Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3001 | 85.3315 | appium-mcp-servermcp · back-end | Enables AI assistants to perform mobile device automation testing via Appium through the Model Context Protocol, supporting Android and iOS devices… | 41 stars · 12 forks | No one-command install · Source | |
| 3001 | 85.3315 | nationalparksmcp · back-end | Provides real-time National Park Service data for searching parks by location or activities, retrieving detailed information, and accessing current… | 41 stars · 12 forks | No one-command install · Source | |
| 3003 | 85.2913 | paulburgess1357-nvim-mcpmcp · back-end | MCP server providing AI assistants with full control of Neovim instances via msgpack-RPC. Read/edit buffers, run commands, send keys, query LSP… | 61 stars · 6 forks | No one-command install · Source | |
| 3004 | 85.2824 | unreal-mcpmcp · ai-agents | Enables Claude Desktop to interact with Unreal Engine 5.3 via Remote Control API, creating and manipulating 3D objects from text prompts for scene… | 47 stars · 9 forks | No one-command install · Source | |
| 3004 | 85.2824 | ilyagulya-gradlemcp · back-end | Enables interaction with Gradle projects for retrieving metadata and executing tasks remotely via the Gradle Tooling API with stdio and SSE transport… | 47 stars · 9 forks | No one-command install · Source | |
| 3004 | 85.2824 | vector-goodnewsmcp · database | Filters and ranks news articles from NewsAPI based on positive sentiment, delivering uplifting headlines amid potentially negative media cycles. | 47 stars · 9 forks | No one-command install · Source | |
| 3004 | 85.2824 | binaryninja-mcpmcp · other | Enables interaction with Binary Ninja for binary analysis and reverse engineering, providing tools and resources to examine binaries, decompile… | 47 stars · 9 forks | No one-command install · Source | |
| 3008 | 85.2751 | gh-tiluckdave-houndmcp · back-end | Scans packages for vulnerabilities, checks licenses, inspects dependency trees, and detects typosquatting using free public APIs with zero… | 16 stars · 20 forks | No one-command install · Source | |
| 3009 | 85.2593 | navisbio-aact-clinical-trialsmcp · database | Integrates with the AACT clinical trials database, enabling querying and analysis of large-scale trial data for research and healthcare applications. | 19 stars · 19 forks | No one-command install · Source | |
| 3010 | 85.2448 | dragon-brainmcp · ai-agents | Open-source MCP server that gives any LLM long-term memory using a knowledge graph and vector search hybrid. It stores entities, observations, and… | 50 stars · 8 forks | No one-command install · Source | |
| 3010 | 85.2448 | mcp-wayback-machine-servermcp · search | MCP server and CLI tool for interacting with the Internet Archive's Wayback Machine, supporting full CDX search, snapshot retrieval, screenshot… | 50 stars · 8 forks | No one-command install · Source | |
| 3010 | 85.2448 | sharedcontextmcp · ai-agents | Provides encrypted, portable memory for AI agents via MCP, allowing fact storage, conversation recall, and cross-machine sync using Arweave. | 50 stars · 8 forks | No one-command install · Source | |
| 3010 | 85.2448 | n8n-nodes-agent2agentmcp · ai-agents | Adds nodes to n8n for interacting with AI agents using A2A protocol | 50 stars · 8 forks | No one-command install · Source | |
| 3010 | 85.2448 | dceluis-taskermcp · back-end | Bridges Android's Tasker automation platform with conversational interfaces through HTTP API integration, enabling voice-controlled device automation… | 50 stars · 8 forks | No one-command install · Source | |
| 3015 | 85.2418 | cscsoftware-aidexmcp · search | Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11… | 42 stars · 11 forks | No one-command install · Source | |
| 3015 | 85.2418 | brandu-mos-konquest-meta-adsmcp · observability | Supervised Meta advertising campaign management with safety tiers, bulk analytics, and creative workflows for Facebook and Instagram ads. | 42 stars · 11 forks | No one-command install · Source | |
| 3015 | 85.2418 | abuiles-codex-whatsapp-relaymcp · auth | Bridge WhatsApp messaging to Codex with QR auth and voice note support. | 42 stars · 11 forks | No one-command install · Source | |
| 3015 | 85.2418 | bb-fat-browser-use-rsmcp · back-end | Lightweight browser automation MCP server in Rust with zero dependencies. | 42 stars · 11 forks | No one-command install · Source | |
| 3015 | 85.2418 | danmas0n-langgraph-coding-teammcp · ai-agents | Create coding agents to generate implementation options. | 42 stars · 11 forks | No one-command install · Source | |
