Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2501 | 87.3372 | izumisy-pluggable-knowledge-graphmcp · search | Provides a pluggable knowledge graph memory server for flexible storage and retrieval within compatible systems, offering enhanced customization… | 59 stars · 11 forks | No one-command install · Source | |
| 2501 | 87.3372 | alicankiraz1-n8nmcp · observability | Integrates with n8n workflow automation platform to enable complete workflow lifecycle management including creation, modification, activation… | 59 stars · 11 forks | No one-command install · Source | |
| 2501 | 87.3372 | blpapi-mcpmcp · other | Enables access to Bloomberg financial data via MCP, requiring a Bloomberg Terminal. | 59 stars · 11 forks | No one-command install · Source | |
| 2504 | 87.3357 | antonytm-sitecoremcp · otheralso listed as mcp-sitecore-server | Enables AI interaction with Sitecore CMS instances | 48 stars · 18 forks | No one-command install · Source | |
| 2506 | 87.3299 | gnucash-mcpmcp · payments | Full double-entry accounting on local GnuCash books: transactions (single and batch), invoices and bills, budgets, investment lots, scheduled… | 62 stars · 10 forks | No one-command install · Source | |
| 2506 | 87.3299 | supadatamcp · browser | Integrates with Supadata's web scraping and video transcription services to extract content from web pages into Markdown format, map website URLs for… | 62 stars · 10 forks | No one-command install · Source | |
| 2506 | 87.3299 | warpdev-hubmcp · back-end | Centralizes multiple MCP servers into a unified hub, enabling seamless tool discovery and routing across specialized servers for complex workflows… | 62 stars · 10 forks | No one-command install · Source | |
| 2506 | 87.3299 | martin-mcp-toolboxmcp · search | A multi-modal AI toolbox based on Model Context Protocol, integrating Zhipu GLM, Pollinations.AI, SiYuan Notes, and Perplexity web search to enable… | 62 stars · 10 forks | No one-command install · Source | |
| 2506 | 87.3299 | rinadelph-domain-researchmcp · search | Provides domain research capabilities through multiple free APIs for domain availability checks, WHOIS lookups via RDAP protocol, DNS record… | 62 stars · 10 forks | No one-command install · Source | |
| 2511 | 87.3287 | alibaba-dataworksmcp · back-end | Exports Alibaba Cloud DataWorks Open API tools for dynamic project management and data workflow interactions using TypeScript and Zod for robust… | 50 stars · 16 forks | No one-command install · Source | |
| 2511 | 87.3287 | duhlink-instagram-analyticsmcp · back-end | Integrates with Instagram's API and web scraping tools to enable social media analytics, account management, and content strategy insights. | 50 stars · 16 forks | No one-command install · Source | |
| 2513 | 87.3174 | growthbook-feature-flagsmcp · search | Enables AI to manage feature flags, experiments, environments, and SDK connections in GrowthBook, providing tools for searching documentation… | 23 stars · 24 forks | No one-command install · Source | |
| 2514 | 87.3163 | quarkus-agent-mcpmcp · search | Creates, manages, and debugs Quarkus applications with lifecycle control, extension skills, and semantic documentation search. | 51 stars · 15 forks | No one-command install · Source | |
| 2514 | 87.3163 | paddle-billingmcp · back-end | Enables developers to manage billing operations using natural language commands, streamlining financial API interactions for SaaS businesses. | 51 stars · 15 forks | No one-command install · Source | |
| 2516 | 87.3099 | goplausible-algorandmcp · devops | Provides a robust toolkit for Algorand blockchain interactions, enabling AI agents to create accounts, manage assets, deploy smart contracts, and… | 44 stars · 20 forks | No one-command install · Source | |
| 2517 | 87.3015 | rafaljanicki-x-twittermcp · back-end | Provides a bridge between Twitter's API and conversational interfaces, enabling comprehensive platform interaction including profile management, tweet… | 35 stars · 21 forks | No one-command install · Source | |
