OpenCode. Supports opt-in quota-aware rotation across multiple native Claude Code or Codex… | 427 stars · 40 forks | No one-command install · Source | |
| 25 | 95.8008 | inditextech-teamsmcp · auth | Integrates with Microsoft Teams to enable reading messages, creating threads, replying to messages, and mentioning team members through Azure bot… | 394 stars · 37 forks | No one-command install · Source | |
| 26 | 95.7824 | agntcy-oasfidentity · auth | Use when agents must describe themselves to other systems in a common schema so they can be catalogued, discovered and verified. | 332 stars · 47 forks | No one-command install · Source | |
| 27 | 95.7368 | nckgnd-tmuxmcp · auth | Interact with and view tmux session content. | 300 stars · 55 forks | No one-command install · Source | |
| 28 | 95.6379 | atomic-mail-agenticmcp · auth | Read and write email through the Atomic Mail from an AI agent. Handles proof-of-work authentication and JMAP so the agent thinks in JMAP method calls… | 264 stars · 66 forks | No one-command install · Source | |
| 29 | 95.6016 | crowdstrike-falconmcp · auth | Connect with the CrowdStrike Falcon platform for intelligent security analysis, providing programmatic access to detections, incidents, behaviors… | 243 stars · 80 forks | No one-command install · Source | |
| 30 | 95.4784 | grafbase-nexusmcp · auth | AI gateway that aggregates multiple MCP servers and LLM providers through a unified HTTP interface with JWT authentication, rate limiting, and tool… | 435 stars · 27 forks | No one-command install · Source | |
| 31 | 95.3034 | cdp-bridgemcp · auth | Connects MCP clients to real browser sessions via a Chromium plugin, enabling LLMs to read, scan, automate, and navigate web pages using the user's… | 296 stars · 37 forks | No one-command install · Source | |
| 32 | 95.1648 | gmail-mcp-server-artymclabin-forkmcp · auth | Lean Gmail MCP server with auto authentication, attachments, thread operations, filter management, and configurable OAuth scopes. Actively maintained… | 231 stars · 55 forks | No one-command install · Source | |
| 33 | 95.1641 | raiansar-claude-gemini-collaborationmcp · auth | Enables Claude to collaborate with Google's Gemini AI through question answering, configurable code review, and brainstorming sessions for multi-model… | 250 stars · 43 forks | No one-command install · Source | |
| 34 | 95.0041 | 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 | |
| 35 | 94.8733 | jamsusmaximus-trainingpeaksmcp · auth | Integrates with TrainingPeaks through cookie-based authentication to access workout data, personal records, and fitness metrics for endurance sports… | 150 stars · 69 forks | No one-command install · Source | |
| 36 | 94.6006 | strudel-live-codingmcp · auth | Provides direct control over Strudel.cc for live coding music generation through browser automation, offering 40+ tools for pattern creation, music… | 236 stars · 31 forks | No one-command install · Source | |
| 37 | 94.4487 | foundry-vttmcp · auth | Connects Claude Desktop with Foundry Virtual Tabletop game sessions through Socket.IO to provide access to live character sheets, scene data… | 66 stars · 81 forks | No one-command install · Source | |
| 38 | 94.3906 | roomi-fields-notebooklmmcp · auth | Integrates with Google NotebookLM through browser automation to enable document analysis, question answering, and notebook library management with… | 171 stars · 53 forks | No one-command install · Source | |
| 39 | 94.2849 | jimprosser-obsidian-webmcp · auth | Remote Obsidian vault access over HTTPS with OAuth 2.0 authentication and Cloudflare Tunnel security. | 165 stars · 53 forks | No one-command install · Source | |
| 40 | 94.2028 | eliasbiondo-linkedinmcp · auth | Extracts LinkedIn profile data, company information, and job postings through browser automation with authenticated sessions and configurable section… | 182 stars · 37 forks | No one-command install · Source | |
| 41 | 94.1626 | huccihuang-bilibili-searchmcp · auth | Enables search across Bilibili's Chinese video platform through a lightweight FastMCP interface that retrieves video content, user information, and… | 190 stars · 33 forks | No one-command install · Source | |
| 42 | 94.1066 | alexei-led-aws-climcp · auth | Provides a lightweight bridge to AWS CLI, enabling command documentation retrieval and execution with Unix pipe support using existing AWS credentials… | 185 stars · 33 forks | No one-command install · Source | |
| 43 | 94.0281 | firstdatamcp · auth | Curated knowledge base of global authoritative primary data sources with intelligent search for finding official portals, government data, and… | 182 stars · 32 forks | No one-command install · Source | |
