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 | 89.6373 | remote-desktop-commandermcp · other | Enables secure remote access to your computer's filesystem and terminal through MCP, allowing AI assistants to manage files, run commands, and… | 88 stars · 12 forks | No one-command install · Source | |
| 2301 | 89.6373 | atom-of-thoughtsmcp · back-end | Structured reasoning MCP server that decomposes problems into atomic steps (premise, reasoning, hypothesis, verification, conclusion) with confidence… | 88 stars · 12 forks | No one-command install · Source | |
| 2303 | 89.6359 | mcp-apps-playgroundmcp · ai-agents | A demo MCP server showcasing interactive HTML UIs for tools like list sorting, flame graphs, and feature flags, enabling bidirectional communication… | 73 stars · 17 forks | No one-command install · Source | |
| 2304 | 89.6284 | aynopsmcp · back-endalso listed as gaoharimran29-glitch-cybersecurity-mcp-server | An Open Sourced Model Context Protocol (MCP) Local server that gives Claude real-time cybersecurity reconnaissance capabilities | 23 stars · 35 forks | No one-command install · Source | |
| 2306 | 89.6262 | frx-director-mcpmcp · ai-agents | MCP server that lets a high-capability director model drive the firefox-reverse browser's built-in reverse-engineering Agent, with a cheap worker… | 77 stars · 15 forks | No one-command install · Source | |
| 2307 | 89.6243 | portel-dev-ncp-orchestratormcp · ai-agents | Intelligent orchestration layer that unifies multiple MCP servers into a single gateway with RAG-powered discovery engine for semantic tool routing… | 100 stars · 10 forks | No one-command install · Source | |
| 2307 | 89.6243 | arjunkmrm-minecraftmcp · other | Integrates with Minecraft to enable AI control and interaction within game environments for research, education, and automation. | 100 stars · 10 forks | No one-command install · Source | |
| 2309 | 89.6228 | infoblox-dns-aidmcp · ai-agents | Discover and publish AI agents via DNS using SVCB records per RFC 9460. | 63 stars · 26 forks | No one-command install · Source | |
| 2309 | 89.6228 | george5562-jiramcp · other | Integrates Jira's project management capabilities with AI systems to automate tasks, track progress, and streamline development workflows. | 63 stars · 26 forks | No one-command install · Source | |
| 2311 | 89.6113 | browsermcp · search | Browser extension that enables real-time interaction with web pages, allowing retrieval of content as markdown, CSS styling modifications, and browser… | 83 stars · 13 forks | No one-command install · Source | |
| 2312 | 89.6066 | riper-workflowworkflow · ai-agents | Structured development workflow enforcing separation between Research, Innovate, Plan, Execute, and Review phases. Features consolidated subagents for… | 93 stars · 11 forks | No one-command install · Source | |
| 2313 | 89.5929 | zammad-mcp-servermcp · back-end | An MCP server that connects AI assistants to Zammad, providing tools for managing tickets, users, organizations, and attachments. | 38 stars · 29 forks | No one-command install · Source | |
| 2314 | 89.5834 | appwritemcp · back-end | Backend-as-a-service platform integration for database, user, storage, and function management | 71 stars · 18 forks | No one-command install · Source | |
| 2314 | 89.5834 | migratorywhale-stackchanmcp · other | Controls Stack-chan robots via AI with text-to-speech, camera, and servo management through M5Stack CoreS3. | 71 stars · 18 forks | No one-command install · Source | |
| 2314 | 89.5834 | revulamcp · back-end | Production-grade MCP server for universal reverse engineering automation. | 71 stars · 18 forks | No one-command install · Source | |
| 2317 | 89.5755 | kesslerio-attiomcp · search | Integrates with Attio CRM platform to enable customer relationship management operations including advanced search with filtering, batch operations… | 68 stars · 20 forks | No one-command install · Source | |
| 2318 | 89.5747 | google-mapsmcp · search | Integrates Google Maps Platform APIs with 3D visualization to provide place searching, route computation, elevation data retrieval, and weather lookup… | 64 stars · 24 forks | No one-command install · Source | |