| 2518 | 87.2983 | norman-financemcp · back-end | Enables interaction with the Norman Finance API, offering access to accounting, invoices, companies, clients, taxes, and more. | 54 stars · 13 forks | No one-command install · Source | |
| 2518 | 87.2983 | guimatheus92-mcp-video-analyzermcp · back-end | MCP server for video analysis — extracts transcripts, key frames, OCR text, and annotated timelines from video URLs. Supports Loom and direct video… | 54 stars · 13 forks | No one-command install · Source | |
| 2518 | 87.2983 | zen-mcp-server-npx-wrappermcp · ai-agents | Gives Claude access to multiple AI models (Gemini, OpenAI, OpenRouter, Ollama) for enhanced development capabilities like code review, debugging, and… | 54 stars · 13 forks | No one-command install · Source | |
| 2521 | 87.2866 | danvega-coursesmcp · back-end | Lightweight Spring Boot server for retrieving and searching course details from Dan Vega's YouTube tutorials, providing easy access to educational… | 16 stars · 27 forks | No one-command install · Source | |
| 2522 | 87.2508 | semaphoreui-mcp-servermcp · back-end | Enables AI assistants to interact with SemaphoreUI for managing and running Ansible automation tasks through natural language commands. | 78 stars · 7 forks | No one-command install · Source | |
| 2523 | 87.2503 | triliumnext-mcpmcp · back-end | A Model Context Protocol (MCP) server for interacting with TriliumNext via its ETAPI. Enables LLMs to create, read, update, and organize notes… | 65 stars · 9 forks | No one-command install · Source | |
| 2524 | 87.2463 | fortigate-mcp-servermcp · back-end | A production-ready MCP server for managing FortiGate firewalls, enabling AI assistants to manage firewall policies, network objects, routing, and… | 34 stars · 21 forks | No one-command install · Source | |
| 2525 | 87.2408 | uuuuzz-unreal-engine-bridgemcp · other | Native C++ Unreal Engine 5.6+ plugin exposing the Unreal Editor to AI clients over Streamable HTTP. | 58 stars · 11 forks | No one-command install · Source | |
| 2525 | 87.2408 | hugoduncan-clojure-replmcp · other | Exposes Clojure REPL functionality over SSE transport, enabling remote code execution and interactive data analysis. | 58 stars · 11 forks | No one-command install · Source | |
| 2525 | 87.2408 | alekspetrov-documentation-managermcp · back-end | Enables AI interaction with markdown documentation files through a SQL-like query format for creating, reading, updating, and searching documentation… | 58 stars · 11 forks | No one-command install · Source | |
| 2525 | 87.2408 | dfinke-powershell-execmcp · back-end | Enables real-time execution of PowerShell scripts through a lightweight Python server, bridging AI tools with PowerShell functionality for data… | 58 stars · 11 forks | No one-command install · Source | |
| 2525 | 87.2408 | gus-narea-daipendencymcp · back-end | Extracts public API documentation from a library and outputs it in an LLM-friendly format. | 58 stars · 11 forks | No one-command install · Source | |
| 2530 | 87.2406 | ilyagusev-academiamcp · other | Integrates with ArXiv, ACL Anthology, Semantic Scholar, and Hugging Face datasets to enable scientific literature discovery, citation analysis, LaTeX… | 90 stars · 6 forks | No one-command install · Source | |
| 2531 | 87.2367 | kimlawtech-korean-contractsmcp · back-end | Privacy-preserving Korean contract generation and review tool that masks PII before processing with Claude, then restores original values locally. | 61 stars · 10 forks | No one-command install · Source | |
| 2532 | 87.2360 | telegram-channel-explorermcp · comms | Enables access to Telegram channels and messages for searching content by keywords, listing available channels, retrieving specific messages, and… | 42 stars · 20 forks | No one-command install · Source | |
| 2533 | 87.2232 | memtomemmcp · ai-agents | Markdown-first long-term memory for AI coding agents, enabling hybrid search over local files via MCP tools. | 13 stars · 29 forks | No one-command install · Source | |
