Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3601 | 82.8675 | vespo92-truenas-coremcp · devops | Integrates with TrueNAS Core storage systems to enable natural language control of user management, pool monitoring, dataset creation, ZFS properties… | 31 stars · 10 forks | No one-command install · Source | |
| 3601 | 82.8675 | qasemcp · otheralso listed as qase-mcp-server | Manage test cases, runs, suites, and defects in Qase test management platform. | 31 stars · 10 forks | No one-command install · Source | |
| 3601 | 82.8675 | jalpp-chessaginemcp · other | Integrates with Stockfish chess engine to provide deep positional analysis, strategic theme evaluation across material/mobility/space/king safety… | 31 stars · 10 forks | No one-command install · Source | |
| 3601 | 82.8675 | variflightmcp · observability | Integrates with Variflight API to provide real-time flight information, schedules, aircraft tracking, airport weather forecasts, and comfort metrics… | 31 stars · 10 forks | No one-command install · Source | |
| 3601 | 82.8675 | carlosazaustre-advocumcp · observability | Integrates with the Advocu platform to streamline activity reporting for Google Developer Experts, enabling submission of content creation, speaking… | 31 stars · 10 forks | No one-command install · Source | |
| 3601 | 82.8675 | gh-mcp-servermcp · ai-agentsalso listed as veoery-grasshopper-3d | An MCP server that enables designers to interact with Rhino and Grasshopper via LLMs, analyze .3dm files, perform 3D modeling, and automatically… | 31 stars · 10 forks | No one-command install · Source | |
| 3601 | 82.8675 | dumpling-aimcp · back-endalso listed as dumpling-ai-mcp-server-dumplingai | Provides a bridge to Dumpling AI's data extraction API for performing web searches, scraping content, extracting structured data, and processing… | 31 stars · 10 forks | No one-command install · Source | |
| 3601 | 82.8675 | privetin-dataset-viewermcp · back-end | Integrates with the Hugging Face Dataset Viewer API to enable exploration, analysis, and content retrieval of datasets hosted on the Hugging Face Hub. | 31 stars · 10 forks | No one-command install · Source | |
| 3601 | 82.8675 | fireproof-storage-json-document-storemcp · database | Fireproof database integration for a flexible JSON document store with CRUD operations. | 31 stars · 10 forks | No one-command install · Source | |
| 3601 | 82.8675 | zeparhyfar-mcp-datetimemcp · other | Provides flexible, timezone-aware date and time formatting across various locales. | 31 stars · 10 forks | No one-command install · Source | |
| 3614 | 82.8608 | monteslu-vibe-eyesmcp · browser | Enables LLMs to visualize and debug browser-based games and applications by capturing canvas content, console logs, and errors, then processing visual… | 54 stars · 4 forks | No one-command install · Source | |
| 3615 | 82.8391 | opensvm-dexscreenermcp · other | Integrates with decentralized exchanges across multiple blockchains to provide real-time crypto market data, focusing on Solana memecoin markets. | 22 stars · 14 forks | No one-command install · Source | |
| 3616 | 82.8291 | chirag127-clear-thoughtmcp · front-endalso listed as clear-thought-server, clear-thought-server-2 | Provides 11 specialized cognitive tools including mental models, design patterns, debugging approaches, and scientific reasoning frameworks for… | 37 stars · 7 forks | No one-command install · Source | |
| 3616 | 82.8291 | kratos-mcpmcp · database | Ultra-lean memory system for AI coding tools that stores project knowledge locally with SQLite and enables AI to remember your project across… | 37 stars · 7 forks | No one-command install · Source | |
| 3616 | 82.8291 | johancodinha-nreplmcp · other | Integrates with Clojure nREPL instances to enable code evaluation, namespace listing, and public var inspection for AI-assisted Clojure development. | 37 stars · 7 forks | No one-command install · Source | |
| 3616 | 82.8291 | athapong-all-in-onemcp · search | Integrates GitLab, Jira, Confluence, YouTube, and Google AI to provide search capabilities and utility tools for streamlined development workflows and… | 37 stars · 7 forks | No one-command install · Source | |
| 3616 | 82.8291 | gotoolkits-wecombotmcp · comms | Integrates WeCom group messaging, enabling automated sending of diverse message types and file uploads for streamlined team communication and… | 37 stars · 7 forks | No one-command install · Source | |
