Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4701 | 78.5377 | kazuph-macos-screenshotmcp · front-end | Captures and analyzes macOS screen content using TypeScript and OCR, enabling automated UI testing and visual data processing. | 23 stars · 6 forks | No one-command install · Source | |
| 4701 | 78.5377 | fastn-integrationmcp · back-end | Dynamically registers and executes tools across multiple services, enabling seamless integration and real-time operations through a flexible… | 23 stars · 6 forks | No one-command install · Source | |
| 4701 | 78.5377 | macos-resource-monitor-mcp-servermcp · back-endalso listed as pratyay-mac-monitor-mcp | Identifies resource-intensive processes on macOS across CPU, memory, and network usage, with tools for detailed process filtering and system overview. | 23 stars · 6 forks | No one-command install · Source | |
| 4701 | 78.5377 | esnark-blowbackmcp · observability | Integrates with frontend development environments to provide real-time feedback and debugging capabilities through browser automation, capturing… | 23 stars · 6 forks | No one-command install · Source | |
| 4701 | 78.5377 | brick-builder-mcp-appmcp · front-end | A Three.js MCP server for designing 3D brick constructions, enabling AI or interactive placement of bricks through natural language and providing… | 23 stars · 6 forks | No one-command install · Source | |
| 4701 | 78.5377 | bmorphism-anti-bullshitmcp · other | Integrates multiple epistemological frameworks to analyze claims, validate sources, and detect manipulation for enhanced fact-checking and critical… | 23 stars · 6 forks | No one-command install · Source | |
| 4701 | 78.5377 | draphonix-code-modemcp · devops | Sandboxed Python code execution with DSpy-powered reasoning that orchestrates external tools through generated code, featuring configurable security… | 23 stars · 6 forks | No one-command install · Source | |
| 4701 | 78.5377 | obsidian-http-mcpmcp · back-end | First HTTP-native MCP server for Obsidian that solves stdio transport bugs, enabling AI assistants to manage Obsidian notes without crashes. | 23 stars · 6 forks | No one-command install · Source | |
| 4701 | 78.5377 | fotoetienne-gqaimcp · back-end | 🏎 🏠 - Define tools using regular GraphQL queries/mutations and gqai automatically generates an MCP server for you. | 23 stars · 6 forks | No one-command install · Source | |
| 4701 | 78.5377 | kukapay-nearby-searchmcp · back-end | Integrates with Google Places API to provide location-based place discovery using IP-based detection, enabling users to find nearby businesses… | 23 stars · 6 forks | No one-command install · Source | |
| 4701 | 78.5377 | nkkko-daytona-python-interpretermcp · other | Integrates with Daytona's secure Python execution environment to enable isolated code running and workspace management for testing and educational… | 23 stars · 6 forks | No one-command install · Source | |
| 4713 | 78.5248 | codeql-development-mcp-servermcp · back-end | Enables AI-assisted development of CodeQL queries for security analysis through the Model Context Protocol. Provides tools for compiling, testing, and… | 34 stars · 3 forks | No one-command install · Source | |
| 4713 | 78.5248 | origin-pro-mcp-servermcp · back-end | Enables AI assistants to control OriginLab Origin Pro via COM automation for data analysis, graphing, and styling, with real-time GUI updates. | 34 stars · 3 forks | No one-command install · Source | |
| 4713 | 78.5248 | diaaaj-a-memmcp · ai-agentsalso listed as io-github-diaaaj-a-mem-mcp | Self-evolving memory system with dynamic knowledge graph for AI agents. | 34 stars · 3 forks | No one-command install · Source | |
| 4717 | 78.5119 | alejandroqh-npctermmcp · ai-agents | Headless in-memory terminal emulator for AI agents to spawn shells, run commands, and interact with TUI applications. | 45 stars · 2 forks | No one-command install · Source | |
| 4717 | 78.5119 | a2a-server-2mcp · back-end | Google A2A Server in Go | 45 stars · 2 forks | No one-command install · Source | |