| 2534 | 87.2172 | adsmcp-tiktok-adsmcp · back-end | Integrates with TikTok's Business API to provide campaign management, performance analytics, creative asset handling, audience targeting, and… | 48 stars · 17 forks | No one-command install · Source | |
| 2534 | 87.2172 | prathammanocha-wordpress-managermcp · back-end | Enables AI to manage WordPress sites by providing tools for creating and updating posts, managing users, and retrieving content through authenticated… | 48 stars · 17 forks | No one-command install · Source | |
| 2534 | 87.2172 | nighttrek-serper-searchmcp · back-end | Integrates with Serper API to provide web search capabilities through standard Google search and Deep Research tools that break complex queries into… | 48 stars · 17 forks | No one-command install · Source | |
| 2537 | 87.2051 | particlefuture-1mcpservermcp · back-end | Automatically discovers, configures, and manages other MCP servers through intelligent search and vector similarity matching, eliminating manual setup… | 53 stars · 13 forks | No one-command install · Source | |
| 2538 | 87.2010 | kazuph-fetchmcp · other | Integrates web scraping and image processing capabilities to fetch, extract, and optimize web content. | 41 stars · 20 forks | No one-command install · Source | |
| 2539 | 87.1980 | steve228uk-metro-mcpmcp · front-end | React Native and Expo runtime debugging, inspection, and automation via Metro and Chrome DevTools Protocol. | 77 stars · 7 forks | No one-command install · Source | |
| 2540 | 87.1601 | dtkmn-zapmcp · ai-agents | Exposes OWASP ZAP web security scanning capabilities to AI agents via MCP for guided security assessments. | 64 stars · 9 forks | No one-command install · Source | |
| 2540 | 87.1601 | shredgineer-archive-agentmcp · search | Semantic file tracker with OCR capabilities that indexes documents using vector search and natural language processing to enable intelligent querying… | 64 stars · 9 forks | No one-command install · Source | |
| 2540 | 87.1601 | martingeidobler-android-device-controlmcp · front-end | Control Android emulators and devices via ADB with screenshot capture and UI automation. | 64 stars · 9 forks | No one-command install · Source | |
| 2540 | 87.1601 | pylegifrance-legifrancemcp · database | Provides access to French legal documents and legislation from the Legifrance database for legal research, compliance work, and understanding… | 64 stars · 9 forks | No one-command install · Source | |
| 2544 | 87.1599 | aravindev-inkscapemcp · database | Controls Inkscape vector graphics editor via D-Bus and CLI with tools for file conversion, path operations, image analysis, and gradient manipulation. | 70 stars · 8 forks | No one-command install · Source | |
| 2544 | 87.1599 | uk0-web-search-fastmcp · search | High-performance web search from Google, Bing, and DuckDuckGo with structured output. | 70 stars · 8 forks | No one-command install · Source | |
| 2546 | 87.1513 | johanli233-python-sandboxmcp · back-end | Provides a secure sandbox environment for executing Python code within isolated Docker containers, enabling safe code testing with resource limits… | 40 stars · 20 forks | No one-command install · Source | |
| 2547 | 87.1389 | plumb-plumb-mcpmcp · front-end | AI-native design engineering platform that converts Figma or live websites into a semantic design graph for code generation, and generates Figma… | 76 stars · 7 forks | No one-command install · Source | |
| 2547 | 87.1389 | gdal-mcpmcp · ai-agents | Exposes GDAL/Rasterio operations to AI agents with a reflection middleware that requires structured justification before executing operations whose… | 76 stars · 7 forks | No one-command install · Source | |
| 2549 | 87.1379 | mcpcapmcp · back-end | A modular Python MCP server for analyzing PCAP files. It provides stateless tools for DNS, DHCP, ICMP, TCP, SIP, and capture info analysis, supporting… | 51 stars · 14 forks | No one-command install · Source | |
| 2549 | 87.1379 | ida-script-mcpmcp · back-end | Executes IDAPython scripts in IDA Pro through any MCP-compatible AI assistant, enabling AI-powered binary analysis with full access to IDA's API. | 51 stars · 14 forks | No one-command install · Source | |