| 3020 | 85.2377 | meshy-ai-mcp-servermcp · back-end | Wraps the Meshy AI API to enable generative 3D tools via Model Context Protocol, allowing creation of 3D models, textures, animations, and more from… | 44 stars · 10 forks | No one-command install · Source | |
| 3020 | 85.2377 | sage-mcpmcp · back-endalso listed as sagemcp | A multi-tenant MCP server platform that hosts isolated MCP servers with OAuth/API key authentication for 23+ services, enabling integration with… | 44 stars · 10 forks | No one-command install · Source | |
| 3020 | 85.2377 | mcp-excelmcp · ai-agents | Enables AI agents to analyze Excel files through atomic operations like filtering, aggregation, and grouping without loading raw data into context. | 44 stars · 10 forks | No one-command install · Source | |
| 3024 | 85.2269 | psu3d0-spreadsheet-kitmcp · ai-agents | Agent-safe Excel workbook analysis, editing, formula recalculation, and verification tools with dry-run previews and stateful sessions. | 54 stars · 7 forks | No one-command install · Source | |
| 3024 | 85.2269 | django-rest-framework-mcpmcp · back-end | Exposes Django REST Framework APIs as MCP tools, enabling natural language interactions with your data models such as CRUD operations and custom… | 54 stars · 7 forks | No one-command install · Source | |
| 3026 | 85.2061 | pinkpixel-pollinations-multimodalmcp · back-end | Enables multimodal content generation through Pollinations APIs, providing image, text, and audio creation capabilities without requiring… | 39 stars · 13 forks | No one-command install · Source | |
| 3026 | 85.2061 | zedmoster-revitmcp · other | Bridges Autodesk Revit with external tools for finding, creating, updating, and deleting model elements including walls, floors, levels, grids, and… | 39 stars · 13 forks | No one-command install · Source | |
| 3026 | 85.2061 | secfathy-apktoolmcp · search | Integrates with Apktool to provide Android APK decompilation, recompilation, manifest analysis, permission extraction, and smali code searching for… | 39 stars · 13 forks | No one-command install · Source | |
| 3029 | 85.2011 | tvcontrolmcp · ai-agents | MCP server that enables AI agents to control TradingView Desktop locally, performing actions like chart analysis, Pine Script development, and… | 38 stars · 14 forks | No one-command install · Source | |
| 3029 | 85.2011 | codelogicmcp · other | Analyze software dependencies and assess impact of code changes | 38 stars · 14 forks | No one-command install · Source | |
| 3029 | 85.2011 | easytouchmcp · otheralso listed as whuanle-easytouch | Cross-platform system automation tool enabling AI to control mouse, keyboard, screen, windows, and query system info via MCP. | 38 stars · 14 forks | No one-command install · Source | |
| 3029 | 85.2011 | tencent-cloud-object-storagemcp · search | Bridges AI assistants with Tencent Cloud Object Storage services, enabling file management, metadata retrieval, and storage analytics operations | 38 stars · 14 forks | No one-command install · Source | |
| 3034 | 85.1918 | puremd-web-accessmcp · search | Enables AI access to web content in clean markdown format through unblock-url extraction and search-web capabilities, bypassing anti-bot measures for… | 60 stars · 6 forks | No one-command install · Source | |
| 3035 | 85.1454 | locklensmcp · back-end | Audits package lockfiles for vulnerabilities, supporting npm, yarn, and pnpm. Runs via CLI or as an MCP server over stdio. | 83 stars · 4 forks | No one-command install · Source | |
| 3036 | 85.1394 | hyperweavemcp · ai-agents | HyperWeave gives agents a visual output surface: structured data in, branded SVG out. No JavaScript, no runtime. Works anywhere an image can be… | 46 stars · 9 forks | No one-command install · Source | |
| 3036 | 85.1394 | memory-palacemcp · ai-agents | Persistent semantic memory for AI agents, enabling storage, semantic search, knowledge graph connections, and inter-instance messaging across… | 46 stars · 9 forks | No one-command install · Source | |
| 3036 | 85.1394 | yworks-typescribemcp · search | Provides a bridge between TypeScript API documentation and natural language queries, enabling developers to search symbols, explore type hierarchies… | 46 stars · 9 forks | No one-command install · Source | |
| 3039 | 85.1325 | famano-officemcp · other | Integrates with Microsoft Word documents to enable reading, writing, and editing of text, tables, and images for automated document processing and… | 40 stars · 12 forks | No one-command install · Source | |
