Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1801 | 91.9240 | sirmews-apple-notes-mcpmcp · database | Access and search local Apple Notes databases. | 131 stars · 17 forks | No one-command install · Source | |
| 1802 | 91.9186 | cyberchitta-scrapling-fetchmcp · other | Enables AI to access text content from websites protected by bot detection mechanisms through three protection levels (basic, stealth, max-stealth)… | 113 stars · 21 forks | No one-command install · Source | |
| 1803 | 91.9178 | yahoo-mail-mcp-servermcp · back-end | Provides full email management for Yahoo Mail via IMAP, including listing, reading, searching, deleting, archiving, and flagging emails. | 21 stars · 66 forks | No one-command install · Source | |
| 1804 | 91.9111 | rsigmamcp · ai-agents | RSigma is a Rust detection-engineering toolkit for the Sigma standard. Its MCP server (rsigma mcp serve) exposes the toolchain to AI agents over stdio… | 136 stars · 16 forks | No one-command install · Source | |
| 1805 | 91.9083 | opencv-mcp-servermcp · back-end | Provides OpenCV computer vision capabilities for AI assistants, enabling image processing, object detection, face detection, and video analysis… | 111 stars · 22 forks | No one-command install · Source | |
| 1806 | 91.8925 | adspower-browser-managermcp · back-end | Enables AI-driven browser profile management through AdsPower's local API, providing tools for creating, updating, opening, and deleting browsers with… | 135 stars · 16 forks | No one-command install · Source | |
| 1807 | 91.8803 | fnewscrawlermcp · other | 已废弃的财经信息MCP服务，提供实时财经资讯，建议转向新项目OmniData。 | 110 stars · 22 forks | No one-command install · Source | |
| 1808 | 91.8794 | victorialogsmcp · observability | Provides a bridge between VictoriaLogs and language models for querying and analyzing log data, enabling DevOps teams to troubleshoot issues and… | 98 stars · 29 forks | No one-command install · Source | |
| 1809 | 91.8761 | oxylabs-web-scrapingmcp · browser | Integrates with Oxylabs web scraping services to extract, clean, and structure web content for real-time data analysis and monitoring workflows. | 104 stars · 25 forks | No one-command install · Source | |
| 1810 | 91.8747 | grahama1970-claude-codemcp · ai-agents | Enables AI to execute code, manage files, run Git operations, and perform terminal commands through a robust task orchestration system with… | 124 stars · 18 forks | No one-command install · Source | |
| 1811 | 91.8735 | health-record-mcpmcp · ai-agents | Connect to an EHR and make clinical data available via MCP | 85 stars · 36 forks | No one-command install · Source | |
| 1812 | 91.8688 | ruvnet-flow-nexusmcp · ai-agents | Cloud-powered agentic platform with multi-agent swarms, sandboxes, and workflow automation | 101 stars · 26 forks | No one-command install · Source | |
| 1813 | 91.8629 | kubeflow-mcp-servermcp · back-end | Enables AI agents to plan, submit, monitor, and manage Kubeflow training jobs through natural language, without needing to learn Kubernetes or the… | 41 stars · 45 forks | No one-command install · Source | |
| 1814 | 91.8628 | isaacwasserman-vega-lite-data-visualizationmcp · other | Create data visualizations using Vega-Lite syntax by saving data tables and generating charts. | 100 stars · 27 forks | No one-command install · Source | |
| 1815 | 91.8622 | tritlo-lspmcp · back-end | Bridges Language Server Protocol (LSP) servers with code intelligence features like hover information, completions, and diagnostics for accurate code… | 123 stars · 18 forks | No one-command install · Source | |
| 1816 | 91.8569 | smartbearmcp · observabilityalso listed as smartbear-mcp-server | Integrates SmartBear's testing and monitoring tools | 44 stars · 44 forks | No one-command install · Source | |
| 1818 | 91.8557 | crawl4ai-mcp-server-2mcp · ai-agents | A lightweight MCP server that exposes Crawl4AI web scraping and crawling capabilities as tools for AI agents, enabling single-page scraping and… | 107 stars · 23 forks | No one-command install · Source | |
| 1819 | 91.8533 | mcp-google-docmcp · ai-agents | MCP server that allows you to connect to Google Docs through Claude, enabling listing, reading, creating, updating, searching, and deleting documents. | 48 stars · 42 forks | No one-command install · Source | |
| 1820 | 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 | |
| 1821 | 91.8410 | avivsinai-langfuse-mcpmcp · observability | Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications. | 105 stars · 24 forks | No one-command install · Source | |
