Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2301 | 88.2523 | anwerj-youtube-uploadermcp · auth | Provides OAuth2-authenticated YouTube video uploading with automatic token management, channel retrieval, and comprehensive metadata configuration for… | 52 stars · 22 forks | No one-command install · Source | |
| 2302 | 88.2490 | tradeitmcp · other | Execute stock, crypto, and options trades through natural language commands | 60 stars · 15 forks | No one-command install · Source | |
| 2303 | 88.2408 | django-orm-lensmcp · back-end | Static-analysis MCP server for Django models. 5 read-only tools for AI coding agents. | 73 stars · 10 forks | No one-command install · Source | |
| 2304 | 88.2294 | olaservo-shannon-thinkingmcp · ai-agents | Implements Claude Shannon's systematic problem-solving methodology to guide users through structured stages of complex problem breakdown and solution… | 69 stars · 11 forks | No one-command install · Source | |
| 2304 | 88.2294 | readwise-enhancedmcp · back-end | Integrates with Readwise Reader and Highlights APIs to provide unified access to saved articles, books, highlights, and annotations with intelligent… | 69 stars · 11 forks | No one-command install · Source | |
| 2304 | 88.2294 | gujord-openapimcp · back-end | Automatically generates MCP tools from OpenAPI specifications, enabling direct access to third-party REST APIs with authentication, validation, and… | 69 stars · 11 forks | No one-command install · Source | |
| 2304 | 88.2294 | kamel-irzouni-deepseek-r1mcp · other | Integrates with Deepseek R1 model for text generation and analysis tasks, enabling content creation and AI-assisted decision-making in various… | 69 stars · 11 forks | No one-command install · Source | |
| 2308 | 88.2115 | navbuildz-gmailmcp · back-end | MCP server for full Gmail access — reading, searching, archiving, labeling, unsubscribing, and batch processing across multiple accounts. | 13 stars · 35 forks | No one-command install · Source | |
| 2309 | 88.1968 | s4dp4nd4-frida-c2mcp · other | Enables dynamic mobile application security testing by running Frida instrumentation directly on rooted Android devices through Termux for real-time… | 63 stars · 13 forks | No one-command install · Source | |
| 2309 | 88.1968 | opensvm-solanamcp · back-end | Integrates with Solana's blockchain to enable querying account data, managing tokens, and analyzing transactions using a Rust-based abstraction layer… | 63 stars · 13 forks | No one-command install · Source | |
| 2309 | 88.1968 | pab1it0-tripadvisormcp · back-end | Integrates with Tripadvisor Content API to enable location searches, detailed information retrieval, reviews access, and photo collection for hotels… | 63 stars · 13 forks | No one-command install · Source | |
| 2309 | 88.1968 | claude-deep-researchmcp · ai-agents | Extends research capabilities by providing unified access to web and academic information through DuckDuckGo and Semantic Scholar integrations… | 63 stars · 13 forks | No one-command install · Source | |
| 2313 | 88.1700 | bitscorp-ffmpeg-video-processormcp · other | Enables video manipulation through FFmpeg, offering capabilities to resize videos to different resolutions and extract audio in various formats… | 61 stars · 14 forks | No one-command install · Source | |
| 2314 | 88.1662 | pymupdf4llm-mcpmcp · ai-agents | MCP server for exporting PDF to markdown, optimized for LLM consumption. | 72 stars · 10 forks | No one-command install · Source | |
| 2314 | 88.1662 | eunomia-bpf-bpftracemcp · observability | Provides Linux kernel tracing capabilities through bpftrace integration with probe discovery, helper function documentation, asynchronous program… | 72 stars · 10 forks | No one-command install · Source | |
| 2316 | 88.1596 | postmarkmcp · comms | Integrates with Postmark's email delivery service to send transactional emails with template support, track delivery status, and manage bounces for… | 55 stars · 18 forks | No one-command install · Source | |