| 2319 | 89.5740 | openinvestmcp · ai-agents | Investment decision tools for AI agents: portfolio status, isolated multi-agent committee analysis, auditable verdict history, and lookahead-protected… | 82 stars · 13 forks | No one-command install · Source | |
| 2319 | 89.5740 | camdenclark-ankimcp · search | Integrates with Anki flashcard decks via AnkiConnect to enable automated creation, retrieval, and management of study materials. | 82 stars · 13 forks | No one-command install · Source | |
| 2321 | 89.5671 | jayarrowz-figmamcp · front-end | Integrates with Figma's API to enable viewing, manipulating, and collaborating on design files through comprehensive access to file operations… | 76 stars · 15 forks | No one-command install · Source | |
| 2322 | 89.5670 | zaizaizhao-mcp-swagger-servermcp · back-end | A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs… | 74 stars · 16 forks | No one-command install · Source | |
| 2322 | 89.5670 | trading-mcp-servermcp · back-end | A comprehensive MCP server for stock analysis and trading insights, including stock screening, fundamental analysis, insider trading, options… | 74 stars · 16 forks | No one-command install · Source | |
| 2324 | 89.5630 | apitapmcp · back-end | MCP server that turns any website into an API by capturing or importing API endpoints, enabling AI agents to interact with web services without a… | 125 stars · 8 forks | No one-command install · Source | |
| 2325 | 89.5539 | posecodemcp · back-end | MCP server for Posecode | 108 stars · 9 forks | No one-command install · Source | |
| 2325 | 89.5539 | agent-search-mcp-2mcp · search | Free multi-source search for AI agents with multi-source verification, token savings, and MCP native support. | 108 stars · 9 forks | No one-command install · Source | |
| 2327 | 89.5440 | lpigeon-unitree-go2mcp · other | Enables control of the Unitree Go2 quadruped robot through natural language commands, translating conversational instructions into precise ROS2… | 86 stars · 12 forks | No one-command install · Source | |
| 2328 | 89.5320 | z80-cryo-blockchainmcp · database | Provides a powerful Ethereum blockchain data extraction and analysis interface using Cryo and DuckDB, enabling efficient SQL-based querying of… | 91 stars · 11 forks | No one-command install · Source | |
| 2329 | 89.5300 | solidworksmcp-pythonmcp · front-end | Python MCP server for SolidWorks automation with 109 tools covering the full CAD lifecycle. Enables AI-assisted design workflows through COM… | 65 stars · 22 forks | No one-command install · Source | |
| 2329 | 89.5300 | k-jarzyna-miromcp · other | Integrates with Miro's collaborative whiteboard platform, providing over 80 tools for managing boards, creating and manipulating various item types… | 65 stars · 22 forks | No one-command install · Source | |
| 2331 | 89.5281 | zscalermcp · other | Manage Zscaler Zero Trust Exchange via 280+ tools across ZPA, ZIA, ZDX, ZCC, EASM, and more. | 50 stars · 27 forks | No one-command install · Source | |
| 2332 | 89.5270 | pvev-mattermostmcp · front-end | Integrates with Mattermost workspaces to enable channel listing, message history retrieval, posting, thread management, reactions, user information… | 42 stars · 28 forks | No one-command install · Source | |
| 2333 | 89.5180 | nameetp-pdfmuxmcp · back-end | PDF extraction router with built-in MCP server. Classifies each page (digital, scanned, tables) and routes to the best backend (PyMuPDF, Docling, OCR… | 81 stars · 13 forks | No one-command install · Source | |
| 2334 | 89.5123 | saidsurucu-ekap-turkish-procurementmcp · back-end | Integrates with Turkey's EKAP v2 government procurement API to search public tenders, announcements, and procurement classifications with filtering… | 98 stars · 10 forks | No one-command install · Source | |
| 2335 | 89.5085 | jotaderodriguez-bonsai-blender-ifcmcp · ai-agents | Connects Claude to Blender for analyzing and interacting with IFC building models through five specialized tools for querying project information… | 64 stars · 23 forks | No one-command install · Source | |