| 3623 | 82.8222 | gh-ralfbecher-orionbelt-analyticsmcp · observabilityalso listed as io-github-ralfbecher-orionbelt-analytics | Ontology-based database schema analysis and RDF/OWL ontology generation. | 46 stars · 5 forks | No one-command install · Source | |
| 3623 | 82.8222 | tstockham96-engrammcp · ai-agents | Intelligent agent memory with semantic recall, automatic consolidation, contradiction detection, and bi-temporal knowledge graph. 80% on LOCOMO… | 46 stars · 5 forks | No one-command install · Source | |
| 3626 | 82.8119 | dynatrace-managedmcp · observability | Integrates with self-hosted Dynatrace Managed environments to access logs, events, metrics, problems, and entity data. | 28 stars · 13 forks | No one-command install · Source | |
| 3626 | 82.8119 | logisheets-mcpmcp · observability | Enables AI agents to work with a real Excel-compatible spreadsheet engine, allowing them to create and manipulate structured data blocks, write and… | 28 stars · 13 forks | No one-command install · Source | |
| 3626 | 82.8119 | swayingleaves-uml-diagrammingmcp · other | Integrates with UML diagramming tools to generate visual representations of system architecture, class relationships, and process flows directly from… | 28 stars · 13 forks | No one-command install · Source | |
| 3629 | 82.8113 | mcp-typescript-startermcp · ai-agents | A feature-complete MCP server template in TypeScript demonstrating tools, resources, prompts, and both stdio and HTTP transports. | 8 stars · 19 forks | No one-command install · Source | |
| 3630 | 82.7711 | rekalmcp · database | Provides long-term memory for LLMs via local SQLite storage with hybrid search (BM25, vectors, recency decay), enabling AI coding agents to persist… | 53 stars · 4 forks | No one-command install · Source | |
| 3630 | 82.7711 | polarvista-xcodemcp · other | Integrates with Xcode to automate iOS development workflows including building projects, running tests, and analyzing results. | 53 stars · 4 forks | No one-command install · Source | |
| 3632 | 82.7679 | cometchat-docsmcp · comms | CometChat docs search + implementation bundles: add chat, voice, video & moderation to your app through your AI coding agent. | 67 stars · 3 forks | No one-command install · Source | |
| 3633 | 82.7509 | vakharwalad23-google-mcpmcp · auth | Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with OAuth management, automated token refresh, and auto re-authentication… | 21 stars · 14 forks | No one-command install · Source | |
| 3633 | 82.7509 | marcolooy-pega-dxmcp · auth | Integrates with Pega Infinity's DX APIs to enable conversational case management and workflow automation through OAuth2 authentication, supporting… | 21 stars · 14 forks | No one-command install · Source | |
| 3635 | 82.7330 | pan-mcp-relaymcp · back-end | Security-enhanced MCP Relay/Proxy server providing real-time AI threat protection for MCP Clients, scanning tool descriptions, call parameters, and… | 34 stars · 8 forks | No one-command install · Source | |
| 3635 | 82.7330 | magarcia-giphymcp · search | Allows AI models to search, retrieve, and utilize GIFs from Giphy. | 34 stars · 8 forks | No one-command install · Source | |
| 3635 | 82.7330 | mlobo2012-claude-desktop-apimcp · back-end | Integrates Claude API features, enabling direct API access, extended context windows, and advanced conversation management. Helpful to bypass standard… | 34 stars · 8 forks | No one-command install · Source | |
| 3638 | 82.7099 | kernelmcp · auth | Integrates with Kernel platform's cloud deployment and browser automation services to enable app deployment with dependency resolution, browser… | 32 stars · 9 forks | No one-command install · Source | |
| 3638 | 82.7099 | aywengo-kafka-schema-reg-mcpmcp · back-end | Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry management, schema migration, and enterprise features. | 32 stars · 9 forks | No one-command install · Source | |
| 3638 | 82.7099 | arclio-github-projectsmcp · github-vcs | Integrates with GitHub Projects V2 to enable direct management of project boards, issues, and field values through natural language commands without… | 32 stars · 9 forks | No one-command install · Source | |
| 3641 | 82.7077 | vinvaimcp · ai-agents | Runs, tests, and finds issues in your Python services with zero code changes, then helps your AI agent fix what breaks and proves it with acceptance… | 45 stars · 5 forks | No one-command install · Source | |