| 2317 | 88.1586 | scientificfigurelibrarymcp · back-end | MCP server for searching, importing, and materializing scientific figure templates from FigureYa and user libraries, enabling data-driven figure… | 97 stars · 7 forks | No one-command install · Source | |
| 2317 | 88.1586 | killop-codedbmcp · search | Indexes and searches codebases using tree-sitter with 4 tools for semantic code search, outlines, symbols, and dependency analysis. | 97 stars · 7 forks | No one-command install · Source | |
| 2319 | 88.1575 | zacharyzcr-vmware-workstation-promcp · back-end | Automates VMware Workstation Pro virtual machines through REST API, vmrun wrapper, and vmcli integration for complete VM lifecycle management. | 65 stars · 12 forks | No one-command install · Source | |
| 2320 | 88.1447 | jtalk22-slackmcp · auth | Extracts browser session tokens from Chrome to enable full Slack workspace access including DMs, channels, message history, and search without… | 30 stars · 25 forks | No one-command install · Source | |
| 2321 | 88.1423 | databricks-mcp-servermcp · back-endalso listed as markov-kernel-databricks | Exposes Databricks REST API as MCP tools for managing clusters, jobs, notebooks, SQL queries, Unity Catalog, and more. Enables AI agents to interact… | 49 stars · 22 forks | No one-command install · Source | |
| 2323 | 88.1393 | mcp-oauth2-1-with-aws-cognito-examplemcp · auth | Demonstrates how to secure an MCP server with OAuth 2.1 using AWS Cognito, with support for dynamic client registration and client ID metadata… | 68 stars · 11 forks | No one-command install · Source | |
| 2324 | 88.1363 | matthewdcage-cursor-installermcp · back-end | Streamlines MCP server installation and configuration within Cursor IDE, automatically handling environment setup and creating necessary configuration… | 77 stars · 9 forks | No one-command install · Source | |
| 2325 | 88.1350 | ibkr-mcp-server-3mcp · back-end | MCP server for Interactive Brokers API integration, enabling account management, trading, market data, and short selling analysis through Claude. | 35 stars · 24 forks | No one-command install · Source | |
| 2326 | 88.1151 | dramacraftmcp · ai-agents | Integrates with Jianying (CapCut) and Chinese LLMs to automate short drama video editing, including commentary generation, remix creation, and draft… | 16 stars · 31 forks | No one-command install · Source | |
| 2327 | 88.0934 | ondata-ckanmcp · search | Connects to any CKAN open data portal for searching datasets, exploring organizations, querying tabular data, and reading metadata. | 57 stars · 16 forks | No one-command install · Source | |
| 2327 | 88.0934 | shaike1-sshmcp · other | Provides secure remote access capabilities for executing commands, transferring files, and managing connections on remote systems via SSH. | 57 stars · 16 forks | No one-command install · Source | |
| 2329 | 88.0897 | mcp-x-servermcp · back-end | Enables D365 F\&O development including object creation, modification, deletion, and analysis through the MCP standard. | 40 stars · 23 forks | No one-command install · Source | |
| 2330 | 88.0849 | erodenn-godot-mcp-runtimemcp · front-end | MCP server for Godot 4.x with runtime control via injected UDP bridge: input simulation, screenshots, UI discovery, and live GDScript execution while… | 62 stars · 13 forks | No one-command install · Source | |
| 2330 | 88.0849 | patricksys-codebase-contextmcp · ai-agents | Local MCP server that shows AI agents which patterns your team actually uses, what files a change will affect, and when there is not enough context to… | 62 stars · 13 forks | No one-command install · Source | |
| 2332 | 88.0772 | carto-mcp-servermcp · back-end | Enables AI coding tools to query your live codebase for routes, import graph, domain context, and blast radius, eliminating hallucinations about… | 76 stars · 9 forks | No one-command install · Source | |
| 2332 | 88.0772 | hanweg-pdf-manipulationmcp · search | Integrates PDF manipulation capabilities using Python libraries to enable merging, extraction, and content-based document retrieval tasks. | 76 stars · 9 forks | No one-command install · Source | |
