Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2601 | 88.4550 | dearlordylord-hulymcp · other | Connects to the Huly project management platform for task and issue tracking. | 50 stars · 23 forks | No one-command install · Source | |
| 2602 | 88.4438 | lethain-markdown-librarymcp · search | Indexes and serves Markdown knowledge bases with specialized tools for tag-based navigation, text search, and content retrieval across large document… | 92 stars · 8 forks | No one-command install · Source | |
| 2603 | 88.4417 | mychatarchive-mcp-servermcp · ai-agents | Enables semantic search across your local AI conversation history (ChatGPT, Claude, etc.) and provides tools to retrieve context, capture thoughts… | 62 stars · 15 forks | No one-command install · Source | |
| 2603 | 88.4417 | ivo-toby-contentful-managementmcp · back-end | Integrate with Contentful's Content Management API for CMS management. | 62 stars · 15 forks | No one-command install · Source | |
| 2603 | 88.4417 | robdodson-ollama-postgresqlmcp · database | Integrates natural language querying with PostgreSQL databases to enable AI-interpreted data analysis without manual SQL writing. | 62 stars · 15 forks | No one-command install · Source | |
| 2606 | 88.4375 | dsh-crewmcp · ai-agents | Enables dispatching work to DeepSeek Harness agents from Claude Code/Codex, with native progress UI, tier policy, and vision/image generation through… | 125 stars · 6 forks | No one-command install · Source | |
| 2607 | 88.4259 | lapras-mcp-servermcp · back-end | LAPRASの公式MCPサーバーで、求人検索や職歴・スキル管理を可能にします。 | 103 stars · 7 forks | No one-command install · Source | |
| 2608 | 88.4039 | redis-cloudmcp · back-end | Integration with Redis Cloud's API, allowing you to manage your Redis Cloud resources using natural language. | 41 stars · 24 forks | No one-command install · Source | |
| 2609 | 88.4012 | mcp-agro-brasilmcp · other | Provides Brazilian agribusiness data such as livestock, crop prices, weather, exchange rates, and news through MCP tools. | 60 stars · 16 forks | No one-command install · Source | |
| 2609 | 88.4012 | lispking-ferris-searchmcp · search | Multi-engine web search with concurrent requests across 14 search engines and domain-specific content extractors for Chinese tech platforms. | 60 stars · 16 forks | No one-command install · Source | |
| 2609 | 88.4012 | r-huijts-ns-travel-informationmcp · other | Access real-time Dutch Railways data for trip planning. | 60 stars · 16 forks | No one-command install · Source | |
| 2609 | 88.4012 | amadeus-mcp-servermcp · back-end | Integrates with Amadeus Flight Offers Search API to provide flight search capabilities through natural language interfaces, enabling users to search… | 60 stars · 16 forks | No one-command install · Source | |
| 2613 | 88.3833 | isaac-sim-mcp-servermcp · back-end | Enables natural language control of NVIDIA Isaac Sim through the Model Context Protocol, allowing you to create robots, build scenes, run simulations… | 65 stars · 13 forks | No one-command install · Source | |
| 2613 | 88.3833 | mailtrapmcp · back-end | Enables sending transactional emails through the Mailtrap Email API. | 65 stars · 13 forks | No one-command install · Source | |
| 2613 | 88.3833 | agentrelaymcp · ai-agents | Turns idle AI quota into verified microtask output by coordinating agents to publish, claim, and submit tasks with machine validation. | 65 stars · 13 forks | No one-command install · Source | |
| 2616 | 88.3807 | operational-ontologymcp · database | Reference implementation of the Operational Ontology pattern: MCP tools are generated from a typed business domain model (objects, links, actions)… | 75 stars · 10 forks | No one-command install · Source | |
| 2616 | 88.3807 | kdqed-zaturnmcp · database | Connects to multiple database types to enable SQL querying with visualization capabilities while keeping data in its original location | 75 stars · 10 forks | No one-command install · Source | |
| 2618 | 88.3752 | memory-vaultmcp · database | Self-hosted AI memory layer with hybrid semantic and keyword search, backed by Postgres and pgvector. | 63 stars · 14 forks | No one-command install · Source | |
| 2619 | 88.3693 | cdeust-cortexmcp · database | Persistent memory for Claude Code grounded in computational neuroscience (41 cited papers). Thermodynamic decay, hippocampal-cortical consolidation… | 71 stars · 11 forks | No one-command install · Source | |
| 2619 | 88.3693 | saidsurucu-yokatlasmcp · back-end | Provides direct access to Turkish university and program data through YokAtlas API integration for informed higher education application decisions. | 71 stars · 11 forks | No one-command install · Source | |
| 2619 | 88.3693 | qhdrl12-gemini-image-generatormcp · ai-agents | Enables AI image generation using Google's Gemini 2.0 Flash model with intelligent prompt engineering, automatic filename creation, and configurable… | 34 stars · 25 forks | No one-command install · Source | |
| 2622 | 88.3381 | phpcodearcheology-phpcodearcheologymcp · observability | PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, problem detection, refactoring… | 89 stars · 8 forks | No one-command install · Source | |
| 2623 | 88.3364 | fliptheweb-yaziomcp · other | Access user nutrition data and food diary from Yazio tracking app | 58 stars · 17 forks | No one-command install · Source | |
| 2623 | 88.3364 | cortex-hubmcp · ai-agents | Self-hosted AI Agent Memory + Code Intelligence Platform providing persistent memory, AST-aware code search, and quality enforcement via a single MCP… | 58 stars · 17 forks | No one-command install · Source | |
| 2625 | 88.3280 | microchartsmcp · other | Renders word-sized charts — sparklines, bars, bullets and 100+ more types — to self-contained SVG with generated alt text, small enough to sit inline… | 155 stars · 5 forks | No one-command install · Source | |
| 2626 | 88.3182 | huawei-mcp-servermcp · back-end | A Model Context Protocol server that provides secure, controlled access to Huawei Cloud services (ECS, OBS, GaussDB, etc.) for AI assistants, enabling… | 46 stars · 23 forks | No one-command install · Source | |
| 2627 | 88.3030 | mitsuhiko-pexpectmcp · other | Provides remote process control and debugging capabilities through Python's pexpect library, enabling spawning, interaction with, and control of… | 74 stars · 10 forks | No one-command install · Source | |
| 2628 | 88.3017 | ocaml-development-toolsmcp · observability | Integrates with OCaml's Dune build system and Merlin code intelligence to provide real-time build status monitoring and module signature extraction… | 59 stars · 16 forks | No one-command install · Source | |