| 44 | 93.9593 | character-card-spec-v2identity · auth | Use when reading or writing the character-card files that the roleplay-agent ecosystem actually ships, including the PNG-embedded variant. | 188 stars · 29 forks | Stale | No one-command install · Source |
| 45 | 93.8917 | armorwallet-cryptomcp · auth | Enables direct blockchain operations, crypto trading, and wallet management through the Armor Wallet API with JWT authentication and detailed logging… | 179 stars · 30 forks | No one-command install · Source | |
| 46 | 93.8444 | cloudflare-web-bot-authidentity · auth | Use when a website has to be able to tell that a request really came from your agent and not from someone impersonating it. | 157 stars · 40 forks | No one-command install · Source | |
| 47 | 93.7350 | gomarble-google-adsmcp · auth | Integrates with Google Ads API to list accounts, execute GAQL queries, and generate keyword ideas with search volume and competition metrics through… | 142 stars · 48 forks | No one-command install · Source | |
| 48 | 93.6581 | adancurusul-embedded-debuggermcp · auth | Provides hardware debugging capabilities for ARM Cortex-M and RISC-V microcontrollers through probe-rs integration, supporting popular debug probes… | 171 stars · 28 forks | No one-command install · Source | |
| 49 | 93.5539 | recallcli · auth | Full-text search your Claude Code sessions. Run `recall` in terminal, type to search, Enter to resume. Alternative to `claude --resume`. | 197 stars · 21 forks | No one-command install · Source | |
| 50 | 93.5189 | e2a-mcpmcp · auth | Authenticated email service MCP for AI agents. | 184 stars · 23 forks | No one-command install · Source | |
| 51 | 93.3512 | luyike221-xiaohongshumcp · auth | Automates Xiaohongshu (Little Red Book) interactions through browser automation with persistent cookie-based authentication for social media content… | 144 stars · 33 forks | No one-command install · Source | |
| 52 | 92.9814 | claude-historianmcp · auth | Provides intelligent search capabilities across Claude Code conversation history with specialized tools for conversation search, file context… | 178 stars · 18 forks | No one-command install · Source | |
| 53 | 92.7403 | miromcp · auth | Connect AI coding tools to Miro boards for diagram generation, code creation, and visual collaboration through OAuth-secured access. | 155 stars · 20 forks | No one-command install · Source | |
| 54 | 92.7335 | aikts-yandex-trackermcp · auth | Integrates with Yandex Tracker for comprehensive issue management, queue operations, user management, and project data access with OAuth 2.0… | 113 stars · 36 forks | No one-command install · Source | |
| 55 | 92.7016 | highflame-ai-zeroididentity · auth | Use when a fleet of autonomous agents needs issued identities with a lifecycle — created, rotated and revoked. | 163 stars · 18 forks | No one-command install · Source | |
| 56 | 92.6999 | jdez427-claude-ipcmcp · auth | Enables secure inter-process communication between multiple AI instances running on the same machine through TCP socket-based message brokering… | 133 stars · 25 forks | No one-command install · Source | |
| 57 | 92.6571 | qzclimcp · auth | Enables managing OpenI platform resources (login, query nodes, submit jobs, view logs) via natural language in Claude or Codex, following a… | 123 stars · 28 forks | No one-command install · Source | |
| 58 | 92.6146 | datahillmcp · auth | Enables interactive data analysis using a real IPython kernel with session management, supporting CSV/Excel/JSON loading, code execution, and variable… | 159 stars · 18 forks | No one-command install · Source | |
| 59 | 92.5889 | cexll-codex-climcp · auth | Bridges OpenAI's Codex CLI with structured command execution, brainstorming sessions, and chunked response delivery for code analysis, automated… | 179 stars · 15 forks | No one-command install · Source | |
| 60 | 92.5638 | illuminaresolutions-n8nmcp · auth | Bridges Claude with n8n automation workflows, enabling direct creation, execution, and management of workflows, credentials, and enterprise features… | 119 stars · 28 forks | No one-command install · Source | |
| 61 | 92.3881 | zencoderai-slackmcp · auth | Integrates with Slack workspaces to enable complete messaging operations including channel management, message posting, thread replies, reactions, and… | 75 stars · 41 forks | No one-command install · Source | |
| 62 | 92.2405 | nirholas-three-wsmcp · auth | 3D AI agent platform for browsers with avatar management, LLM integration, on-chain identity, and OAuth 2.1 MCP access. | 108 stars · 28 forks | No one-command install · Source | |