| 1822 | 91.8384 | slack-mcp-2mcp · comms | Enables AI assistants to interact with Slack workspaces, providing tools for reading messages, posting content, managing channels, and more. | 36 stars · 47 forks | No one-command install · Source | |
| 1822 | 91.8384 | effytech-freshservicemcp · other | Enable AI assistants to manage IT service tickets and operations by integrating directly with Freshservice. Automate ticket creation, updates, and… | 36 stars · 47 forks | No one-command install · Source | |
| 1824 | 91.8212 | purple-ai-mcp-servermcp · back-end | Enables MCP clients to interact with SentinelOne's cybersecurity platform for security analysis, threat investigation, and asset management through… | 95 stars · 30 forks | No one-command install · Source | |
| 1825 | 91.8210 | wxtsky-byobmcp · browser | Control your real Chrome browser through AI using the Chrome DevTools Protocol. | 132 stars · 16 forks | No one-command install · Source | |
| 1826 | 91.8179 | agentic-mcp-tools-owlexmcp · ai-agents | AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds | 139 stars · 15 forks | No one-command install · Source | |
| 1827 | 91.8129 | egcmcp · ai-agents | Local MCP runtime that gives persistent cross-session memory to 12 AI coding agents (Claude Code, Cursor, Codex, Gemini CLI, Windsurf, Amp, and more)… | 47 stars · 42 forks | No one-command install · Source | |
| 1828 | 91.8125 | agentphone-mcp-servermcp · back-end | Enables AI agents to manage phone numbers, send/receive SMS, and place voice calls through natural language, connecting to the phone network via the… | 121 stars · 18 forks | No one-command install · Source | |
| 1829 | 91.8004 | ida-promcp · back-end | Provides a bridge to IDA Pro for reverse engineering and binary analysis tasks through a remote control plugin that enables script execution… | 100 stars · 26 forks | No one-command install · Source | |
| 1830 | 91.7906 | gh-crisnahine-rails-ai-contextmcp · other | Auto-expose Rails app structure to AI assistants via MCP with zero-config introspection. | 156 stars · 13 forks | No one-command install · Source | |
| 1830 | 91.7906 | egoist-fetchmcp · other | Fetches web content and YouTube video transcripts, converting HTML to Markdown and extracting timestamps for reference in conversations. | 156 stars · 13 forks | No one-command install · Source | |
| 1832 | 91.7859 | chronulus-ai-forecastingmcp · back-end | Integrates with Chronulus AI's forecasting API to enable time series analysis, prediction generation, and visualization of forecasting data through… | 112 stars · 20 forks | No one-command install · Source | |
| 1833 | 91.7839 | kopfrechner-gitlab-mr-mcpmcp · github-vcs | Interact seamlessly with issues and merge requests of your GitLab projects. | 94 stars · 30 forks | No one-command install · Source | |
| 1834 | 91.7835 | 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 | |
| 1835 | 91.7744 | jabberwock-blend-aimcp · front-end | Comprehensive Blender integration with 161 tools across 24 domains for 3D modeling, animation, rendering, sculpting, physics, and scene management… | 137 stars · 15 forks | No one-command install · Source | |
| 1836 | 91.7619 | replica882-twitter-bridgemcp · browser | Connects to Twitter/X via browser automation with 19 tools for posting, searching, and managing interactions. | 130 stars · 16 forks | No one-command install · Source | |
| 1837 | 91.7561 | mrjoshuak-godoc-mcpmcp · other | Access Go package documentation and project structures. | 124 stars · 17 forks | No one-command install · Source | |
| 1838 | 91.7540 | janhms-needlemcp · back-end | Bridges Needle AI platform with MCP servers to enable advanced natural language processing and machine learning capabilities. | 102 stars · 24 forks | No one-command install · Source | |
| 1839 | 91.7529 | 1c-metacode-mcpmcp · other | MCP сервер с встроенным AI агентом для поиска по графу метаданных и кода конфигураций 1С | 93 stars · 31 forks | No one-command install · Source | |
| 1840 | 91.7407 | naver-openapimcp · back-end | Integrates with Naver's OpenAPI services to provide 14 different tools for Korean-language search capabilities, including blog, news, book, image, and… | 114 stars · 19 forks | No one-command install · Source | |
| 1841 | 91.7364 | feuerdev-google-keepmcp · back-end | Provides a bridge to Google Keep for searching, creating, updating, and deleting notes with safety features that restrict modifications to… | 94 stars · 29 forks | No one-command install · Source | |