| 4719 | 78.5039 | jbr-cargomcp · other | Provides safe access to Rust development workflows through whitelisted Cargo commands including check, clippy, test, build, bench, fmt, dependency… | 17 stars · 10 forks | No one-command install · Source | |
| 4719 | 78.5039 | kinkos1234-comad-worldmcp · browser | Personal knowledge graph system with 30+ MCP tools for RSS crawling, paper discovery, and knowledge management. | 17 stars · 10 forks | No one-command install · Source | |
| 4719 | 78.5039 | arikusi-deepseekmcp · comms | Bridge to DeepSeek AI models with chat, reasoning, multi-turn sessions, function calling, and cost tracking. | 17 stars · 10 forks | No one-command install · Source | |
| 4719 | 78.5039 | ip2location-iomcp · back-end | Integrates with IP2Location.io API to retrieve geographic location, network details, security insights, and metadata for IPv4 and IPv6 addresses with… | 17 stars · 10 forks | No one-command install · Source | |
| 4719 | 78.5039 | jaalbin24-wikijsmcp · back-end | Integrates with Wiki.js instances through GraphQL API to enable full CRUD operations for wiki pages including search, retrieval, creation, updating… | 17 stars · 10 forks | No one-command install · Source | |
| 4719 | 78.5039 | niledatabasemcp · back-end | Integrates with Nile Database services to enable database operations through TypeScript-based server implementation supporting both stdio and HTTP… | 17 stars · 10 forks | No one-command install · Source | |
| 4725 | 78.4111 | yougile-mcp-servermcp · back-end | Enables AI agents and developer tools to interact programmatically with Yougile workspace, supporting project, task, user, board, and column… | 19 stars · 9 forks | No one-command install · Source | |
| 4725 | 78.4111 | polymarket-mcpmcp · ai-agents | Enables AI agents to discover and analyze prediction markets, execute trades, and manage positions on Polymarket via the Model Context Protocol. | 19 stars · 9 forks | No one-command install · Source | |
| 4725 | 78.4111 | stanfrbd-cyberbromcp · other | IOC extraction, enrichment, and reputation analysis for cybersecurity investigations. | 19 stars · 9 forks | No one-command install · Source | |
| 4725 | 78.4111 | penpot-mcp-servermcp · front-endalso listed as penpot-mcp-server-2, zcube-penpot | Enables AI assistants to create, modify, and manage Penpot designs programmatically, providing full manipulation capabilities for the open-source… | 19 stars · 9 forks | No one-command install · Source | |
| 4725 | 78.4111 | gologinmcp · back-end | Manage your GoLogin browser profiles and automation directly through AI conversations. This MCP server connects to the GoLogin API, letting you… | 19 stars · 9 forks | No one-command install · Source | |
| 4725 | 78.4111 | amazon-cart-mcp-servermcp · back-end | Enables AI assistants to interact with your personal Amazon cart through browser automation, allowing search, add to cart, and view cart… | 19 stars · 9 forks | No one-command install · Source | |
| 4725 | 78.4111 | yuzongmin-sqlite-literature-managermcp · database | Integrates literature management operations with knowledge graphs to enable flexible paper tracking, structured note-taking, and research trend… | 19 stars · 9 forks | No one-command install · Source | |
| 4725 | 78.4111 | claude-google-sheets-mcp-servermcp · ai-agents | A comprehensive MCP server for Google Sheets integration with Claude, enabling spreadsheet discovery, data manipulation, and formatting through… | 19 stars · 9 forks | No one-command install · Source | |
| 4725 | 78.4111 | iplocatemcp · back-end | Integrates with IPLocate.io API to provide IP address geolocation, network information, privacy detection, and abuse contact data for cybersecurity… | 19 stars · 9 forks | No one-command install · Source | |
| 4736 | 78.3999 | johnneerdael-netskope-mcpmcp · front-endalso listed as johnneerdael-netskope-private-access | 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup… | 8 stars · 12 forks | No one-command install · Source | |
| 4736 | 78.3999 | gogogadgetbytes-plankamcp · otheralso listed as planka-mcp | Manage Planka kanban boards with full CRUD for cards, tasks, comments, and labels. | 8 stars · 12 forks | No one-command install · Source | |