| 2336 | 89.5078 | mockdmcp · back-end | Multi-protocol API mock server supporting HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP. | 146 stars · 7 forks | No one-command install · Source | |
| 2337 | 89.5067 | genfilesmcpmcp · other | Generates PowerPoint, Excel, Word, and Markdown files from natural language requests and reviews Word documents with AI comments. | 85 stars · 12 forks | No one-command install · Source | |
| 2338 | 89.5006 | unusual-whales-mcpmcp · other | Provides access to Unusual Whales market data including options flow, dark pool activity, congressional trades, and more via natural language queries. | 78 stars · 14 forks | No one-command install · Source | |
| 2339 | 89.4925 | epicure-mcp-servermcp · back-end | Public, anonymous, read-only MCP server for the Epicure ingredient-embedding model, offering tools for ingredient pairings, flavor profiling, and… | 75 stars · 15 forks | No one-command install · Source | |
| 2339 | 89.4925 | block-vscodemcp · search | Enables direct interaction with VS Code through bidirectional communication, providing tools for file diffing, project navigation, shell command… | 75 stars · 15 forks | No one-command install · Source | |
| 2341 | 89.4791 | gsap-master-mcp-servermcp · back-end | Transforms Claude into a GSAP animation expert with AI-powered natural language animation creation, complete API coverage, and production-ready… | 121 stars · 8 forks | No one-command install · Source | |
| 2342 | 89.4682 | blacktop-saymcp · other | Provides text-to-speech capabilities through both native system voices and ElevenLabs integration, enabling vocalization of responses without leaving… | 68 stars · 19 forks | No one-command install · Source | |
| 2343 | 89.4649 | ruchernchong-google-analyticsmcp · observability | Integrates GA4 data to provide web analytics metrics and insights for analyzing website performance and user engagement. | 71 stars · 17 forks | No one-command install · Source | |
| 2343 | 89.4649 | deep-research-mcp-servermcp · back-end | An MCP server that performs iterative deep research using Google Gemini 2.5 Flash with search grounding and URL context, producing professional… | 71 stars · 17 forks | No one-command install · Source | |
| 2345 | 89.4607 | okooo5km-memory-knowledge-graphmcp · ai-agents | Provides a persistent knowledge graph system for maintaining structured memory across conversations, enabling creation, querying, and management of… | 106 stars · 9 forks | No one-command install · Source | |
| 2346 | 89.4577 | shinzo-labs-hubspotmcp · back-end | Integrates with HubSpot CRM API for managing companies, contacts, deals, and other CRM objects through natural language, enabling sales teams to… | 35 stars · 29 forks | No one-command install · Source | |
| 2347 | 89.4570 | tjnull-ludusmcp · other | Manage Ludus cyber range environments through natural language commands. | 84 stars · 12 forks | No one-command install · Source | |
| 2348 | 89.4542 | adamzhang1987-kingdee-k3cloudmcp · other | Query and operate Kingdee K3Cloud ERP systems through natural language with 15 tools for reading, writing, and auditing business records. | 66 stars · 20 forks | No one-command install · Source | |
| 2349 | 89.4399 | nalyk-gitlabmcp · back-end | GitLab MCP Server provides robust integration with the GitLab API, enabling developers to interact with repositories, issues, merge requests, and… | 64 stars · 22 forks | No one-command install · Source | |
| 2349 | 89.4399 | upwork-mcp-servermcp · ai-agents | MCP server for Upwork via browser automation. Enables Claude Code to search jobs, manage proposals, messages, and contracts on Upwork. | 64 stars · 22 forks | No one-command install · Source | |
| 2351 | 89.4355 | apple-rag-mcpmcp · search | Provides access to Apple documentation and WWDC transcripts with semantic, keyword, and hybrid search capabilities, enabling developers to quickly… | 119 stars · 8 forks | No one-command install · Source | |