| 1842 | 91.7357 | gh-yusong652-itasca-pfcmcp · other | Browse documentation, run simulations, and capture plots in ITASCA PFC discrete element software. | 164 stars · 12 forks | No one-command install · Source | |
| 1843 | 91.7287 | rive-editormcp · ai-agents | Connects the Rive Editor to enable automated creation of complex View Models, State Machines, Layouts, and Shapes through natural language prompts… | 27 stars · 54 forks | No one-command install · Source | |
| 1844 | 91.7171 | eric-tramel-slop-guardmcp · back-end | Rule-based prose linter that scores text 0-100 for formulaic AI writing patterns using compiled regex rules, with no LLM or API calls required. | 163 stars · 12 forks | No one-command install · Source | |
| 1845 | 91.7135 | getfounded-unified-tool-kitmcp · back-end | Provides a unified Docker-based server with over 100 integrated tools spanning file operations, web search, browser automation, data analysis, and… | 107 stars · 21 forks | No one-command install · Source | |
| 1846 | 91.7035 | hollobit-korean-national-assemblymcp · back-end | Queries the Korean National Assembly's open data API for legislative and parliamentary information. | 89 stars · 33 forks | No one-command install · Source | |
| 1847 | 91.6966 | jparkerweb-mcp-sqlitemcp · database | Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities. | 127 stars · 16 forks | No one-command install · Source | |
| 1848 | 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 | |
| 1848 | 91.6885 | thingsboardmcp · observability | Integrates with ThingsBoard IoT platform to manage devices, assets, customers, users, alarms, and telemetry data with edition-aware functionality that… | 98 stars · 26 forks | No one-command install · Source | |
| 1850 | 91.6874 | ruishu-mcpmcp · ai-agentsalso listed as xuange520-ruishu | An MCP server that bridges LLMs with dynamic real-world data by leveraging Chrome DevTools Protocol to intercept and reconstruct network traffic… | 88 stars · 34 forks | No one-command install · Source | |
| 1852 | 91.6833 | danilop-aws-lambdamcp · back-end | Enables LLMs to interact with AWS Lambda functions, providing access to private resources, AWS services, and Lambda's capabilities for data processing… | 109 stars · 20 forks | No one-command install · Source | |
| 1853 | 91.6792 | cognition-wheelmcp · ai-agents | Enables querying multiple AI models in parallel (Claude, Gemini, O3) and synthesizing their responses using anonymous analysis to reduce bias… | 193 stars · 10 forks | No one-command install · Source | |
| 1854 | 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 | |
| 1855 | 91.6732 | line-oa-mcp-ultimatemcp · ai-agents | Operate your LINE Official Account from any AI agent through natural language. | 96 stars · 27 forks | No one-command install · Source | |
| 1856 | 91.6706 | sudowealth-schwabmcp · other | Access Charles Schwab accounts, trading data, and real-time market information. | 72 stars · 36 forks | No one-command install · Source | |
| 1857 | 91.6677 | 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 | |
| 1858 | 91.6668 | tanaikech-google-workspace-automationmcp · comms | Integrates with Google Workspace services through Google Apps Script Web Apps to automate Gmail, Calendar, Drive, Docs, Sheets, Slides, and Forms… | 106 stars · 21 forks | No one-command install · Source | |
| 1859 | 91.6664 | skill-retrieval-mcpmcp · search | Enables AI agents to search and retrieve over 89K skills on-demand at runtime, eliminating the need to manually install skills upfront. | 116 stars · 18 forks | No one-command install · Source | |
| 1860 | 91.6647 | yantrikdb-mcpmcp · ai-agents | MCP server providing cognitive memory tools (remember, recall, think, etc.) for AI agents, enabling forgetting, consolidation, and contradiction… | 172 stars · 11 forks | No one-command install · Source | |
| 1861 | 91.6630 | hechtcarmel-jetbrains-debugger-mcp-pluginmcp · back-end | A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger. | 101 stars · 23 forks | No one-command install · Source | |
| 1862 | 91.6580 | khromov-svelte-llmmcp · front-end | Provides Svelte 5 and SvelteKit documentation access with automated content syncing from the official repository, offering both raw and AI-optimized… | 160 stars · 12 forks | No one-command install · Source | |