| 4740 | 78.3881 | a-modular-kingdommcp · ai-agents | Production-ready MCP server providing RAG, hierarchical memory, and 8+ tools for AI agents via the Model Context Protocol. | 44 stars · 2 forks | No one-command install · Source | |
| 4740 | 78.3881 | shiori-mcp-servermcp · back-end | Student productivity MCP. Ask Claude what assignments are due, calculate grades needed, summarize notes, review flashcards. Works with Google… | 44 stars · 2 forks | No one-command install · Source | |
| 4740 | 78.3881 | mcp-server-fanqiemcp · search | Enables searching and reading novels from FanQie Novel platform through MCP, supporting book details, chapters, comments, and multi-type content… | 44 stars · 2 forks | No one-command install · Source | |
| 4743 | 78.3879 | imatza-rh-zuul-cimcp · observability | Zuul CI build failure analysis, log search, pipeline status monitoring, and job configuration inspection. | 21 stars · 7 forks | No one-command install · Source | |
| 4743 | 78.3879 | xiaolai-claude-octopusmcp · ai-agents | Spawn multiple specialized Claude Code agents as MCP servers, each independently configured. | 21 stars · 7 forks | No one-command install · Source | |
| 4743 | 78.3879 | local-codex-bridgemcp · ai-agents | Enables ChatGPT or other MCP clients to control native Codex sessions on Windows, providing tools for thread management, turns, observation, steering… | 21 stars · 7 forks | No one-command install · Source | |
| 4743 | 78.3879 | ielts-speaking-coach-mcp-servermcp · back-end | A local MCP server that enables IELTS speaking practice by managing training selections, session reviews, practice history, and dashboard data through… | 21 stars · 7 forks | No one-command install · Source | |
| 4743 | 78.3879 | attestable-mcp-servermcp · back-endalso listed as co-browser-attestable-mcp-server | Enables remote attestation of MCP servers using Intel SGX and RA-TLS, allowing clients to verify the exact code running on the server. | 21 stars · 7 forks | No one-command install · Source | |
| 4743 | 78.3879 | safe-omada-mcpmcp · back-end | Security-focused MCP server for TP-Link Omada Open API workflows, enabling network management via natural language. | 21 stars · 7 forks | No one-command install · Source | |
| 4743 | 78.3879 | ifmelate-image-extractormcp · other | Enables image processing and analysis by extracting images from URLs or base64 data, with features for resizing, format conversion, and secure domain… | 21 stars · 7 forks | No one-command install · Source | |
| 4743 | 78.3879 | response-mcp-servermcp · ai-agents | Enables agentic SecOps by executing Microsoft Defender XDR response actions (device isolation, antivirus scans, forensic collection, incident… | 21 stars · 7 forks | No one-command install · Source | |
| 4743 | 78.3879 | kevinlin-spec-driven-devmcp · front-end | Transforms development from idea to implementation through structured phases including goal collection, EARS format requirements gathering, technical… | 21 stars · 7 forks | No one-command install · Source | |
| 4743 | 78.3879 | kurdin-github-repos-managermcp · github-vcs | Integrates with GitHub's REST API to provide repository management, issue tracking, pull request handling, file operations, security management, and… | 21 stars · 7 forks | No one-command install · Source | |
| 4743 | 78.3879 | sailay1996-cursor-agentmcp · comms | Wraps the cursor-agent CLI tool with seven specialized tools for code interaction including chat, file editing, analysis, repository search, task… | 21 stars · 7 forks | No one-command install · Source | |
| 4743 | 78.3879 | contextualai-enterprise-searchmcp · ai-agents | Integrates with Contextual AI's platform to provide enterprise search, multi-agent routing with automatic reranking, and intelligent document… | 21 stars · 7 forks | No one-command install · Source | |
| 4743 | 78.3879 | liorfranko-chain-of-thoughtmcp · other | Task management system that converts natural language into organized development tasks with dependency tracking, implementation guides, and… | 21 stars · 7 forks | No one-command install · Source | |