| 3039 | 85.1325 | sengokudaikon-aidermcp · github-vcs | Enables file editing, creation, code extraction, and git operations directly within conversations through tools like edit_files, create_files, and… | 40 stars · 12 forks | No one-command install · Source | |
| 3041 | 85.1088 | korea-stats-mcpmcp · other | Enables natural language querying of Korean statistical data from KOSIS, including population, employment, GDP, housing prices, and more, with support… | 15 stars · 20 forks | No one-command install · Source | |
| 3042 | 85.1019 | bugbountymcp · database | Integrates 90+ security tools including Nuclei, Subfinder, Nmap, SQLMap, and OSINT platforms like Shodan and VirusTotal to provide comprehensive bug… | 41 stars · 11 forks | No one-command install · Source | |
| 3042 | 85.1019 | streamdeck-mcpmcp · ai-agentsalso listed as verygoodplugins-streamdeck | Enables AI to generate fully authored Elgato Stream Deck profiles with buttons, icons, colors, dials, and shell scripts from natural language prompts. | 41 stars · 11 forks | No one-command install · Source | |
| 3042 | 85.1019 | builtwith-domain-lookupmcp · back-end | Integrates with BuiltWith's technology detection API to identify and analyze web technologies used on specified domains, providing marketers and… | 41 stars · 11 forks | No one-command install · Source | |
| 3042 | 85.1019 | eyalzh-kanbanmcp · ai-agents | Task management system for complex multi-session workflows, structured as kanban boards with columns and tasks that maintain state between AI agent… | 41 stars · 11 forks | No one-command install · Source | |
| 3042 | 85.1019 | mcp-server-creatormcp · back-end | Enables dynamic creation and code generation of MCP servers using FastMCP, with tools for adding custom tools, resources, and generating runnable… | 41 stars · 11 forks | No one-command install · Source | |
| 3042 | 85.1019 | kukapay-dune-analyticsmcp · back-end | Integrates with Dune Analytics API to provide direct access to blockchain data through tools for retrieving existing query results and executing… | 41 stars · 11 forks | No one-command install · Source | |
| 3049 | 85.0925 | binassistmcpmcp · ai-agentsalso listed as jtang613-binassist | A bridge between Binary Ninja and LLMs for AI-powered reverse engineering, exposing binary analysis tools through the Model Context Protocol. | 49 stars · 8 forks | No one-command install · Source | |
| 3049 | 85.0925 | davidmosiah-google-healthmcp · back-end | Connects to the Google Health API v4 for Fitbit and Pixel Watch data with tools for connection status, data inventory, and daily summaries. | 49 stars · 8 forks | No one-command install · Source | |
| 3049 | 85.0925 | anonimus124-fusion-360mcp · other | Controls Autodesk Fusion 360 CAD operations including sketching, 3D modeling, assemblies, and file export through a local bridge add-in. | 49 stars · 8 forks | No one-command install · Source | |
| 3049 | 85.0925 | karaage0703-notion-markdownmcp · database | Integrates with Notion to provide simplified access to workspace content through Markdown conversion for easy retrieval and manipulation of databases… | 49 stars · 8 forks | No one-command install · Source | |
| 3049 | 85.0925 | shadowgitmcp · github-vcsalso listed as shadowgit-mcp-server | Provides secure, read-only access to ShadowGit repositories with git operations like log, diff, blame, and grep to analyze fine-grained commit history… | 49 stars · 8 forks | No one-command install · Source | |
| 3056 | 85.0924 | ryanjoachim-batchitmcp · other | Combine tool calls into a single batch_execute call. | 59 stars · 6 forks | No one-command install · Source | |
| 3057 | 85.0853 | launchdarklymcp · ai-agents | Enables AI agents to manage LaunchDarkly feature flags, AI configs, targeting rules, and gradual rollouts across multiple environments. | 27 stars · 17 forks | No one-command install · Source | |
| 3058 | 85.0605 | locallama-mcp-servermcp · back-end | Routes coding tasks to local and remote LLMs with intelligent cost-quality optimization, supports benchmarking and code search. | 43 stars · 10 forks | No one-command install · Source | |
| 3058 | 85.0605 | mythos-agentmcp · ai-agents | Open-source AI security agent with SAST, DAST, and policy-as-code capabilities over MCP. | 43 stars · 10 forks | No one-command install · Source | |
| 3058 | 85.0605 | rhnvrm-listmonkmcp · comms | Integrates with Listmonk newsletter platform to manage subscribers, mailing lists, email campaigns, templates, and transactional emails through… | 43 stars · 10 forks | No one-command install · Source | |