| 2334 | 88.0709 | block-xcode-indexmcp · search | Provides direct access to Xcode's project index store through Apple's IndexStoreDB, enabling precise code navigation and refactoring operations on… | 67 stars · 11 forks | No one-command install · Source | |
| 2335 | 88.0705 | hermes-mcpmcp · ai-agents | An MCP server that allows Claude Desktop and other MCP clients to delegate tasks to a local Hermes Agent for automation and persistent operations. | 60 stars · 14 forks | No one-command install · Source | |
| 2335 | 88.0705 | mocksi-temporal-workflowsmcp · devops | Exposes Temporal workflows as tools for AI assistants, enabling organizations to leverage existing workflow infrastructure without custom integration… | 60 stars · 14 forks | No one-command install · Source | |
| 2337 | 88.0673 | bountylensmcp · observability | Connect Claude Code to the BountyLens bug bounty attack surface intelligence platform to log findings, leads, and reports directly from your AI… | 64 stars · 12 forks | No one-command install · Source | |
| 2338 | 88.0531 | kocierik-nomadmcp · devops | Provides a bridge to HashiCorp Nomad's cluster management capabilities, enabling job management, deployment tracking, namespace administration, node… | 58 stars · 15 forks | No one-command install · Source | |
| 2339 | 88.0516 | kenazk-gongmcp · back-end | Integrates with Gong's API to access call recordings and transcripts, enabling analysis of sales conversations and customer interactions with date… | 39 stars · 23 forks | No one-command install · Source | |
| 2340 | 88.0410 | srmorete-adbmcp · front-end | Bridges AI with Android devices through ADB, enabling device management, shell commands, app installation, file transfers, and UI inspection without… | 55 stars · 17 forks | No one-command install · Source | |
| 2340 | 88.0410 | thewebscrapingclub-ai-cursor-scraping-assistantmcp · browser | Streamlines web scraper development for e-commerce sites by analyzing website structure, detecting anti-bot protections, and generating Scrapy or… | 55 stars · 17 forks | No one-command install · Source | |
| 2340 | 88.0410 | farzad528-azure-ai-searchmcp · search | Integrates with Azure AI Search to enable keyword, vector, and hybrid search capabilities for retrieving information from search indexes in readable… | 55 stars · 17 forks | No one-command install · Source | |
| 2343 | 88.0366 | vantage-cloud-cost-managementmcp · devops | Provides real-time cloud cost management data across multiple providers (AWS, Azure, etc.) for analyzing spending patterns, tracking budgets… | 83 stars · 8 forks | No one-command install · Source | |
| 2343 | 88.0366 | navidromemcp · search | Integrates with Navidrome music servers to provide complete music library management including playlist creation, playback control, search… | 83 stars · 8 forks | No one-command install · Source | |
| 2345 | 88.0180 | claudehistorymcpmcp · search | An MCP server that makes Claude Code conversation history searchable and proactively useful by indexing past sessions with hybrid BM25+TF-IDF search… | 66 stars · 11 forks | No one-command install · Source | |
| 2345 | 88.0180 | zelentsov-dev-asc-mcpmcp · back-end | App Store Connect API server with 208 tools for managing apps, builds, TestFlight, subscriptions, reviews, and more — directly from any MCP client. | 66 stars · 11 forks | No one-command install · Source | |
| 2347 | 88.0102 | yuhuacheng-tidal-musicmcp · auth | Integrates with TIDAL music streaming service, enabling authentication, playlist management, and personalized music recommendations through natural… | 45 stars · 22 forks | No one-command install · Source | |
| 2348 | 88.0057 | galaxymcp · other | Connect to the Galaxy bioinformatics platform to execute tools and manage workflows. | 38 stars · 23 forks | No one-command install · Source | |
| 2349 | 88.0026 | frida-game-hackingmcp · ai-agents | Provides Cheat Engine-like game hacking capabilities through Frida dynamic instrumentation for memory scanning, value modification, pattern matching… | 75 stars · 9 forks | No one-command install · Source | |