| 4743 | 78.3879 | streamable-mcp-servermcp · back-end | A starting template for building a Streamable HTTP MCP server using TypeScript, based on the official SDK example with session management. | 21 stars · 7 forks | No one-command install · Source | |
| 4743 | 78.3879 | orbit-logistics-notionmcp · back-end | Integrates with Notion API to enable natural language-driven content management, knowledge base interactions, and automated workspace operations. | 21 stars · 7 forks | No one-command install · Source | |
| 4759 | 78.3878 | cyanheads-ntfymcp · comms | Bridges Claude with ntfy.sh notification service, enabling direct push notifications with support for priorities, tags, attachments, and action… | 20 stars · 8 forks | No one-command install · Source | |
| 4759 | 78.3878 | balajsaleem-criterionmcp · search | Provides semantic search across Quran verses and authentic Hadiths for Islamic guidance. | 20 stars · 8 forks | No one-command install · Source | |
| 4759 | 78.3878 | archimate-mcp-servermcp · back-end | Enables LLMs to create, modify, and analyze ArchiMate architecture models using the ArchiMate 3.2 specification, supporting coArchi2 repositories and… | 20 stars · 8 forks | No one-command install · Source | |
| 4759 | 78.3878 | mushroomfleet-transcriptiontoolsmcp · other | Processes and enhances transcribed text through error correction, natural formatting of timestamped content, and intelligent summarization using ACE… | 20 stars · 8 forks | No one-command install · Source | |
| 4759 | 78.3878 | openstack-kr-python-openstackmcp-servermcp · back-endalso listed as python-openstackmcp-server | OpenStack MCP server for cloud infrastructure management based on openstacksdk. | 20 stars · 8 forks | No one-command install · Source | |
| 4759 | 78.3878 | bmorphism-saymcp · other | Leverages macOS 'say' command for customizable text-to-speech functionality, enabling dynamic voice output. | 20 stars · 8 forks | No one-command install · Source | |
| 4759 | 78.3878 | qeinfinity-binancemcp · other | Integrates with Binance to provide real-time cryptocurrency market data streaming for spot and futures markets, enabling automated trading strategies… | 20 stars · 8 forks | No one-command install · Source | |
| 4767 | 78.3673 | hugeicons-mcp-servermcp · back-end | Integrate Hugeicons seamlessly into your applications. Discover icons, access platform-specific usage instructions, and enhance your projects with… | 22,560 installs | No commit datelisted | No one-command install · Source |
| 4768 | 78.3670 | unity-biome-mcpmcp · front-end | MCP server for controlling the Unity Editor from AI clients. 140+ tools for scenes, GameObjects, components, assets, Shader Graph, PlayTest DSL… | 28 stars · 4 forks | No one-command install · Source | |
| 4768 | 78.3670 | mssql-mcp-python-servermcp · database | MCP server for safely exposing SQL Server database capabilities to LLM clients, with read-only mode, security features, and observability. | 28 stars · 4 forks | No one-command install · Source | |
| 4768 | 78.3670 | mrgoonie-human-climcp · back-end | Multimodal CLI and MCP server for vision, image generation, text-to-speech, and reasoning via Google Gemini. | 28 stars · 4 forks | No one-command install · Source | |
| 4768 | 78.3670 | google-trends-mcp-servermcp · back-end | Provides access to Google Trends data including status, trending questions, and trending topics via MCP tools. | 28 stars · 4 forks | No one-command install · Source | |
| 4772 | 78.3666 | askdbmcp · database | Self-hosted MCP server that bridges your MongoDB or PostgreSQL database to AI agents, with sandbox isolation and field-level control. | 73 stars · 1 fork | No one-command install · Source | |
| 4773 | 78.3597 | figma-go-vkhanhquimcp · back-end | Zero-cost Figma integration using a local plugin bridge instead of the REST API, eliminating rate limits and API key requirements. | 951 stars | No commit datelisted | No one-command install · Source |