| 3058 | 85.0605 | epochal-dev-open-notebookmcp · otheralso listed as open-notebook-mcp-server | Connect to Open Notebook, an open-source NotebookLM alternative for research and knowledge management | 43 stars · 10 forks | No one-command install · Source | |
| 3063 | 85.0521 | robrainmcp · ai-agents | Self-hosted decision memory for AI coding agents. Captures decisions with the alternatives you rejected, and warns before an agent re-proposes a… | 81 stars · 4 forks | No one-command install · Source | |
| 3064 | 85.0454 | arthurcolle-openaimcp · ai-agents | Provides a high-performance bridge between OpenAI and Anthropic models with prompt templating, response streaming, and efficient caching for… | 35 stars · 16 forks | No one-command install · Source | |
| 3065 | 85.0420 | hongwenwang36-eng-ansys-workbenchmcp · other | Automates Ansys Workbench, Mechanical, and MAPDL simulation workflows through scripted journals and batch processing via MCP tools. | 66 stars · 5 forks | No one-command install · Source | |
| 3065 | 85.0420 | unity-api-mcpmcp · back-end | MCP server providing accurate Unity API documentation to prevent AI agents from hallucinating signatures, namespaces, and deprecated usage. | 66 stars · 5 forks | No one-command install · Source | |
| 3067 | 85.0375 | laukikk-alpaca-mcpmcp · back-end | An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data. | 36 stars · 15 forks | No one-command install · Source | |
| 3067 | 85.0375 | excelsier-thingsmcp · other | Integrates with the Things 3 task management app to enable creating tasks, managing projects, and analyzing productivity patterns through natural… | 36 stars · 15 forks | No one-command install · Source | |
| 3067 | 85.0375 | geminimcp · comms | Provides a robust interface to Google's Gemini AI models with specialized tools for content generation, chat functionality, function calling, and… | 36 stars · 15 forks | No one-command install · Source | |
| 3070 | 85.0342 | dispatchseomcp · ai-agents | Turn Claude Code into your SEO manager with keyword research, content pipeline that ships pull requests, rank tracking, and a dashboard. | 52 stars · 7 forks | No one-command install · Source | |
| 3070 | 85.0342 | memlawbmcp · ai-agents | Zero-knowledge, self-hostable MCP server providing encrypted durable memory for AI agents, with tools to save, recall, search, list, and delete… | 52 stars · 7 forks | No one-command install · Source | |
| 3070 | 85.0342 | gaffx-volatility-mcpmcp · back-end | MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as… | 52 stars · 7 forks | No one-command install · Source | |
| 3073 | 85.0332 | austinkelsay-nostrmcp · payments | Bridges AI with the Nostr decentralized social network, enabling interaction with user profiles, posts, and Lightning Network payments through… | 37 stars · 14 forks | No one-command install · Source | |
| 3074 | 85.0226 | kenliao94-rabbitmqmcp · other | Integrates RabbitMQ, enabling message queue operations for distributed systems and event-driven architectures. | 38 stars · 13 forks | No one-command install · Source | |
| 3075 | 85.0084 | reqwise-figma-mcpmcp · front-end | Enables AI agents to read and draw on Figma canvas safely, with built-in safeguards for layout, overlays, and verification. | 26 stars · 17 forks | No one-command install · Source | |
| 3076 | 85.0057 | pinecone-assistantmcp · ai-agents | Provide AI agents with contextual knowledge using Pinecone Assistant. | 45 stars · 9 forks | No one-command install · Source | |
| 3077 | 85.0023 | mcp-x-intelligencemcp · back-end | Read-only X/Twitter research MCP server allowing AI assistants to search viral content, analyze accounts, track trends, and discover niche leaders… | 48 stars · 8 forks | No one-command install · Source | |
| 3077 | 85.0023 | beemcpmcp · back-end | Unofficial MCP server that bridges AI assistants with Bee wearable lifelogging data, enabling retrieval and management of conversations, facts, todos… | 48 stars · 8 forks | No one-command install · Source | |
| 3079 | 84.9960 | mcp-canadamcp · ai-agents | MCP server giving AI agents structured access to Canadian federal, provincial, and municipal government data. | 58 stars · 6 forks | No one-command install · Source | |
| 3079 | 84.9960 | react-analyzermcp · front-end | Enables parsing and analysis of React component structures, props, and state management patterns for code review, debugging, and understanding complex… | 58 stars · 6 forks | No one-command install · Source | |