| 2628 | 88.3017 | mcp-schedulermcp · back-end | A robust task scheduler server for scheduling and managing various types of automated tasks including shell commands, API calls, AI tasks, and… | 59 stars · 16 forks | No one-command install · Source | |
| 2630 | 88.2931 | whoismcp · back-end | Query WHOIS/RDAP information for domains, IP addresses, CIDR prefixes and ASNs. Results are normalized to RDAP-style (RFC 9083) JSON. Public instance… | 64 stars · 13 forks | No one-command install · Source | |
| 2631 | 88.2847 | rootly-ai-labs-rootlymcp · back-end | Integrates with Rootly's incident management API to enable real-time production incident resolution directly within code editors, focusing on core… | 45 stars · 23 forks | No one-command install · Source | |
| 2632 | 88.2792 | pzfreo-build123dmcp · other | AI-driven 3D CAD via build123d — execute, render, measure, and export geometry interactively. | 70 stars · 11 forks | No one-command install · Source | |
| 2633 | 88.2791 | alibabacloud-rdsmcp · database | Provides a bridge to Alibaba Cloud's Relational Database Service (RDS) for managing database instances, monitoring performance, and configuring… | 54 stars · 20 forks | No one-command install · Source | |
| 2633 | 88.2791 | ttjslbz001-aksharemcp · other | Integrates with AKShare to provide real-time financial data and analysis tools for Chinese and global markets, enabling stock, fund, bond, futures… | 54 stars · 20 forks | No one-command install · Source | |
| 2635 | 88.2634 | bojieli-agentreachcli · back-endContributed by Sentinel | AgentReach (reach): Point your coding agent at any box you can SSH into. The server never gets your agent. | 118 stars · 6 forks · 4 mentions | No one-command install · Source | |
| 2636 | 88.2633 | iamsashank09-llm-wiki-kitmcp · ai-agents | Creates persistent AI-maintained wikis that ingest PDFs, URLs, and YouTube videos with cross-referencing. | 62 stars · 14 forks | No one-command install · Source | |
| 2637 | 88.2534 | claude-espcli · ai-agents | Go-based TUI that streams Claude Code's hidden output (thinking, tool calls, subagents) to a separate terminal. Watch multiple sessions… | 151 stars · 5 forks | No one-command install · Source | |
| 2638 | 88.2528 | kukapay-whale-trackermcp · observability | Monitors real-time cryptocurrency whale transactions across blockchains, providing detailed transaction information and configurable filtering for… | 56 stars · 18 forks | No one-command install · Source | |
| 2639 | 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 | |
| 2640 | 88.2490 | tradeitmcp · other | Execute stock, crypto, and options trades through natural language commands | 60 stars · 15 forks | No one-command install · Source | |
| 2641 | 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 | |
| 2642 | 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 | |
| 2642 | 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 | |
| 2642 | 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 | |
| 2642 | 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 | |
| 2646 | 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 | |
| 2647 | 88.2054 | a2a-adk-mcp-tutorialworkflow · ai-agents | Multi-Agent Systems with Google's Agent Development Kit + A2A + MCP | 58 stars · 16 forks | No one-command install · Source | |
| 2648 | 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 | |
| 2648 | 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 | |
| 2648 | 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 | |
| 2648 | 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 | |
| 2652 | 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 | |
| 2653 | 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 | |
| 2653 | 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 | |
| 2655 | 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 | |
| 2656 | 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 | |
| 2656 | 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 | |
| 2658 | 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 | |
| 2659 | 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 | |
| 2660 | 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 | |
| 2662 | 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 | |
| 2663 | 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 | |
| 2664 | 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 | |
| 2665 | 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 | |
| 2666 | 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 | |
| 2666 | 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 | |
| 2668 | 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 | |
| 2669 | 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 | |
| 2669 | 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 | |
| 2671 | 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 | |
| 2671 | 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 | |
| 2673 | 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 | |
| 2674 | 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 | |
| 2674 | 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 | |
| 2676 | 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 | |
| 2677 | 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 | |
| 2678 | 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 | |
| 2679 | 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 | |
| 2679 | 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 | |
| 2679 | 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 | |
| 2682 | 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 | |
| 2682 | 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 | |
| 2684 | 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 | |
| 2684 | 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 | |
| 2686 | 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 | |
| 2687 | 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 | |
| 2688 | 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 | |
| 2689 | 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 | |
| 2690 | 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 | |
| 2690 | 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 | |
| 2692 | 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 | |
| 2693 | 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 | |
| 2694 | 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 | |
| 2695 | 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 | |
| 2696 | 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 | |
| 2696 | 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 | |
| 2698 | 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 | |
| 2699 | 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 | |
| 2700 | 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 |
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.