| 1863 | 91.6504 | officemcp-officemcp · browser | Enables AI to automate Microsoft Office applications (Word, Excel, PowerPoint, and more) through COM interfaces in Windows, providing tools for… | 119 stars · 17 forks | No one-command install · Source | |
| 1864 | 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 | |
| 1865 | 91.6333 | kuzumcp · database | Bridge to Kuzu graph databases. Enables LLMs to inspect database schemas and execute queries. | 42 stars · 42 forks | No one-command install · Source | |
| 1866 | 91.6260 | prefect-mcp-servermcp · back-end | An MCP server for interacting with Prefect resources, enabling AI assistants to monitor, manage, and debug workflows. | 52 stars · 39 forks | No one-command install · Source | |
| 1867 | 91.6156 | lazy-dinosaur-ccxt-crypto-tradingmcp · observability | Bridges the CCXT cryptocurrency trading library with natural language interfaces, enabling monitoring, analysis, and trading operations across 100+… | 93 stars · 28 forks | No one-command install · Source | |
| 1867 | 91.6156 | quantgeekdev-coincap-mcpmcp · auth | Access cryptocurrency price data without authentication. | 93 stars · 28 forks | No one-command install · Source | |
| 1869 | 91.6127 | haonanalex-mgmt-paper-skillsmcp · back-end | Monorepo of MCP servers for Chinese academic research workflows including NSFC data, academic search, and financial data. | 123 stars · 16 forks | No one-command install · Source | |
| 1870 | 91.6126 | alchemyplatform-blockchain-apimcp · back-end | Integrates with Alchemy's blockchain APIs to enable querying token prices, NFT ownership, transaction history, and token balances across multiple… | 88 stars · 32 forks | No one-command install · Source | |
| 1870 | 91.6126 | felipfr-linkedinmcp · search | Integrates with LinkedIn's API to enable profile searches, job posting retrieval, and messaging capabilities for recruitment workflows and… | 88 stars · 32 forks | No one-command install · Source | |
| 1872 | 91.6116 | fantasy-football-mcp-servermcp · back-end | AI-powered Yahoo Fantasy Football assistant for lineup optimization, draft strategy, and league management with player enhancement and multi-league… | 69 stars · 36 forks | No one-command install · Source | |
| 1873 | 91.6079 | legion-databasemcp · database | Enables natural language querying and management of multiple database types (PostgreSQL, MySQL, SQL Server, BigQuery) for data analysis, business… | 94 stars · 27 forks | No one-command install · Source | |
| 1874 | 91.6071 | cap-js-mcp-servermcp · back-end | MCP server for SAP CAP that enables AI-assisted development by searching CDS model definitions and CAP documentation. | 110 stars · 19 forks | No one-command install · Source | |
| 1875 | 91.6042 | robotmcpmcp · back-end | RobotMCP is a comprehensive Model Context Protocol (MCP) server that bridges the gap between human language and Robot Framework automation. It enables… | 113 stars · 18 forks | No one-command install · Source | |
| 1876 | 91.5943 | ahrefsmcp · back-end | Integrates with Ahrefs' SEO and marketing APIs to provide rank tracking, keyword research, batch analysis, search volume data, and competitor insights… | 101 stars · 22 forks | No one-command install · Source | |
| 1877 | 91.5886 | automateyournetwork-pyats-network-automationmcp · observability | Provides a containerized bridge between AI and Cisco network devices through the pyATS automation framework, enabling device configuration… | 83 stars · 34 forks | No one-command install · Source | |
| 1878 | 91.5838 | nguyenvanduocit-jiramcp · back-end | Integrates with the Jira API to enable searching, creating, updating, and transitioning issues through conversational interactions, streamlining… | 97 stars · 25 forks | No one-command install · Source | |
| 1879 | 91.5792 | kryptosai-mcp-observatorymcp · ai-agents | Regression testing for MCP servers. Auto-discovers servers from Claude configs, checks capabilities, invokes tools, detects schema drift between… | 146 stars · 13 forks | No one-command install · Source | |
| 1880 | 91.5725 | theailanguage-terminalmcp · front-end | Enables execution of shell commands within a designated workspace directory, capturing both standard output and error streams for file operations… | 89 stars · 30 forks | No one-command install · Source | |
| 1881 | 91.5723 | native-devtools-mcpmcp · browser | Gives AI agents and MCP clients direct control over native desktop apps, Chrome/Electron browsers, and Android devices with screenshots, OCR… | 128 stars · 15 forks | No one-command install · Source | |