| 2351 | 89.4355 | egoist-ffmpeg-media-toolsmcp · other | Provides a simplified interface for common FFmpeg media operations like video speed adjustment and audio extraction without requiring complex… | 119 stars · 8 forks | No one-command install · Source | |
| 2353 | 89.4270 | alfredang-notebooklmmcp · other | Automates Google NotebookLM workflows for creating notebooks, adding content sources, and generating podcasts, videos, slide decks, mind maps… | 47 stars · 27 forks | No one-command install · Source | |
| 2354 | 89.4121 | vivado-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that enables AI assistants like Claude to directly interact with AMD/Xilinx Vivado FPGA development tools. | 63 stars · 23 forks | No one-command install · Source | |
| 2355 | 89.3998 | getalby-mcpmcp · payments | Connect any bitcoin lightning wallet to your agent to send and receive instant payments globally. | 67 stars · 19 forks | No one-command install · Source | |
| 2355 | 89.3998 | gemini-cloud-assist-mcp-servermcp · back-end | Connects MCP clients to Gemini Cloud Assist APIs, enabling users to understand, manage, and troubleshoot their Google Cloud environment using natural… | 67 stars · 19 forks | No one-command install · Source | |
| 2355 | 89.3998 | hjlarry-dify-workflowmcp · back-end | Transforms Dify workflow applications into function-enabled endpoints, allowing AI tools to interact with custom functions through a simple setup… | 67 stars · 19 forks | No one-command install · Source | |
| 2355 | 89.3998 | jayzeedesign-figmamcp · front-end | Integrates with Figma's API to enable direct access to design files and prototypes for generating code and answering UI implementation queries. | 67 stars · 19 forks | No one-command install · Source | |
| 2359 | 89.3897 | chuprinadaria-fartrunmcp · other | Local code scanner with 29 tools for security vulnerability detection, health analysis, and dead code identification without cloud uploads. | 139 stars · 7 forks | No one-command install · Source | |
| 2360 | 89.3889 | agent-lspmcp · ai-agents | Stateful LSP runtime for AI agents — 50+ tools across 30+ programming languages. | 118 stars · 8 forks | No one-command install · Source | |
| 2361 | 89.3887 | kadykov-openapi-schema-explorermcp · back-end | Provides token-efficient access to OpenAPI and Swagger specifications through URI-based references, allowing exploration of API structures without… | 76 stars · 14 forks | No one-command install · Source | |
| 2362 | 89.3854 | kvadratni-speech-faster-whispermcp · other | Integrates voice interaction capabilities using faster-whisper and PyAudio for speech recognition and synthesis, enabling natural language voice… | 83 stars · 12 forks | No one-command install · Source | |
| 2362 | 89.3854 | terhechte-rust-analyzer-toolsmcp · other | Integrates with Rust Analyzer to provide type information, documentation, references, implementations, and Cargo commands for Rust development… | 83 stars · 12 forks | No one-command install · Source | |
| 2364 | 89.3747 | joelhooks-logseq-knowledge-graphmcp · observability | Integrates with Logseq knowledge graphs to enable retrieval, analysis, and manipulation of personal knowledge bases through tools for page content… | 70 stars · 17 forks | No one-command install · Source | |
| 2365 | 89.3719 | ru-marketplace-mcpmcp · back-end | MCP server that reads product data from Russian and Chinese marketplaces (Wildberries, Ozon, Yandex Market, Avito, etc.) — prices, availability… | 79 stars · 13 forks | No one-command install · Source | |
| 2365 | 89.3719 | codejunkie99-brainmcp · ai-agents | Rust MCP server providing git-backed long-term memory for AI coding agents with SQLite indexing and CLI interface. | 79 stars · 13 forks | No one-command install · Source | |
| 2367 | 89.3693 | unreal-api-mcpmcp · back-end | Provides accurate Unreal Engine C++ API documentation to AI agents, preventing hallucinated signatures and incorrect includes. | 94 stars · 10 forks | No one-command install · Source | |