| 2350 | 87.9993 | krasun-apple-notesmcp · search | Connects AI with Apple Notes on macOS, enabling retrieval, creation, and search of notes without leaving your workflow. | 82 stars · 8 forks | No one-command install · Source | |
| 2351 | 87.9916 | upstash-redismcp · database | Integrates with Upstash's Developer APIs to enable natural language management of Redis databases. | 61 stars · 13 forks | No one-command install · Source | |
| 2351 | 87.9916 | think-tankmcp · ai-agents | Provides structured reasoning and persistent knowledge graph capabilities for complex problem-solving with transparent thinking processes and memory… | 61 stars · 13 forks | No one-command install · Source | |
| 2353 | 87.9867 | opentofu-registrymcp · front-end | Enables AI systems to search for and retrieve detailed information about OpenTofu Registry components including providers, modules, resources, and… | 108 stars · 6 forks | No one-command install · Source | |
| 2354 | 87.9797 | zw008-vmware-aiopsmcp · observability | Full VMware vCenter and ESXi monitoring, operations, and VM lifecycle management. | 70 stars · 10 forks | No one-command install · Source | |
| 2355 | 87.9710 | alibaba-cloud-adb-mysqlmcp · database | Connects to Alibaba Cloud's Adb MySQL databases for executing SQL queries, analyzing query plans, and retrieving database metadata with minimal… | 32 stars · 24 forks | No one-command install · Source | |
| 2356 | 87.9709 | unsplash-smart-mcp-servermcp · back-end | Enables AI agents to search, recommend, and deliver professional stock photos from Unsplash with intelligent context awareness and automatic… | 63 stars · 12 forks | No one-command install · Source | |
| 2357 | 87.9637 | sas-viyamcp · back-end | Bridges SAS Viya environments with external applications by executing SAS code through the Job Execution API, handling session management and… | 53 stars · 18 forks | No one-command install · Source | |
| 2357 | 87.9637 | linkedinmcp · browser | Integrates with LinkedIn to enable automated profile browsing, searching, and post interactions using Playwright for browser automation and secure… | 53 stars · 18 forks | No one-command install · Source | |
| 2359 | 87.9468 | wyre-technology-itgluemcp · other | Provides AI access to IT Glue for managing organizations, configurations, passwords, and documentation assets. | 17 stars · 29 forks | No one-command install · Source | |
| 2360 | 87.9402 | merterbak-grokmcp · search | Integrates with xAI's Grok API to provide text generation, image creation, vision analysis, web search with citations, and persistent conversation… | 51 stars · 20 forks | No one-command install · Source | |
| 2361 | 87.9384 | dodopaymentsmcp · payments | Provides a bridge to the Dodo Payments API for processing payments, managing subscriptions, and handling licensing through over 40 specialized tools… | 54 stars · 17 forks | No one-command install · Source | |
| 2362 | 87.9299 | mxcpmcp · other | Enterprise-grade MCP framework for building production-ready AI tools with data quality, security, audit trails, and comprehensive testing. | 69 stars · 10 forks | No one-command install · Source | |
| 2363 | 87.9279 | escapeboy-agent-fleet-omcp · back-end | AI Agent Mission Control with 200+ MCP tools. Manage agents, experiments, workflows, crews, skills, and more via stdio + HTTP/SSE. Self-hosted… | 65 stars · 11 forks | No one-command install · Source | |
| 2363 | 87.9279 | scottcjn-iotamcp · other | Provides 20 tools for IOTA blockchain interaction including wallet management, Move smart contract development, and on-chain queries with… | 65 stars · 11 forks | No one-command install · Source | |
| 2363 | 87.9279 | mcp-supermercados-clmcp · search | Enables searching products, comparing prices, and building optimal shopping lists across major Chilean supermarkets, using your local machine to… | 65 stars · 11 forks | No one-command install · Source | |
| 2366 | 87.9249 | gh-ralfbecher-orionbelt-semantic-layermcp · back-end | API-first semantic layer compiling YAML models into dialect-specific SQL. | 74 stars · 9 forks | No one-command install · Source | |
