Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | 96.4166 | megamemorymcp · ai-agents | An MCP server that lets coding agents build and query a persistent knowledge graph of concepts, architecture, and decisions, enabling them to remember… | 513 stars · 47 forks | No one-command install · Source | |
| 802 | 96.4136 | storybloqmcp · other | 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 | |
| 803 | 96.4104 | bwkyd-wechat-articlesmcp · browser | Extracts content from WeChat public account articles using browser automation and HTML parsing. | 448 stars · 59 forks | No one-command install · Source | |
| 804 | 96.4093 | ggozad-haiku-ragmcp · search | Agentic RAG system powered by LanceDB, Pydantic AI, and Docling | 587 stars · 41 forks | No one-command install · Source | |
| 805 | 96.4026 | freepeak-db-connectormcp · database | Enables direct interaction with MySQL and PostgreSQL databases through a Go-based connectivity layer that supports both local stdio and production SSE… | 417 stars · 65 forks | No one-command install · Source | |
| 806 | 96.3954 | abhiz123-todoist-mcp-servermcp · back-end | Create and manage tasks in Todoist through natural language. | 392 stars · 72 forks | No one-command install · Source | |
| 807 | 96.3916 | mhyrr-sketchupmcp · front-end | Integrates with Sketchup to enable AI-assisted 3D modeling through bidirectional communication, allowing creation, modification, and transformation of… | 396 stars · 68 forks | No one-command install · Source | |
| 808 | 96.3901 | gannonh-memento-mcpmcp · ai-agentsContributed by Sentinel | Memento MCP: A Knowledge Graph Memory System for LLMs | 424 stars · 63 forks | No one-command install · Source | |
| 809 | 96.3897 | sec-edgarmcp · other | Provides access to SEC EDGAR financial data through tools for retrieving company submissions, financial concepts, standardized facts, and XBRL frames… | 355 stars · 95 forks | No one-command install · Source | |
| 810 | 96.3858 | azure-ai-foundrymcp · devops | Integrates with Microsoft Azure AI Foundry to enable model deployment, experiment tracking, dataset management, and access to Azure's cognitive… | 259 stars · 120 forks | No one-command install · Source | |
| 811 | 96.3832 | figwrightmcp · front-end | Open-source, bidirectional Figma agent for MCP clients — a free alternative to Figma's Dev Mode MCP. Reads designs with high-fidelity grounding and… | 653 stars · 36 forks | No one-command install · Source | |
| 812 | 96.3794 | tencent-edgeone-pagesmcp · devops | Enables rapid deployment of HTML content to Tencent's EdgeOne Pages service with integrated Functions and KV store support for edge hosting | 433 stars · 60 forks | No one-command install · Source | |
| 813 | 96.3724 | kagisearch-kagimcp · search | Integrates Kagi's advanced search capabilities into workflows, enabling high-quality, privacy-focused web information retrieval for informed… | 503 stars · 46 forks | No one-command install · Source | |
| 814 | 96.3672 | pg-mcp-servermcp · database | A Model Context Protocol server for PostgreSQL databases that enables AI agents to connect, query, and explore multiple databases with schema… | 540 stars · 43 forks | No one-command install · Source | |
| 815 | 96.3652 | runekaagaard-alchemymcp · database | Integrates Claude Desktop with SQL databases using SQLAlchemy to enable direct querying, analysis, and exploration of data across many database… | 419 stars · 62 forks | No one-command install · Source | |
| 816 | 96.3432 | hyperb1iss-droidmindmcp · front-end | Enables control and interaction with Android devices through secure tools for device management, app installation, UI automation, file operations, and… | 433 stars · 57 forks | No one-command install · Source | |
| 817 | 96.3403 | ai-elara-code-context-enginemcp · search | Indexes codebases for AI semantic search, reducing token usage by up to 94% versus file re-reading. | 408 stars · 62 forks | No one-command install · Source | |
| 818 | 96.3363 | apache-dorismcp · database | Enables direct SQL query execution and metadata retrieval from Apache Doris databases without switching contexts. | 344 stars · 97 forks | No one-command install · Source | |
| 819 | 96.3354 | semantic-notes-vault-mcpmcp · search | Connects AI assistants to an Obsidian vault as a semantic knowledge graph, enabling graph navigation, semantic search, and content operations through… | 457 stars · 52 forks | No one-command install · Source | |
| 820 | 96.3268 | notebooklm-skillmcp · ai-agents | Bridges NotebookLM's research capabilities with Claude's content generation, enabling creation of notebooks, deep research queries, and structured… | 446 stars · 54 forks | No one-command install · Source | |