| 2367 | 89.3693 | madguyevans-resale-agentmcp · ai-agents | Automates C2C second-hand resale through 7 tools covering photo recognition, price research, listing generation, repricing, and auto-delisting across… | 94 stars · 10 forks | No one-command install · Source | |
| 2369 | 89.3664 | codacymcp · observability | Integrates with Codacy's code quality platform to provide static analysis capabilities, code coverage metrics, and quality gate configurations for… | 62 stars · 24 forks | No one-command install · Source | |
| 2370 | 89.3610 | google-scholar-mcpmcp · back-end | MCP server for searching academic papers via Google Scholar, retrieving metadata and abstracts, with support for Chinese queries and auto-translation. | 87 stars · 11 forks | No one-command install · Source | |
| 2371 | 89.3584 | mcp-office-documents-servermcp · back-end | Let your AI assistant create professional Office documents — PowerPoint, Word, Excel, emails & XML — with a single prompt. | 38 stars · 28 forks | No one-command install · Source | |
| 2372 | 89.3526 | flutter-documentationmcp · database | Provides real-time access to Flutter, Dart, and pub.dev documentation through on-demand web scraping with SQLite caching, enabling current API… | 73 stars · 15 forks | No one-command install · Source | |
| 2373 | 89.3481 | decisionnode-decisionnodemcp · ai-agents | Record development decisions as structured JSON, embed as vectors via Gemini, and search semantically over MCP. Shared store across Claude Code… | 82 stars · 12 forks | No one-command install · Source | |
| 2374 | 89.3469 | daniel-lxs-perplexitymcp · back-end | Integrates with Perplexity API to provide expert programming assistance and persistent chat capabilities for developers and teams. | 66 stars · 19 forks | No one-command install · Source | |
| 2375 | 89.3462 | cchistorycli · ai-agents | Like the shell history command, but for your Claude Code sessions: lists every Bash or Bash-mode command Claude Code ran in a session. | 137 stars · 7 forks | No one-command install · Source | |
| 2376 | 89.3455 | vidhupv-x-twittermcp · other | Create and manage X/Twitter posts. | 61 stars · 25 forks | No one-command install · Source | |
| 2377 | 89.3250 | geli2001-datadogmcp · observability | Integrates with Datadog monitoring platform to provide access to metrics, logs, dashboards, monitors, and incidents for DevOps and SRE workflows | 69 stars · 17 forks | No one-command install · Source | |
| 2378 | 89.3222 | vishalmysore-choturobomcp · back-end | Connects Claude AI with physical hardware through a TypeScript server that translates natural language commands into robotic control actions for LEDs… | 78 stars · 13 forks | No one-command install · Source | |
| 2378 | 89.3222 | sammcj-llamaindexmcp · search | Integrates with LlamaIndexTS to provide access to various LLM providers for code generation, documentation writing, and question answering tasks | 78 stars · 13 forks | No one-command install · Source | |
| 2380 | 89.3072 | codemaestroai-advanced-unitymcp · other | Unity Editor package that enables direct integration between Unity development environments and external tools for game development workflows… | 93 stars · 10 forks | No one-command install · Source | |
| 2381 | 89.2886 | hula-mcpmcp · other | 为HuLa即时通讯应用提供MCP服务，支持用户、群组和聊天资源的访问以及消息发送等工具操作。 | 24 stars · 32 forks | No one-command install · Source | |
| 2382 | 89.2850 | kuudoai-amazon-adsmcp · auth | Integrates with Amazon Advertising API to enable campaign management, performance reporting, profile handling, and DSP operations with pluggable… | 67 stars · 18 forks | No one-command install · Source | |
| 2383 | 89.2785 | jgrants-mcp-servermcp · ai-agents | MCP server for Japan's Jグランツ grant application system, enabling LLMs to search and retrieve subsidy information via natural language. | 50 stars · 26 forks | No one-command install · Source | |
| 2384 | 89.2780 | siyuan-mcp-servermcp · back-end | Enables AI assistants to interact with SiYuan Note through its API, supporting notebook and document management, block operations, search, file… | 72 stars · 15 forks | No one-command install · Source | |