| 3641 | 82.7077 | nicholasbester-clickup-climcp · back-end | ClickUp API integration with 143 MCP tools covering all ~130 endpoints. Token-efficient compact responses (~98% smaller than raw JSON), flattening… | 45 stars · 5 forks | No one-command install · Source | |
| 3641 | 82.7077 | drafts-mcp-servermcp · back-end | Enables AI assistants to manage drafts, tags, workspaces, and actions in the Drafts app on macOS. | 45 stars · 5 forks | No one-command install · Source | |
| 3641 | 82.7077 | effect-mcpmcp · back-end | A Model Context Protocol server that provides real-time access to Effect ecosystem documentation, enabling AI assistants to retrieve accurate and… | 45 stars · 5 forks | No one-command install · Source | |
| 3645 | 82.6849 | superbased-observermcp · ai-agents | Local MCP server that lets your AI coding agent query its own cross-tool project history - file/command freshness, past test failures, cost & token… | 40 stars · 6 forks | No one-command install · Source | |
| 3646 | 82.6689 | codex-mcp-gomcp · ai-agents | Wraps OpenAI's Codex CLI as an MCP server, enabling AI clients like KiloCode, Roo Code, and Cline to leverage Codex for code generation, debugging… | 52 stars · 4 forks | No one-command install · Source | |
| 3647 | 82.6573 | composer-trade-mcpmcp · observability | Enables MCP-enabled LLMs to create, backtest, and trade automated investing strategies (symphonies) on Composer, with tools for monitoring performance… | 2 stars · 45 forks | No one-command install · Source | |
| 3648 | 82.6449 | chronos-mcpmcp · back-end | A comprehensive MCP server for CalDAV calendar management, supporting multi-account CRUD operations, recurring events, tasks, journals, and advanced… | 29 stars · 11 forks | No one-command install · Source | |
| 3649 | 82.6434 | simplemindedbot-mnemexmcp · ai-agents | Human-like temporal memory for AI assistants that naturally fades over time unless reinforced through use, mimicking the Ebbinghaus forgetting curve | 36 stars · 7 forks | No one-command install · Source | |
| 3649 | 82.6434 | marketplaces-mcp-rumcp · back-end | AI-доступ к кабинетам Wildberries и Ozon через MCP-сервера над Seller API. Обеспечивает 793 метода для управления продажами, остатками, ценами… | 36 stars · 7 forks | No one-command install · Source | |
| 3649 | 82.6434 | 1c-platform-tools-mcpmcp · databasealso listed as yellow-hammer-1c-platform | Enables AI agents to interact with 1C: Enterprise development environment, including running tests, managing launch profiles, building configurations… | 36 stars · 7 forks | No one-command install · Source | |
| 3649 | 82.6434 | quasi-common-lisp-replmcp · other | Provides persistent Common Lisp REPL environment with comprehensive error handling, session state management, and Quicklisp system loading. | 36 stars · 7 forks | No one-command install · Source | |
| 3649 | 82.6434 | respawn-app-tool-filtermcp · back-end | Proxy server that filters tools from upstream MCP servers using configurable regex patterns to control which tools are exposed to clients. | 36 stars · 7 forks | No one-command install · Source | |
| 3649 | 82.6434 | israeli-bank-scrapersmcp · browser | Connects to Israeli banking data for secure access to transactions from all major Israeli banks and credit card companies, enabling financial analysis… | 36 stars · 7 forks | No one-command install · Source | |
| 3649 | 82.6434 | octoeverywhere-templatemcp · back-end | Minimal project template providing Apache License 2.0 licensing framework for open-source MCP implementations without functional code or server… | 36 stars · 7 forks | No one-command install · Source | |
| 3649 | 82.6434 | acp-to-mcp-adaptermcp · ai-agentsalso listed as i-am-bee-acp-mcp | Bridges Agent Communication Protocol (ACP) agents with Model Context Protocol (MCP) applications, allowing MCP clients such as Claude Desktop to… | 36 stars · 7 forks | No one-command install · Source | |
| 3649 | 82.6434 | hyeongjun-dev-metabasemcp · database | Connects to Metabase analytics platforms to enable conversational access to business intelligence data through tools for listing dashboards, executing… | 36 stars · 7 forks | No one-command install · Source | |
| 3649 | 82.6434 | descope-authenticationmcp · auth | Integrates with Descope's authentication platform to enable natural language-driven user management, authentication flows, and access control… | 36 stars · 7 forks | No one-command install · Source | |