| 821 | 96.3222 | blurrah-graphqlmcp · back-end | Provides a GraphQL interface for querying and manipulating structured data from diverse GraphQL sources. | 407 stars · 61 forks | No one-command install · Source | |
| 822 | 96.3217 | planexemcp · ai-agents | Generate rough-draft project plans from natural-language prompts. | 398 stars · 63 forks | No one-command install · Source | |
| 823 | 96.3213 | ai-kline-mcp-servermcp · ai-agents | MCP server for A-share stock technical analysis and AI prediction, enabling LLM-based interaction to analyze stocks. | 344 stars · 95 forks | No one-command install · Source | |
| 824 | 96.3193 | dataforseomcp · back-end | Integrates with DataForSEO's SEO and marketing analytics APIs to provide direct access to search engine results, keyword research, content analysis… | 242 stars · 118 forks | No one-command install · Source | |
| 825 | 96.3155 | aahl-aktoolsmcp · other | Integrates with Chinese financial markets through akshare library to provide real-time and historical stock and cryptocurrency data with caching… | 393 stars · 64 forks | No one-command install · Source | |
| 826 | 96.3151 | dnakov-fridamcp · other | Enables dynamic instrumentation of mobile and desktop applications through Frida toolkit, providing capabilities for process management, device… | 428 stars · 56 forks | No one-command install · Source | |
| 827 | 96.3089 | claude-hubcli · github-vcs | A webhook service that connects Claude Code to GitHub repositories, enabling AI-powered code assistance directly through pull requests and issues… | 486 stars · 45 forks | No one-command install · Source | |
| 828 | 96.3071 | diivi-aseprite-mcpmcp · back-end | MCP server using the Aseprite API to create pixel art | 477 stars · 46 forks | No one-command install · Source | |
| 829 | 96.3059 | pyghidra-mcpmcp · ai-agents | Exposes Ghidra reverse engineering capabilities via MCP, enabling LLMs and agents to analyze binaries, decompile, search, and edit programs headlessly… | 421 stars · 57 forks | No one-command install · Source | |
| 830 | 96.2968 | joshrutkowski-applescriptmcp · other | Integrates AppleScript to enable natural language control of macOS applications and system functions. | 393 stars · 63 forks | No one-command install · Source | |
| 831 | 96.2940 | shinpr-local-ragmcp · search | Local RAG for semantic document search without external API calls. | 378 stars · 69 forks | No one-command install · Source | |
| 832 | 96.2927 | kleneway-awesome-cursormcp · front-end | Built for Cursor, integrates screenshot capture, web page structure analysis, and code review capabilities for automated UI testing, web scraping, and… | 337 stars · 97 forks | No one-command install · Source | |
| 833 | 96.2880 | daniel-steigman-software-planning-toolmcp · other | Guides developers through a structured, question-based approach to break down software goals into actionable implementation plans with detailed task… | 396 stars · 61 forks | No one-command install · Source | |
| 834 | 96.2769 | trading-skillsmcp · ai-agents | Provides 32 trading analysis tools for AI-powered market analysis, including real-time data, technical indicators, options Greeks, scanners, and… | 350 stars · 79 forks | No one-command install · Source | |
| 835 | 96.2715 | geli2001-shopifymcp · back-end | Bridges to the Shopify GraphQL Admin API, enabling product searches, customer information retrieval, order management, and inventory updates without… | 236 stars · 117 forks | No one-command install · Source | |
| 836 | 96.2680 | aartiq-servicenowmcp · front-end | Comprehensive ServiceNow platform integration with 400+ tools spanning ITSM, ITOM, HRSD, CSM, SecOps, GRC, Flow Designer, scripting, and… | 263 stars · 112 forks | No one-command install · Source | |
| 837 | 96.2655 | clawdcursormcp · ai-agents | The local MCP server that gives any AI agent safe desktop control. Provides 6 compact tools (computer, accessibility, window, system, browser, task)… | 399 stars · 58 forks | No one-command install · Source | |
| 838 | 96.2624 | enescinr-twitter-mcpmcp · back-end | Interact with X (Twitter) by posting tweets and searching for tweets through the X API. | 401 stars · 57 forks | No one-command install · Source | |
| 839 | 96.2574 | legal-data-huntermcp · search | Searches 18M+ legal documents worldwide including case law, legislation, and doctrine across 110+ countries. | 359 stars · 70 forks | No one-command install · Source | |
| 840 | 96.2562 | zapiermcp · back-end | Generate a dynamic MCP server that connects to any of your favorite 8000+ apps on Zapier. | 397 stars · 58 forks | No one-command install · Source | |