| 2385 | 89.2747 | giginet-xcodeprojmcp · other | Provides manipulation of Xcode project files through 21 specialized tools for creating projects, managing targets and build configurations… | 133 stars · 7 forks | No one-command install · Source | |
| 2386 | 89.2708 | claudiohook · ai-agents | A small library that plays OS-native sounds for Claude Code events through hooks. | 113 stars · 8 forks | No one-command install · Source | |
| 2387 | 89.2699 | legal-hub-mcp-argentinamcp · ai-agents | Unified MCP server for Argentine legal sources, enabling access to 11 databases including jurisprudence, legislation, official bulletins, and court… | 63 stars · 21 forks | No one-command install · Source | |
| 2388 | 89.2693 | jovancoding-network-aimcp · ai-agents | Multi-agent orchestration MCP server with race-condition-safe shared blackboard. 20+ MCP tools: blackboard read/write, agent spawn/stop, FSM… | 77 stars · 13 forks | No one-command install · Source | |
| 2388 | 89.2693 | arman-kudaibergenov-bsl-atlasmcp · database | Provides structural and semantic code search across 1C/BSL enterprise codebases with call graph analysis, metadata inspection, and vector-powered… | 77 stars · 13 forks | No one-command install · Source | |
| 2388 | 89.2693 | thedaviddias-llms-txt-explorermcp · ai-agents | Provides a bridge for exploring websites with llms.txt files, enabling fetching and parsing of website-specific language model instructions for… | 77 stars · 13 forks | No one-command install · Source | |
| 2391 | 89.2636 | jmanhype-vggt-mpsmcp · other | Provides 3D vision and reconstruction capabilities through VGGT transformer model for multi-view reconstruction from image sequences, offering camera… | 92 stars · 10 forks | No one-command install · Source | |
| 2392 | 89.2522 | boldcommerce-magento2mcp · ai-agents | Connects Claude to Magento 2 e-commerce platforms for querying product information, customer data, order statistics, and revenue metrics using natural… | 59 stars · 25 forks | No one-command install · Source | |
| 2393 | 89.2437 | ppt-translatormcp · other | Translates PowerPoint presentations using Amazon Bedrock models while preserving formatting, layouts, and styles, supporting selective slide… | 70 stars · 16 forks | No one-command install · Source | |
| 2394 | 89.2404 | onenote-mcp-servermcp · back-end | Enables natural language access to Microsoft OneNote notebooks, sections, and pages for reading and listing content. | 49 stars · 26 forks | No one-command install · Source | |
| 2395 | 89.2331 | study-bible-mcp-servermcp · back-end | Enables deep Bible study through tools for original language lexicons, morphological analysis, cross-references, and contextual notes. | 80 stars · 12 forks | No one-command install · Source | |
| 2395 | 89.2331 | kanban-mcp-2mcp · ai-agents | An MCP server that provides a database-backed kanban board with 40+ tools for AI agents to track issues, features, todos, epics, and diary entries… | 80 stars · 12 forks | No one-command install · Source | |
| 2395 | 89.2331 | digitalocean-archivedmcp · devops | Integrates with DigitalOcean's cloud platform API to enable management of cloud resources, deployment of applications, and monitoring of… | 80 stars · 12 forks | No one-command install · Source | |
| 2395 | 89.2331 | leehanchung-bing-searchmcp · back-end | Enables web, news, and image searches through Microsoft's Bing Search API, providing access to up-to-date information from the internet. | 80 stars · 12 forks | No one-command install · Source | |
| 2399 | 89.2325 | claudexcli · browser | A web-based browser for your Claude Code conversation history across projects, with full-text search, a dashboard of high-level figures and several… | 91 stars · 10 forks | No one-command install · Source | |
| 2400 | 89.2321 | bmad-mcp-servermcp · back-end | Enables AI assistants to leverage the BMAD methodology with 11 specialized agents and 36+ workflows for software development tasks. | 66 stars · 18 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.