| 2549 | 87.1379 | ccnn2509-seo-aimcp · back-end | Integrates with Google Ads Keyword Planner API to enable SEO research, SERP analysis, and competitor analysis through a Node.js Express server… | 51 stars · 14 forks | No one-command install · Source | |
| 2549 | 87.1379 | financial-modeling-prep-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides tools, resources, and prompts for financial analysis using the Financial Modeling Prep API. | 51 stars · 14 forks | No one-command install · Source | |
| 2553 | 87.1372 | mapbox-developer-mcp-servermcp · back-end | Enables AI assistants to interact with Mapbox developer APIs for style management, token management, and local processing tasks like GeoJSON preview… | 60 stars · 10 forks | No one-command install · Source | |
| 2554 | 87.1289 | umeiko-umeko-serialmcp · observability | Connects AI assistants to microcontrollers and embedded devices via serial port with a built-in web monitoring dashboard. | 57 stars · 11 forks | No one-command install · Source | |
| 2554 | 87.1289 | ppt-mcpmcp · ai-agents | An MCP server that provides real-time control of Microsoft PowerPoint via COM automation, enabling AI agents to create and edit presentations with 155… | 57 stars · 11 forks | No one-command install · Source | |
| 2556 | 87.1101 | linxule-music-studiomcp · other | Creative music composition tool with multi-instrument playback, style presets, visual sheet music, and ABC notation support. | 69 stars · 8 forks | No one-command install · Source | |
| 2556 | 87.1101 | soulmcp · ai-agents | Gives AI agents persistent memory, handoffs, and shared context across sessions, enabling seamless continuity and multi-agent collaboration. | 69 stars · 8 forks | No one-command install · Source | |
| 2558 | 87.1056 | bggmcp · other | Access BoardGameGeek game data, user collections, and profiles | 52 stars · 13 forks | No one-command install · Source | |
| 2558 | 87.1056 | korean-patent-mcp-kiprismcp · back-end | MCP server that enables searching Korean patents, trademarks, and designs via KIPRIS Plus open APIs. Supports keyword, advanced, applicant, and… | 52 stars · 13 forks | No one-command install · Source | |
| 2558 | 87.1056 | atomicchonk-roadrecon-analyzermcp · other | Exposes Azure AD security data collected by ROADrecon for analyzing tenant security posture, identifying privileged users, evaluating MFA status… | 52 stars · 13 forks | No one-command install · Source | |
| 2561 | 87.1055 | ros2-mcpmcp · ai-agents | MCP server for AI agents to inspect and control ROS2 graphs, enabling topic listing, node info, service calls, parameter management, and pub/echo… | 11 stars · 31 forks | No one-command install · Source | |
| 2562 | 87.0907 | train-in-silencemcp · ai-agents | Enables users to describe their LLM fine-tuning job once and get the cheapest, fastest, and most balanced GPU options across a dozen cloud providers… | 104 stars · 5 forks | No one-command install · Source | |
| 2563 | 87.0862 | mcp-workspacemcp · other | Enables AI assistants to perform file system operations within a specified project directory, including reading, writing, editing, and managing files… | 48 stars · 16 forks | No one-command install · Source | |
| 2564 | 87.0725 | algovate-xiaohongshumcp · auth | Integrates with XiaoHongShu (Little Red Book) through browser automation to enable authentication, content discovery, social interaction, and… | 54 stars · 12 forks | No one-command install · Source | |
| 2564 | 87.0725 | emekaokoye-rdf-explorermcp · back-end | Enables conversational exploration and analysis of RDF Knowledge Graphs through SPARQL queries, full-text search, and visualization tools in both… | 54 stars · 12 forks | No one-command install · Source | |
| 2566 | 87.0643 | mitsuhiko-playwrightessmcp · browser | Provides a persistent Playwright evaluation environment through a single JavaScript execution tool that maintains browser, context, and page state… | 75 stars · 7 forks | No one-command install · Source | |