| 3661 | 82.6335 | tatumio-blockchainmcp · devops | Integrates with Tatum's blockchain infrastructure to provide multi-chain data access across 130+ networks including Bitcoin, Ethereum, Polygon, and… | 15 stars · 15 forks | No one-command install · Source | |
| 3662 | 82.6318 | pocketbase-mcp-servermcp · back-end | Enables AI assistants and MCP clients to interact with PocketBase databases for authentication, data management, and administrative operations. | 65 stars · 3 forks | No one-command install · Source | |
| 3663 | 82.6292 | yunaga224-obsidian-memorymcp · ai-agents | Stores conversation memories as Obsidian-compatible Markdown files with YAML frontmatter and [[link]] syntax, enabling knowledge graph visualization… | 30 stars · 10 forks | No one-command install · Source | |
| 3663 | 82.6292 | buildmcp · back-end | Integrates with build and deployment systems through HTTP-based APIs to enable CI/CD operations, pipeline management, and automated deployment… | 30 stars · 10 forks | No one-command install · Source | |
| 3663 | 82.6292 | super-i-tech-plexusmcp · auth | Multi-tenant OAuth framework that provides secure user authentication, encrypted API key management, and tenant-scoped tool access controls for… | 30 stars · 10 forks | No one-command install · Source | |
| 3666 | 82.6264 | currents-test-resultsmcp · devops | Provides a bridge to Currents test results platform, enabling AI to analyze failing tests, optimize test suites, and troubleshoot CI/CD pipeline… | 20 stars · 14 forks | No one-command install · Source | |
| 3666 | 82.6264 | rlopez133-ansible-automation-platformmcp · other | Integrates with Ansible Automation Platform, OpenShift, and Event-Driven Ansible to enable advanced automation workflows, inventory management, and… | 20 stars · 14 forks | No one-command install · Source | |
| 3668 | 82.5864 | edubasemcp · other | Integrates AI assistants with the EduBase e-learning platform for quiz and exam management. | 28 stars · 12 forks | No one-command install · Source | |
| 3668 | 82.5864 | finq4cn-mcp-servermcp · back-end | Provides free, open-source access to China A-share financial data for quantitative analysis, including stock metrics, news, and backtesting. | 28 stars · 12 forks | No one-command install · Source | |
| 3668 | 82.5864 | lupuletic-onyx-knowledge-basemcp · search | Bridges Onyx knowledge bases with semantic search and chat capabilities, enabling teams to access organizational knowledge through RAG-powered… | 28 stars · 12 forks | No one-command install · Source | |
| 3671 | 82.5839 | capetlevrai-clipboard-visionmcp · other | Clipboard image analysis and OCR for text-only AI models using Groq Llama-4 Scout vision. | 44 stars · 5 forks | No one-command install · Source | |
| 3672 | 82.5705 | gh-akougkas-zulipchatmcp · observability | Connect AI to Zulip with 60+ tools for messaging, streams, events, and analytics. | 27 stars · 13 forks | No one-command install · Source | |
| 3672 | 82.5705 | exoticknight-file-mergermcp · other | Merge multiple files into one. | 27 stars · 13 forks | No one-command install · Source | |
| 3672 | 82.5705 | jonnoc-coderagmcp · database | Parses TypeScript, JavaScript, Java, and Python codebases into a Neo4J graph database to extract code entities, relationships, and metadata, enabling… | 27 stars · 13 forks | No one-command install · Source | |
| 3675 | 82.5250 | marlinjai-emailmcp · commsalso listed as marlinjai-email-mcp | Send emails via SMTP with attachment support and HTML formatting. | 19 stars · 14 forks | No one-command install · Source | |
| 3675 | 82.5250 | growi-mcp-servermcp · searchalso listed as growilabs-growi-mcp-server | Connects AI models to GROWI wikis for search and retrieval, enabling context-aware responses from an organization's knowledge base. | 19 stars · 14 forks | No one-command install · Source | |
| 3675 | 82.5250 | v4lheru-trellomcp · back-end | Provides a bridge to Trello for creating and managing boards, lists, cards, labels, members, and checklists through TypeScript-based service handlers… | 19 stars · 14 forks | No one-command install · Source | |
| 3680 | 82.5239 | tiacommander-mcpmcp · back-end | MCP server that connects AI assistants to Siemens TIA Portal via the Openness API. AI-assisted PLC programming, project management, hardware… | 39 stars · 6 forks | No one-command install · Source | |
| 3680 | 82.5239 | seldonframemcp · comms | Open-source agency CRM platform with MCP-native client management, booking, intake forms, and AI chatbots. | 39 stars · 6 forks | No one-command install · Source | |