| 841 | 96.2561 | merozemory-ida-multimcp · ai-agents | Orchestrates multiple IDA Pro instances through a centralized registry system, enabling concurrent binary analysis across different samples with… | 407 stars · 56 forks | No one-command install · Source | |
| 842 | 96.2470 | drhelius-gearsystemmcp · back-end | Cross-platform Sega Master System, Game Gear, and SG-1000 emulator with embedded MCP server for AI-assisted debugging and hardware inspection. | 386 stars · 62 forks | No one-command install · Source | |
| 843 | 96.2435 | adhikasp-redditmcp · other | Integrates with Reddit to fetch and analyze posts, comments, and trends across subreddits for content curation and social media insights. | 423 stars · 53 forks | No one-command install · Source | |
| 844 | 96.2216 | rails-explorermcp · database | Enables AI models to explore and understand Rails projects by providing tools for file browsing, route inspection, model analysis, and database schema… | 571 stars · 36 forks | No one-command install · Source | |
| 845 | 96.2192 | snowflakemcp · database | Bridges AI applications with Snowflake's data platform for database interaction | 296 stars · 107 forks | No one-command install · Source | |
| 846 | 96.2168 | enrichmcpmcp · ai-agents | Turns your data model into a semantic layer for AI agents, automatically generating typed, discoverable tools with entity relationships and schema… | 644 stars · 32 forks | No one-command install · Source | |
| 847 | 96.2154 | claude-channel-weixinmcp · comms | Enables Claude Code to receive and reply to WeChat messages via the WeChat iLink Bot API, using long-polling without requiring a public webhook. | 567 stars · 36 forks | No one-command install · Source | |
| 848 | 96.2146 | beever-atlasmcp · comms | Turns team chat (Slack, Discord, MS Teams, Mattermost) into a living knowledge base - a typed knowledge graph plus auto-generated wiki - exposed to AI… | 443 stars · 47 forks | No one-command install · Source | |
| 849 | 96.2138 | superdesign-skillskill · front-endContributed by Sentinel | The design skill for Claude Code, Cursor and any coding agent. Stop shipping AI-slop UI: turn it into shippable, tasteful frontend. Install: npx… | 520 stars · 38 forks | No one-command install · Source | |
| 850 | 96.2075 | continuous-evaleval · ai-agents | Relari's modular evaluation library for LLM pipelines with deterministic + LLM-based metrics for RAG and agent workflows. | 517 stars · 38 forks | No one-command install · Source | |
| 851 | 96.2052 | baidu-mapsmcp · back-end | Integrates with Baidu Maps API for location-based operations including geocoding, route planning, and location search within the Baidu Maps ecosystem. | 440 stars · 47 forks | No one-command install · Source | |
| 852 | 96.2009 | jumodada-drissionpagemcp · browser | Provides browser automation capabilities through DrissionPage library for web scraping, form filling, UI testing, and automated browsing with… | 489 stars · 40 forks | No one-command install · Source | |
| 853 | 96.1994 | muvon-octocodemcp · search | AI-powered code indexer with semantic search and knowledge graphs. | 462 stars · 44 forks | No one-command install · Source | |
| 854 | 96.1993 | google-drive-mcp-servermcp · back-end | Enables management of Google Drive files, Docs, Sheets, Slides, and Calendar events through natural language using the MCP protocol. | 221 stars · 114 forks · 1 mention | No one-command install · Source | |
| 855 | 96.1909 | evalstate-mcp-hfspacemcp · back-end | MCP server that seamlessly integrates Hugging Face Spaces with AI assistants, enabling easy access to diverse AI models and tools without manual… | 387 stars · 57 forks | No one-command install · Source | |
| 856 | 96.1883 | hechtcarmel-jetbrains-index-mcp-pluginmcp · search | A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDE's indexing and refactoring capabilities (rename… | 348 stars · 69 forks | No one-command install · Source | |
| 857 | 96.1846 | strowk-kubernetesmcp · devops | Control and monitor K8s clusters for management and debugging. | 386 stars · 57 forks | No one-command install · Source | |
| 858 | 96.1818 | assafelovic-gpt-researchermcp · search | Enables real-time web research, information gathering, and report generation with tools for conducting deep research, quick searches, and… | 368 stars · 63 forks | No one-command install · Source | |
| 859 | 96.1799 | gemini-cli-extensions-julescli · ai-agentsContributed by Sentinel | A Gemini CLI extension that allows you to use the Gemini CLI to orchestrate the Jules asynchronous agent to perform coding tasks like bug fixing… | 414 stars · 50 forks · 5 mentions | No one-command install · Source | |