| 2567 | 87.0638 | zoharbabin-web-researchermcp · back-end | Web search, content extraction, and multi-source research MCP server with eight specialized tools and multiple search backend support. | 63 stars · 9 forks | No one-command install · Source | |
| 2568 | 87.0555 | alexatnordnet-google-custom-searchmcp · search | Integrates the Google Custom Search API to enable web searches for retrieving and analyzing online content. | 47 stars · 17 forks | No one-command install · Source | |
| 2568 | 87.0555 | coze-mcp-servermcp · back-end | A Model Context Protocol server that provides Coze resources and tools for managing workspaces, bots, and conversations. | 47 stars · 17 forks | No one-command install · Source | |
| 2570 | 87.0387 | 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 | |
| 2570 | 87.0387 | mcp-vector-searchmcp · database | A CLI-first semantic code search tool with MCP integration for AI assistants, enabling semantic search, AST-aware parsing, and code analysis across 13… | 56 stars · 11 forks | No one-command install · Source | |
| 2572 | 87.0377 | imprvhub-mcp-domain-availabilitymcp · back-end | A Model Context Protocol (MCP) server that enables Claude Desktop to check domain availability across 50+ TLDs. Features DNS/WHOIS verification, bulk… | 59 stars · 10 forks | No one-command install · Source | |
| 2572 | 87.0377 | bh-rat-context-awesomemcp · ai-agents | MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent. | 59 stars · 10 forks | No one-command install · Source | |
| 2572 | 87.0377 | da-okazaki-neo4jmcp · database | Integrates with Neo4j graph databases to enable natural language querying, node creation, and complex graph operations for knowledge exploration and… | 59 stars · 10 forks | No one-command install · Source | |
| 2575 | 87.0323 | dynoxidemcp · database | A DynamoDB-compatible database engine (Rust, SQLite-backed) whose MCP server exposes 34 DynamoDB tools: tables, items, query/scan, batch… | 85 stars · 6 forks | No one-command install · Source | |
| 2576 | 87.0200 | venice-mcp-servermcp · back-end | Provides 31 tools and 3 resources to access Venice's uncensored AI models for chat, image, video, audio, music, and more, enabling any MCP host to… | 68 stars · 8 forks | No one-command install · Source | |
| 2576 | 87.0200 | tan-yong-sheng-triliumnext-notesmcp · search | Integrates with TriliumNext Notes for creating, retrieving, updating, searching, and deleting notes through conversation, enabling seamless knowledge… | 68 stars · 8 forks | No one-command install · Source | |
| 2578 | 86.9980 | psycharch-minimax-toolsmcp · back-end | Integrates with Minimax's AI services to provide image generation and text-to-speech capabilities through a Node.js server, enabling editors to access… | 50 stars · 14 forks | No one-command install · Source | |
| 2578 | 86.9980 | anjor-coinmarket-mcp-servermcp · back-end | Access real-time cryptocurrency data from CoinMarketCap. | 50 stars · 14 forks | No one-command install · Source | |
| 2578 | 86.9980 | hannesj-openapi-schemamcp · back-end | Transforms OpenAPI specifications into YAML-formatted tools for exploring API paths, operations, parameters, schemas, and security definitions… | 50 stars · 14 forks | No one-command install · Source | |
| 2581 | 86.9866 | yap-tiktok-video-discoverymcp · search | Automates TikTok video discovery through hashtag searches and trending content retrieval with anti-detection measures for content analysis and social… | 74 stars · 7 forks | No one-command install · Source | |
| 2582 | 86.9792 | jeanibarz-knowledge-base-retrievalmcp · database | Integrates with knowledge bases to enable efficient content retrieval and vectorization for question answering and information retrieval tasks | 53 stars · 12 forks | No one-command install · Source | |
| 2582 | 86.9792 | mcp-remotemcp · auth | Bridge that lets stdio-only MCP clients connect to remote MCP servers with OAuth and other auth support, enabling local clients to use remote… | 53 stars · 12 forks | No one-command install · Source | |