| 2367 | 87.9100 | snyk-studio-mcpmcp · ai-agents | Embeds Snyk's security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs. | 55 stars · 16 forks | No one-command install · Source | |
| 2367 | 87.9100 | msftnadavbh-azure-pricingmcp · back-end | Integrates with Microsoft Azure's retail pricing API to provide real-time price searching, regional comparisons, cost estimation, SKU discovery, and… | 55 stars · 16 forks | No one-command install · Source | |
| 2367 | 87.9100 | dazeb-markdown-downloadermcp · other | Downloads and processes Markdown content from URLs, enabling tasks like content aggregation, documentation management, and text analysis. | 55 stars · 16 forks | No one-command install · Source | |
| 2370 | 87.8934 | tonypan2-minesweepermcp · back-end | Enables Claude to play Minesweeper through a bridge that translates game actions into API calls and returns game states as images for visual… | 106 stars · 6 forks | No one-command install · Source | |
| 2371 | 87.8921 | csfd-api-mcp-servermcp · back-end | Enables LLMs to query movie details, search, creator info, user ratings, and reviews from the Czech-Slovak Film Database (CSFD.CZ) via the Model… | 60 stars · 13 forks | No one-command install · Source | |
| 2371 | 87.8921 | ifc-bonsai-mcpmcp · back-end | An MCP server that connects AI language models with the Bonsai Blender add-on to read, create, and edit IFC models through high-level tool calls. | 60 stars · 13 forks | No one-command install · Source | |
| 2373 | 87.8842 | rimsagemcp · search | Search and browse RimWorld source code, definitions, and C# symbols via MCP tools. | 80 stars · 8 forks | No one-command install · Source | |
| 2373 | 87.8842 | zillow-auto-mobilemcp · front-end | Enables mobile device automation through Android Debug Bridge and iOS Device Bridge for app testing, UI interaction, screenshot capture, and test code… | 80 stars · 8 forks | No one-command install · Source | |
| 2375 | 87.8747 | crawlbase-mcpmcp · back-end | A Model Context Protocol server that enables AI agents to fetch live web content with JavaScript rendering, proxy rotation, and anti-bot evasion. | 58 stars · 14 forks | No one-command install · Source | |
| 2376 | 87.8695 | legal-mcpmcp · database | Enables AI assistants to search and analyze German legal texts using vector embeddings and semantic search. | 90 stars · 7 forks | No one-command install · Source | |
| 2377 | 87.8642 | robertn702-sunsamamcp · back-end | Integrates Sunsama's task management and daily planning capabilities, enabling AI assistants to create, manage, and organize tasks through the Sunsama… | 52 stars · 18 forks | No one-command install · Source | |
| 2377 | 87.8642 | kukapay-crypto-feargreedmcp · back-end | Provides real-time and historical cryptocurrency market sentiment data through the Fear & Greed Index API for analyzing market psychology and… | 52 stars · 18 forks | No one-command install · Source | |
| 2379 | 87.8634 | iowarp-clio-adiosmcp · other | Scientific data analysis for ADIOS2 BP5 files with metadata extraction and variable inspection. | 26 stars · 25 forks | No one-command install · Source | |
| 2380 | 87.8592 | homeassistant-mcpmcp · other | Enables AI assistants to control Home Assistant devices and services through the Model Context Protocol. | 105 stars · 6 forks | No one-command install · Source | |
| 2381 | 87.8590 | jovanipink-browser-usemcp · browser | Integrates browser automation with natural language commands for web scraping, form filling, and visual interaction tasks. | 62 stars · 12 forks | No one-command install · Source | |
| 2381 | 87.8590 | mcp-codebase-indexmcp · search | A structural codebase indexer that exposes 18 tools via the Model Context Protocol for AI-assisted code navigation, enabling efficient querying of… | 62 stars · 12 forks | No one-command install · Source | |
| 2381 | 87.8590 | arindam200-devtomcp · search | Provides a bridge between Dev.to content and conversational interfaces, enabling article discovery, search, and publishing capabilities with… | 62 stars · 12 forks | No one-command install · Source | |