| 860 | 96.1770 | hugging-face-mcp-servermcp · back-end | Connects LLMs to the Hugging Face Hub and thousands of Gradio AI applications, enabling model interaction and search. | 299 stars · 104 forks | No one-command install · Source | |
| 861 | 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 | |
| 862 | 96.1713 | sysprog21-zhtw-lintingmcp · other | Enforces Taiwan Ministry of Education standards for Traditional Chinese text, catching Mainland Chinese regional drift in vocabulary, punctuation, and… | 467 stars · 42 forks | No one-command install · Source | |
| 863 | 96.1637 | korea-real-estate-mcpmcp · back-end | Connects to Korea's MOLIT real estate API to provide 14+ tools for live transaction data and financial scenarios like buy now, buy later, or invest… | 373 stars · 61 forks | No one-command install · Source | |
| 864 | 96.1631 | wmuxmcp · ai-agents | A native Windows terminal multiplexer with MCP bridge for AI agents, enabling browser automation, multi-agent coordination, and terminal control. | 366 stars · 62 forks | No one-command install · Source | |
| 865 | 96.1626 | ebook-mcpmcp · other | Enables natural language interaction with e-books, extracting metadata, table of contents, and chapter content from EPUB and PDF files. | 394 stars · 53 forks | No one-command install · Source | |
| 866 | 96.1591 | docforkmcp · back-end | Retrieves up-to-date documentation and code examples for any software library through the Docfork API, automatically selecting relevant libraries and… | 488 stars · 39 forks | No one-command install · Source | |
| 867 | 96.1570 | isaacphi-gdrivemcp · other | Integrates Google Drive and Sheets functionality for file operations and spreadsheet data manipulation. | 283 stars · 105 forks | No one-command install · Source | |
| 868 | 96.1480 | vfarcic-dot-aimcp · devops | Automates Kubernetes deployment workflows with intelligent resource discovery, intent-based recommendations, manifest generation, and deployment… | 336 stars · 74 forks | No one-command install · Source | |
| 869 | 96.1472 | firefox-devtools-mcpmcp · browser | Automates Firefox via WebDriver BiDi for browser control, including navigation, screenshot, network capture, and script execution, using natural… | 386 stars · 55 forks | No one-command install · Source | |
| 870 | 96.1417 | lyellr88-marmmcp · ai-agents | Persistent memory system with semantic search for AI agents | 340 stars · 69 forks | No one-command install · Source | |
| 871 | 96.1412 | mcp-server-12306mcp · back-end | Queries China's 12306 railway system for real-time train tickets, schedules, seat availability, pricing, and transfer routes with station fuzzy… | 376 stars · 58 forks | No one-command install · Source | |
| 872 | 96.1365 | postmanmcp · back-end | Connect AI agents, assistants, and chatbots directly to your APIs on Postman. | 311 stars · 84 forks | No one-command install · Source | |
| 873 | 96.1104 | ferdousbhai-investor-agentmcp · search | Provides real-time financial analysis tools leveraging market data from yfinance and CNN's Fear & Greed Index for investment research, portfolio… | 345 stars · 65 forks | No one-command install · Source | |
| 874 | 96.1100 | agentrecallmcp · ai-agents | MCP server for persistent, compounding memory that automatically captures corrections and insights across AI sessions, enabling agents to learn and… | 370 stars · 57 forks | No one-command install · Source | |
| 875 | 96.1051 | eyalzh-browser-controlmcp · browser | Enables browser automation through a Firefox extension for tab management, webpage content extraction, history searching, and text highlighting via… | 320 stars · 75 forks | No one-command install · Source | |
| 876 | 96.1037 | memstack-skillsmcp · database | Enables Claude Code with 127 professional skills for deployment, security, databases, content, marketing, and more, activating automatically when… | 423 stars · 45 forks | No one-command install · Source | |
| 876 | 96.1037 | mordavid-bloodhoundmcp · other | Integrates with BloodHound security tool to analyze Active Directory and Azure environments for attack paths, privilege escalation opportunities, and… | 375 stars · 56 forks | No one-command install · Source | |
| 878 | 96.0736 | wong2-mcp-climcp · back-end | CLI tool for testing MCP servers | 443 stars · 41 forks | No one-command install · Source | |
| 879 | 96.0694 | graphlitmcp · search | Integrates with the Graphlit platform to enable natural language processing tasks and data retrieval from the Graphlit ecosystem. | 379 stars · 53 forks | No one-command install · Source | |