| 3081 | 84.9930 | hwatumcp · browser | Verification browser for coding agents. Headless-by-default WebKit windows with DOM eval, screenshots, pixel-diff with a real match percentage and… | 80 stars · 4 forks | No one-command install · Source | |
| 3082 | 84.9902 | dexwritescode-rust-analyzermcp · other | Integrates with rust-analyzer via LSP to provide intelligent Rust code analysis, generation, refactoring, and project management through 19… | 34 stars · 16 forks | No one-command install · Source | |
| 3082 | 84.9902 | jagan-shanmugam-mattermost-mcp-hostmcp · back-end | A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with… | 34 stars · 16 forks | No one-command install · Source | |
| 3084 | 84.9802 | nietus-ankimcp · other | Provides a bridge between the Anki flashcard application and external tools for creating, updating, and retrieving flashcards without manually… | 39 stars · 12 forks | No one-command install · Source | |
| 3085 | 84.9518 | kaboom-browser-ai-devtools-mcpmcp · back-end | MCP server for browser debugging, inspection, and verification that streams console logs, network errors, and user actions into AI coding assistants. | 65 stars · 5 forks | No one-command install · Source | |
| 3085 | 84.9518 | t-kalinowski-interactive-consolemcp · devops | Exposes a long-lived interactive REPL for R or Python with stateful execution, plot visualization, and OS-level sandboxing. | 65 stars · 5 forks | No one-command install · Source | |
| 3087 | 84.9423 | hmlyn-sunnynetmcp · ai-agents | Windows packet capture and analysis tool with an MCP bridge exposing network sessions to AI agents. | 42 stars · 10 forks | No one-command install · Source | |
| 3088 | 84.9400 | surescaleai-openai-gpt-image-mcpmcp · ai-agents | OpenAI GPT image generation/editing MCP server. | 110 stars · 3 forks | No one-command install · Source | |
| 3089 | 84.9376 | teamwork-gomcp · back-end | Official server for Teamwork.com project management platform | 25 stars · 17 forks | No one-command install · Source | |
| 3089 | 84.9376 | robrawks-logos-bible-softwaremcp · search | Connects to Logos Bible Software for Scripture retrieval, search, word studies, and personal study data access. | 25 stars · 17 forks | No one-command install · Source | |
| 3091 | 84.9358 | claude-slack-bridgemcp · comms | Enables Claude Code to pause and ask questions via Slack, and allows running Claude from Slack with project-aware context, supporting a full-process… | 33 stars · 16 forks | No one-command install · Source | |
| 3092 | 84.9066 | productboard-mcpmcp · other | Enables AI assistants to interact with your Productboard workspace, allowing features, products, notes, objectives, key results, and releases… | 20 stars · 18 forks | No one-command install · Source | |
| 3093 | 84.9029 | arian-gogani-nobulexmcp · observability | Proof-of-behavior enforcement for AI agents. Define behavioral covenant rules (permit/forbid/require), enforce at runtime before execution, get… | 40 stars · 11 forks | No one-command install · Source | |
| 3093 | 84.9029 | io-github-wende-cicadamcp · searchalso listed as wende-cicada | Provides structured, token-efficient code context for AI assistants by indexing codebases with AST-level analysis, supporting 17+ languages, enabling… | 40 stars · 11 forks | No one-command install · Source | |
| 3093 | 84.9029 | mnhlt-websearchmcp · search | Provides real-time web search capabilities via a dedicated crawler service with configurable result limits, language filtering, and domain rules | 40 stars · 11 forks | No one-command install · Source | |
| 3097 | 84.8881 | chroma-core-package-searchmcp · search | Provides access to versioned source code from major open-source projects including Go, Python, Rust, and LLVM through GitHub releases integration with… | 51 stars · 7 forks | No one-command install · Source | |
| 3097 | 84.8881 | omedia-drupalmcp · back-end | Integrates with Drupal's API to enable content management, user administration, and site configuration for automated website operations and… | 51 stars · 7 forks | No one-command install · Source | |
| 3099 | 84.8841 | xieyuschen-goplsmcp · other | Hardfork of gopls providing compiler-grade Go code analysis including definitions, references, call hierarchies, and build diagnostics with surgical… | 57 stars · 6 forks | No one-command install · Source | |
| 3100 | 84.8814 | ourongxing-newsnowmcp · other | Provides a bridge to the NewsNow platform for retrieving trending and latest news from various sources with customizable result limits and… | 32 stars · 16 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.