| 3680 | 82.5239 | gemini-superclaude-mcp-servermcp · ai-agents | Enhances Gemini CLI with SuperClaude Framework v4.0.9, providing 22 specialized commands, 14 domain-expert agents, and integration with 6 MCP servers… | 39 stars · 6 forks | No one-command install · Source | |
| 3680 | 82.5239 | bsmi021-file-contextmcp · search | Provides advanced file system access and code analysis capabilities, enabling efficient reading, searching, and analysis of large codebases for… | 39 stars · 6 forks | No one-command install · Source | |
| 3684 | 82.5173 | drhalto-agentmakomcp · ai-agents | Local-first codebase intelligence MCP server for AI coding agents with structured project context discovery. | 51 stars · 4 forks | No one-command install · Source | |
| 3684 | 82.5173 | mcp-sdd-servermcp · ai-agents | An MCP server implementing Spec-Driven Development workflows for AI-agent CLIs and IDEs like Claude Code and Cursor, enabling spec-first development… | 51 stars · 4 forks | No one-command install · Source | |
| 3684 | 82.5173 | gh-assafkip-huntkitmcp · back-end | OSINT investigation toolkit providing two MCP servers for infrastructure reconnaissance and threat intelligence lookups, covering WHOIS, DNS, Wayback… | 51 stars · 4 forks | No one-command install · Source | |
| 3684 | 82.5173 | gepa-mcp-servermcp · back-end | Implements the Genetic-Evolutionary Prompt Architecture for automatic prompt optimization, providing tools to optimize, quickly improve, and… | 51 stars · 4 forks | No one-command install · Source | |
| 3688 | 82.5133 | kestra-workflow-orchestrationmcp · ai-agents | Integrates with Kestra workflow orchestration platform to enable natural language control of data pipelines, execution management, namespace… | 33 stars · 8 forks | No one-command install · Source | |
| 3688 | 82.5133 | gh-iseppo-e-arveldajamcp · back-end | Interfaces with Estonian RIK e-Financials accounting API. | 33 stars · 8 forks | No one-command install · Source | |
| 3688 | 82.5133 | ticktick-mcp-enhancedmcp · auth | 基于滴答清单官方API的本地MCP服务，通过自然语言管理待办事项、创建和查询任务，支持OAuth认证和高级筛选。 | 33 stars · 8 forks | No one-command install · Source | |
| 3688 | 82.5133 | f-prompts-chatmcp · back-end | Proxy server that forwards requests to the prompts.chat API, providing access to a curated collection of prompts with search and filtering… | 33 stars · 8 forks | No one-command install · Source | |
| 3688 | 82.5133 | cfm-tips-aws-cost-optimizationmcp · devops | Integrates with AWS Cost Explorer, Compute Optimizer, and CloudWatch to analyze EC2, EBS, RDS, and Lambda resources for cost optimization… | 33 stars · 8 forks | No one-command install · Source | |
| 3688 | 82.5133 | abhishekbhakat-airflowmcp · ai-agents | Bridges Claude with Apache Airflow, enabling direct interaction with workflow orchestration through read-only or full-access modes for listing… | 33 stars · 8 forks | No one-command install · Source | |
| 3694 | 82.4871 | dayoooun-hwpx-editormcp · back-end | Enables comprehensive editing and manipulation of HWPX and HWP Korean word processing documents with 76 specialized tools covering text operations… | 31 stars · 9 forks | No one-command install · Source | |
| 3694 | 82.4871 | apple-store-connect-mcp-servermcp · back-endalso listed as ryaker-appstore-connect | Enables management of iOS/macOS apps, TestFlight builds, app metadata, analytics, and more through natural language interactions with Apple Store… | 31 stars · 9 forks | No one-command install · Source | |
| 3694 | 82.4871 | houtini-geminimcp · search | Professional integration with Google's Gemini AI models featuring Google Search grounding and deep research capabilities | 31 stars · 9 forks | No one-command install · Source | |
| 3694 | 82.4871 | pancake-pos-mcpmcp · back-end | Enables AI assistants to manage Vietnamese e-commerce POS operations including orders, products, customers, inventory, supply chain, sales, CRM, and… | 31 stars · 9 forks | No one-command install · Source | |
| 3694 | 82.4871 | figma-contextmcp · front-end | Bridges AI systems with Figma design platform, transforming complex API responses into structured design information for easier understanding of… | 31 stars · 9 forks | No one-command install · Source | |
| 3694 | 82.4871 | longevity-genie-gget-mcpmcp · back-end | MCP server providing a powerful bioinformatics toolkit for genomics queries and analysis, wrapping the popular `gget` library. | 31 stars · 9 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.