| 63 | 92.2195 | salesforce-platformmcp · auth | Provides secure access to Salesforce CRM data, invocable actions, analytics, and industry cloud features through 11 hosted remote server types with… | 133 stars · 19 forks | No one-command install · Source | |
| 64 | 92.1549 | ubie-slackmcp · auth | Enables AI interaction with Slack workspaces through nine tools for channel management, messaging, user profiles, and reactions using both Bot and… | 110 stars · 26 forks | No one-command install · Source | |
| 65 | 91.9685 | howardzhangdqs-wechat-botmcp · auth | Enables AI agents to send and receive WeChat messages through QR code authentication and long-polling message retrieval. | 108 stars · 24 forks | No one-command install · Source | |
| 66 | 91.8530 | elyxlz-microsoft-365mcp · auth | Integrates with Microsoft 365 services including Outlook, Calendar, OneDrive, and Contacts to enable email management, calendar operations, file… | 56 stars · 40 forks | No one-command install · Source | |
| 67 | 91.6885 | agentmail-to-agentmail-toolkitidentity · auth | Use when an agent needs its own email address so people and systems can reach it, and it can act on what arrives. | 98 stars · 26 forks | No one-command install · Source | |
| 68 | 91.6778 | fr0ster-sap-abap-adtmcp · auth | Full CRUD access to SAP ABAP repositories via ADT for on-premise ECC/S4HANA and BTP ABAP Cloud systems with JWT/XSUAA and service-key authentication. | 94 stars · 28 forks | No one-command install · Source | |
| 69 | 91.6477 | 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 | |
| 70 | 91.6156 | quantgeekdev-coincap-mcpmcp · auth | Access cryptocurrency price data without authentication. | 93 stars · 28 forks | No one-command install · Source | |
| 71 | 91.5307 | unmodeled-tyler-vessel-browsermcp · auth | Open-source browser runtime for persistent web agents on Linux with MCP control, named sessions, and human-in-the-loop supervision. | 134 stars · 14 forks | No one-command install · Source | |
| 72 | 91.3990 | naptha-http-oauth-auth0mcp · auth | Provides secure OAuth 2.0 authentication for MCP implementations with flexible token storage and horizontal scalability through Auth0 integration. | 107 stars · 18 forks | No one-command install · Source | |
| 73 | 91.1996 | mcp-gemini-assistantmcp · auth | Enables Claude Code to consult Gemini for complex coding problems with session management, file attachments, and conversation persistence. | 105 stars · 17 forks | No one-command install · Source | |
| 74 | 91.1944 | adancurusul-serial-portmcp · auth | Enables serial port communication with embedded devices and hardware through configurable connection parameters, multiple data encodings, and session… | 89 stars · 24 forks | No one-command install · Source | |
| 75 | 91.0668 | patdolitse-engrammcp · auth | Provides a persistent identity layer for AI tools with tools for user profiles, lessons, and decisions. | 157 stars · 10 forks | No one-command install · Source | |
| 76 | 91.0606 | 8ensmith-open-librarymcp · auth | Search and retrieve book and author information from the Internet Archive's Open Library | 91 stars · 21 forks | No one-command install · Source | |
| 77 | 90.9074 | the-momentum-fhir-healthcaremcp · auth | Integrates with FHIR healthcare systems and medical document repositories to provide natural language access to electronic health records, clinical… | 98 stars · 17 forks | No one-command install · Source | |
| 78 | 90.6403 | haasonsaas-deep-code-reasoningmcp · auth | Enables intelligent routing between Claude and Google's Gemini AI for complementary code analysis, leveraging Gemini's 1M token context window for… | 107 stars · 13 forks | No one-command install · Source | |
| 79 | 90.5209 | cupofowls-krogermcp · auth | Integrates with Kroger's grocery shopping API to enable store location management, product search with pricing and aisle information, cart operations… | 70 stars · 29 forks | No one-command install · Source | |
| 80 | 90.3727 | julia-mcpmcp · auth | Enables AI assistants to execute Julia code efficiently with persistent sessions, avoiding startup costs and maintaining state across calls. | 85 stars · 17 forks | No one-command install · Source | |
| 80 | 90.3727 | khengyun-notebooklmmcp · auth | Automates Google NotebookLM interactions through browser automation using Selenium, enabling chat message sending, AI response retrieval, notebook… | 85 stars · 17 forks | No one-command install · Source | |