| 2384 | 87.8511 | justasmonkev-accessibility-scannermcp · browser | Integrates Axe Core with Playwright to perform automated web accessibility testing, enabling continuous integration, compliance auditing, and… | 56 stars · 15 forks | No one-command install · Source | |
| 2384 | 87.8511 | rtuin-mermaid-validatormcp · other | Validates and renders Mermaid diagrams as SVG images, providing detailed error messages for invalid syntax to enhance visualization capabilities… | 56 stars · 15 forks | No one-command install · Source | |
| 2384 | 87.8511 | haltakov-meme-generator-imgflipmcp · back-end | Enables meme generation through the ImgFlip API with a single tool that accepts template ID and text placeholder parameters for creating custom memes… | 56 stars · 15 forks | No one-command install · Source | |
| 2387 | 87.8479 | analyticace-binancemcp · observability | Integrates with Binance cryptocurrency exchange to provide real-time market data, account management, trading operations, and transaction history… | 49 stars · 21 forks | No one-command install · Source | |
| 2388 | 87.8398 | debugg-ai-e2e-testingmcp · back-end | Provides zero-configuration end-to-end testing for web applications by creating secure tunnels to local development servers and spawning testing… | 68 stars · 10 forks | No one-command install · Source | |
| 2388 | 87.8398 | bitwig-mcp-servermcp · ai-agents | An MCP server that enables AI-powered music production by allowing Claude to control Bitwig Studio, including transport, mixer, and device controls. | 68 stars · 10 forks | No one-command install · Source | |
| 2390 | 87.8377 | io-github-26zl-cybersec-toolkitmcp · github-vcs | Enables MCP-capable clients to query the tool registry, check install status, get tool recommendations for CTF or bug-bounty work, and run installed… | 64 stars · 11 forks | No one-command install · Source | |
| 2390 | 87.8377 | toonify-mcpmcp · observability | Context compression plugin for Claude Code that automatically trims large tool outputs like JSON, CSV, and stack traces to save context window space. | 64 stars · 11 forks | No one-command install · Source | |
| 2390 | 87.8377 | claude-thread-continuitymcp · back-end | Automatically saves and restores project state when Claude threads hit token limits, ensuring seamless conversation continuity and preventing project… | 64 stars · 11 forks | No one-command install · Source | |
| 2393 | 87.8253 | twolven-stockscreenmcp · other | Integrates with Yahoo Finance to provide advanced stock screening and analysis capabilities for technical, fundamental, and options-based trading… | 48 stars · 21 forks | No one-command install · Source | |
| 2393 | 87.8253 | davidfuchs-uptime-kumamcp · observabilityalso listed as mcp-uptime-kuma | Monitor uptime and performance metrics for websites and services | 48 stars · 21 forks | No one-command install · Source | |
| 2396 | 87.8151 | pjemcp · observability | Integrates with Brazil's PJE electronic court system to enable secure access to legal case data, document retrieval, and court process monitoring for… | 40 stars · 22 forks | No one-command install · Source | |
| 2396 | 87.8151 | lkm1developer-apollo-iomcp · back-end | Integrates with Apollo.io's API to enable access to sales intelligence data, including contact enrichment, company information, and job listings for… | 40 stars · 22 forks | No one-command install · Source | |
| 2398 | 87.8074 | groq-compound-mcp-servermcp · back-end | Enables interaction with Groq models, including compound models, through tools for asking questions with real-time information and code execution. | 54 stars · 16 forks | No one-command install · Source | |
| 2399 | 87.8003 | gh-es617-obsidian-syncmcp · other | Access Obsidian vaults via filesystem or CouchDB with Self-hosted LiveSync support. | 50 stars · 20 forks | No one-command install · Source | |
| 2400 | 87.7917 | code-graph-mcpmcp · back-end | MCP server for comprehensive code analysis, navigation, and quality assessment across 25+ programming languages. | 88 stars · 7 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.