| 1882 | 91.5638 | deepl-translatormcp · other | Integrates with DeepL to provide high-quality text translation and rephrasing between numerous languages with formality controls for supported… | 112 stars · 18 forks | No one-command install · Source | |
| 1883 | 91.5461 | buildkitemcp · observability | Integrates with Buildkite's CI/CD platform, enabling access to pipeline details, build information, job logs, artifacts, and user data for monitoring… | 53 stars · 38 forks | No one-command install · Source | |
| 1884 | 91.5434 | devantler-tech-ksailmcp · devops | SDK for creating, managing, and operating Kubernetes clusters and workloads. | 165 stars · 11 forks | No one-command install · Source | |
| 1885 | 91.5333 | 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 | |
| 1886 | 91.5307 | unmodeled-tyler-vessel-browsermcp · browser | 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 | |
| 1887 | 91.5292 | scryer-mcpmcp · ai-agents | Enables AI agents to read, modify, and build from architecture models, keeping the model as the source of truth for intent and synchronized with code. | 115 stars · 17 forks | No one-command install · Source | |
| 1888 | 91.5264 | engramxmcp · github-vcs | One install. 8 IDEs. Your agent works from a structural map of your repo instead of re-reading whole files — so sessions run longer before the context… | 142 stars · 13 forks | No one-command install · Source | |
| 1889 | 91.5207 | graphiti-mcp-servermcp · back-end | This MCP server extracts entities and relationships from text and stores them in Neo4j, supporting multiple isolated knowledge graph projects that… | 101 stars · 21 forks | No one-command install · Source | |
| 1890 | 91.5154 | kunwarvivek-github-project-managermcp · github-vcs | Integrates with GitHub Projects V2 to enable natural language management of project boards, issues, milestones, and sprints. | 95 stars · 25 forks | No one-command install · Source | |
| 1890 | 91.5154 | strangelove-ventures-web3-blockchain-interfacemcp · other | Unifies interactions with multiple blockchains like Solana and Ethereum, enabling cross-chain operations such as balance checks and token transfers. | 95 stars · 25 forks | No one-command install · Source | |
| 1892 | 91.5119 | mcptube-visionmcp · other | Transforms YouTube videos into a persistent, structured knowledge base using transcripts and visual frame analysis, enabling knowledge compounding and… | 154 stars · 12 forks | No one-command install · Source | |
| 1893 | 91.4903 | elleryfamilia-terminalmcp · other | Provides direct access to a headless terminal emulator with tools for typing text, sending special keys, reading output, and capturing terminal state… | 132 stars · 14 forks | No one-command install · Source | |
| 1893 | 91.4903 | sysplantmcp · back-end | Generates syscall code (C, C++, Rust, NIM) using various hooking methods, and includes an MCP server for AI assistants to produce syscall stubs. | 132 stars · 14 forks | No one-command install · Source | |
| 1895 | 91.4697 | felores-airtablemcp · back-end | Airtable MCP server enables AI assistants to programmatically manage Airtable bases, tables, fields, and records through a simplified interface to the… | 75 stars · 34 forks | No one-command install · Source | |
| 1896 | 91.4623 | gh-clemensv-avrotizemcp · other | Schema conversion and schema-driven code generation across formats. | 131 stars · 14 forks | No one-command install · Source | |
| 1897 | 91.4452 | powerpoint-mcp-servermcp · front-end | Enables PowerPoint automation on Windows, including template-based creation, real-time editing, LaTeX equations, animations, and multimodal slide… | 112 stars · 17 forks | No one-command install · Source | |
| 1898 | 91.4284 | agntcy-identityidentity · ai-agents | Use when agents, MCP servers and multi-agent systems all need issued identities that another party can verify. | 101 stars · 20 forks | No one-command install · Source | |
| 1898 | 91.4284 | tuncer-memory-bankmcp · search | Structured documentation system that generates and maintains interconnected Markdown documents capturing project knowledge from high-level goals to… | 101 stars · 20 forks | No one-command install · Source | |
| 1900 | 91.4166 | rashidazarang-airtablemcp · database | Integrates with Airtable to enable database operations like listing bases, browsing tables, and performing CRUD operations on records directly within… | 88 stars · 28 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.