| 82 | 90.2471 | character-card-spec-v3identity · auth | Use when authoring an agent persona against the current character-card standard, with lorebooks, assets and decorators. | 109 stars · 11 forks | Stale | No one-command install · Source |
| 83 | 90.1875 | baryhuang-headless-gmailmcp · auth | Enables headless Gmail access by separating credential storage from implementation, allowing clients to complete OAuth flows independently and pass… | 55 stars · 29 forks | No one-command install · Source | |
| 84 | 90.0414 | pinkpixel-mem0-autonomous-memorymcp · auth | Provides autonomous memory capabilities for storing, retrieving, and utilizing conversation information across sessions, with automatic extraction and… | 98 stars · 12 forks | No one-command install · Source | |
| 85 | 90.0120 | iceener-spotify-streamablemcp · auth | Integrates with Spotify's Web API through OAuth 2.1 authentication to provide music control and discovery capabilities including searching catalogs… | 79 stars · 17 forks | No one-command install · Source | |
| 86 | 89.9110 | ztxtxwd-open-feishu-mcp-servermcp · auth | A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu… | 85 stars · 14 forks | No one-command install · Source | |
| 87 | 89.7784 | memory-bankmcp · auth | Provides a structured documentation system for preserving context in complex projects through templates, project summaries, and consistent knowledge… | 77 stars · 16 forks | No one-command install · Source | |
| 88 | 89.7144 | wechat-official-accountmcp · auth | Integrates with WeChat Official Account API to enable OAuth authentication, draft article creation, media upload and management, and direct publishing… | 64 stars · 26 forks | No one-command install · Source | |
| 89 | 89.3462 | cchistorycli · auth | Like the shell history command, but for your Claude Code sessions: lists every Bash or Bash-mode command Claude Code ran in a session. | 137 stars · 7 forks | No one-command install · Source | |
| 90 | 89.2850 | kuudoai-amazon-adsmcp · auth | Integrates with Amazon Advertising API to enable campaign management, performance reporting, profile handling, and DSP operations with pluggable… | 67 stars · 18 forks | No one-command install · Source | |
| 91 | 89.0741 | non-dirty-imap-emailmcp · auth | Provides robust email interaction capabilities through IMAP, enabling advanced email retrieval, searching, and management with first-class support for… | 59 stars · 24 forks | No one-command install · Source | |
| 92 | 89.0032 | htlin222-openevidencemcp · auth | Queries the OpenEvidence medical evidence platform using browser cookie authentication. | 71 stars · 14 forks | No one-command install · Source | |
| 93 | 88.9724 | infisical-secrets-managementmcp · auth | Provides a secure bridge to the Infisical secrets management platform, enabling operations like creating, updating, and retrieving secrets without… | 61 stars · 20 forks | No one-command install · Source | |
| 94 | 88.9130 | remnusmcp · auth | Notion-like workspace of pages and customizable databases with a remote MCP server (OAuth 2.1 + PKCE, scoped read/write tokens, full audit log). 14… | 70 stars · 14 forks | No one-command install · Source | |
| 95 | 88.7734 | text2go-ai-humanizermcp · auth | Integrates multiple AI text detection services to analyze content authenticity, writing style, and potential plagiarism. | 59 stars · 20 forks | No one-command install · Source | |
| 96 | 88.7656 | jkoelker-schwabmcp · auth | Bridges Claude with Schwab API for accessing financial account information, stock quotes, and transaction history through OAuth authentication and… | 60 stars · 19 forks | No one-command install · Source | |
| 97 | 88.7311 | incomestreamsurfer-roo-code-memory-bankmcp · auth | Implements a file-based project context management system that maintains persistent memory across sessions through structured markdown files for… | 57 stars · 22 forks | No one-command install · Source | |
| 98 | 88.6835 | agentrhq-authsomeidentity · auth | Use when agents must stay logged in to third-party services without ever seeing your credentials. | 87 stars · 9 forks | No one-command install · Source | |
| 99 | 88.6731 | gebruder-wirkenidentity · auth | Use when autonomous agents need one gateway that holds their credentials, isolates them per channel, and logs every session. | 171 stars · 5 forks | No one-command install · Source | |
| 100 | 88.5989 | iceener-linear-streamablemcp · auth | Integrates with Linear project management platform using OAuth2 authentication to provide comprehensive issue, project, team, comment, and cycle… | 71 stars · 12 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.