| 2582 | 86.9792 | mrexodia-user-feedbackmcp · other | Enable a human-in-the-loop workflow in tools like Cline and Cursor. | 53 stars · 12 forks | No one-command install · Source | |
| 2585 | 86.9595 | mudler-multi-tool-suitemcp · search | Integrates with DuckDuckGo search API, goweather.xyz weather service, and file-based storage through three containerized Go services to provide web… | 51 stars · 13 forks | No one-command install · Source | |
| 2585 | 86.9595 | metoro-mcp-servermcp · observability | MCP server enabling AI assistants to query and analyze Kubernetes telemetry data collected via eBPF instrumentation for observability and… | 51 stars · 13 forks | No one-command install · Source | |
| 2587 | 86.9545 | taislymcp · ai-agents | AI agent social media posting for short-form video. Taisly Agent Kit is a JSON-first SDK, CLI, Agent Skill, and MCP server that lets AI agents… | 219 stars · 3 forks | No one-command install · Source | |
| 2588 | 86.9518 | esamcp · other | Manage posts, comments, categories, tags, and team members on the esa.io documentation sharing platform. | 62 stars · 9 forks | No one-command install · Source | |
| 2588 | 86.9518 | byungsookang-atom-of-thoughtsmcp · other | Enables structured problem-solving by breaking down complex tasks into atomic thought units for step-by-step reasoning and solution development | 62 stars · 9 forks | No one-command install · Source | |
| 2590 | 86.9455 | revitmcpmcp · back-end | A pyRevit extension and Python server that enables AI clients to interact with a live Autodesk Revit session through tools for project info, view… | 55 stars · 11 forks | No one-command install · Source | |
| 2591 | 86.9413 | peta-coremcp · ai-agents | A production-ready MCP gateway and control plane that provides credential vault, policy engine, audit logging, and managed runtime for routing tool… | 58 stars · 10 forks | No one-command install · Source | |
| 2591 | 86.9413 | mcp-fracteramcp · devops | Zero-Ops deploy of a private AI coding workspace to your own VPS, straight from your AI chat. Registers the user, recommends a VPS, and runs and… | 58 stars · 10 forks | No one-command install · Source | |
| 2591 | 86.9413 | takumi0706-google-calendar8068mcp · auth | Integrates with Google Calendar to enable retrieving, creating, updating, and deleting calendar events through OAuth2 authentication and local token… | 58 stars · 10 forks | No one-command install · Source | |
| 2591 | 86.9413 | upnorthmedia-screenshotmcp · browser | Captures website screenshots using Puppeteer browser automation with full-page and element-specific targeting, device presets, and intelligent wait… | 58 stars · 10 forks | No one-command install · Source | |
| 2591 | 86.9413 | trend-pulsemcp · ai-agents | MCP server for trend-pulse, an agentic trend intelligence platform that fetches and analyzes trending topics from 37 sources, provides search… | 58 stars · 10 forks | No one-command install · Source | |
| 2591 | 86.9413 | thirdstrandstudio-tool-chainermcp · ai-agents | Chains multiple MCP tools together in sequence, passing results between tools without sending large intermediate data back to the LLM, reducing token… | 58 stars · 10 forks | No one-command install · Source | |
| 2597 | 86.9339 | fast-mcp-telegrammcp · back-endalso listed as leshchenko1979-telegram | Fast MCP Telegram — Production-grade Telegram MCP server with direct MTProto API, multi-user ACL, dual transport (stdio + HTTP SSE), voice… | 48 stars · 15 forks | armory install fast-mcp-telegram --cli claude | |
| 2597 | 86.9339 | scrivener-mcp-servermcp · back-end | Enables Claude AI to seamlessly interact with Scrivener projects for document management, AI-powered content analysis, and advanced writing… | 48 stars · 15 forks | No one-command install · Source | |
| 2597 | 86.9339 | actual-mcp-servermcp · back-end | MCP server that connects AI assistants to Actual Budget for budget management, enabling natural language queries, transaction creation, and spending… | 48 stars · 15 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.