| 880 | 96.0683 | onchainos-mcp-servermcp · back-end | Enables on-chain operations including token search, market data, wallet management, swap execution, and DApp interactions across 20+ blockchains. | 328 stars · 68 forks | No one-command install · Source | |
| 881 | 96.0572 | ai-team-osmcp · ai-agents | Turns Claude Code into a self-driving AI company with autonomous CEO, agent teams, and self-improvement capabilities. | 353 stars · 57 forks | No one-command install · Source | |
| 882 | 96.0454 | apollographql-graphqlmcp · back-end | Enables AI agents to interact with GraphQL APIs by exposing operations as tools, supporting both local schema files and Apollo GraphOS integration… | 308 stars · 74 forks | No one-command install · Source | |
| 883 | 96.0408 | ai-dashboad-flutter-skillmcp · other | AI E2E testing bridge for apps across 8 platforms with 40+ tools. | 363 stars · 54 forks | No one-command install · Source | |
| 884 | 96.0283 | f2c-figma-to-codemcp · front-end | Bridges Figma design files to code generation, enabling direct conversion of designs into HTML, CSS, and other assets with customizable output paths… | 411 stars · 43 forks | No one-command install · Source | |
| 885 | 96.0260 | quackbackio-quackbackmcp · ai-agents | Open-source customer feedback platform with built-in MCP server. Agents can search feedback, triage posts, update statuses, create and comment on… | 293 stars · 96 forks | No one-command install · Source | |
| 886 | 96.0249 | blockbench-mcpmcp · ai-agents | Enables AI agents to create and edit 3D models in Blockbench via the Model Context Protocol. | 386 stars · 47 forks | No one-command install · Source | |
| 887 | 96.0219 | telememmcp · ai-agents | Long-term and multimodal memory for AI agents. Store facts and conversations with add_memory, recall them with search_memories — 8 tools over… | 486 stars · 35 forks | No one-command install · Source | |
| 888 | 96.0215 | wegotdocs-open-mcpmcp · back-end | Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org | 367 stars · 52 forks | No one-command install · Source | |
| 889 | 96.0099 | okf-knowledge-agent-mcp-servermcp · ai-agents | An LLM-managed knowledge base following the Open Knowledge Format (OKF) v0.1 spec. Provides MCP tools: kb_query, kb_add, kb_update, kb_status over… | 306 stars · 71 forks | No one-command install · Source | |
| 890 | 96.0087 | bcefghj-smart-csmcp · ai-agents | Enterprise multi-agent customer service system using MCP for standardized tool interfaces across order queries, ticket management, and knowledge base… | 388 stars · 46 forks | No one-command install · Source | |
| 891 | 96.0074 | jerhadf-linear-mcp-servermcp · back-end | Track and manage issues via Linear's project management API. | 348 stars · 56 forks · 2 mentions | No one-command install · Source | |
| 892 | 96.0043 | chaindead-telegrammcp · observability | Bridges AI with Telegram to enable monitoring, organizing, and responding to messages through account access, dialog management, and conversation… | 345 stars · 57 forks | No one-command install · Source | |
| 893 | 96.0032 | pageindexmcp · search | Reasoning-based RAG system for analyzing long PDF documents | 383 stars · 47 forks | No one-command install · Source | |
| 894 | 96.0022 | apple-developer-documentationmcp · search | Provides seamless access to Apple Developer Documentation with smart search capabilities and wildcard pattern support for iOS, macOS, SwiftUI, and… | 632 stars · 28 forks | No one-command install · Source | |
| 895 | 96.0011 | dmontgomery40-deepseekmcp · comms | Integrates DeepSeek's language models, enabling AI-powered chat completions with customizable parameters for tasks like writing assistance and code… | 350 stars · 55 forks | No one-command install · Source | |
| 896 | 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 | |
| 897 | 95.9908 | claude-code-statuslineobservability · observability | Enhanced 4-line statusline for Claude Code with themes, cost tracking, and MCP server monitoring | 476 stars · 35 forks | No one-command install · Source | |
| 898 | 95.9887 | neuledge-contextmcp · search | Local-first documentation retrieval for coding agents with a community-driven registry of pre-built packages for popular libraries. | 388 stars · 45 forks | No one-command install · Source | |
| 899 | 95.9882 | formulahendry-spec-driven-developmentmcp · front-end | Provides three sequential prompts that guide software development from high-level requirements through EARS format documentation and design… | 437 stars · 39 forks | No one-command install · Source | |
| 900 | 95.9841 | open-accountantsmcp · other | AI tax computation skills for financial transaction classification and tax documentation across 134 countries. | 358 stars · 51 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.