| 4774 | 78.3523 | corootmcp · observability | Integrates with the Coroot observability platform to monitor applications in real-time, analyze logs and distributed traces, manage custom dashboards… | 16 stars · 10 forks | No one-command install · Source | |
| 4774 | 78.3523 | conductor-mcp-servermcp · back-end | Enables AI agents to create, execute, and analyze workflows on a Conductor instance through natural language. | 16 stars · 10 forks | No one-command install · Source | |
| 4776 | 78.3051 | brainmdmcp · ai-agents | Local-first markdown vault with a built-in MCP server (streamable HTTP). 16 tools and 2 resources for Claude Code / Desktop / Cursor… | 33 stars · 3 forks | No one-command install · Source | |
| 4776 | 78.3051 | dj-claudemcp · ai-agentsalso listed as p-poss-dj-claude | A music MCP server enabling multi-agent collaboration where AI agents jam together in real-time, with 20 tools, conductor mode, and zero dependencies. | 33 stars · 3 forks | No one-command install · Source | |
| 4776 | 78.3051 | keijiro-yamu-unitymcp · back-end | Enables Unity Editor compilation feedback through HTTP server integration, providing tools to trigger compilation, monitor build status, and retrieve… | 33 stars · 3 forks | No one-command install · Source | |
| 4780 | 78.2582 | skylight-mcpmcp · back-end | MCP server for Skylight Calendar family hub, providing over 100 tools to manage events, lists, chores, meals, messages, albums, and device settings. | 10 stars · 11 forks | No one-command install · Source | |
| 4780 | 78.2582 | kjozsa-jenkinsmcp · devops | Integrates with Jenkins CI/CD operations, enabling job listing, build triggering, and status checking for streamlined DevOps automation and pipeline… | 10 stars · 11 forks | No one-command install · Source | |
| 4782 | 78.1953 | roomi-fields-rtfmmcp · search | Open retrieval layer for indexing code, documentation, and data with semantic search. | 24 stars · 5 forks | No one-command install · Source | |
| 4782 | 78.1953 | n3momcp · database | Deterministic code intelligence engine — indexes 27 languages into a queryable symbol graph for real-time blast-radius analysis, no embeddings or LLM… | 24 stars · 5 forks | No one-command install · Source | |
| 4782 | 78.1953 | yjcho9317-nworksmcp · ai-agents | NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly. | 24 stars · 5 forks | No one-command install · Source | |
| 4782 | 78.1953 | webcryptmcp · back-end | Zero-dependency Web Crypto suite & Model Context Protocol (MCP) server for AES-256-GCM, RSA-4096, and AI agent security. | 24 stars · 5 forks | No one-command install · Source | |
| 4782 | 78.1953 | ammawla-encode-toolkitmcp · database | Search ENCODE genomics data and cross-reference biomedical databases. | 24 stars · 5 forks | No one-command install · Source | |
| 4782 | 78.1953 | mcp-visionmcp · back-end | An MCP server that adds image recognition to AI coding tools, enabling them to analyze images, extract text, and perform OCR via multimodal APIs and… | 24 stars · 5 forks | No one-command install · Source | |
| 4782 | 78.1953 | quantum3-labs-arbuildermcp · search | AI-powered code generator for the Arbitrum ecosystem. 19 MCP tools for Stylus smart contracts, SDK bridging, full-stack dApps, and Orbit chain… | 24 stars · 5 forks | No one-command install · Source | |
| 4782 | 78.1953 | codelipenghui-matmcp · otheralso listed as mcp-mat | Enables Java heap dump analysis through headless Eclipse MAT with OQL queries, leak detection reports, and 56 built-in analysis commands. | 24 stars · 5 forks | No one-command install · Source | |
| 4782 | 78.1953 | gh-tnoobt-fishclawmcp · browser | Automates Xianyu (闲鱼) marketplace operations including product listing, inventory management, and market research through browser automation. | 24 stars · 5 forks | No one-command install · Source | |
| 4782 | 78.1953 | hpohlmann-home-assistantmcp · back-end | Enables direct control of smart home devices through Home Assistant API, allowing natural language searching of entities and management of device… | 24 stars · 5 forks | No one-command install · Source | |
| 4782 | 78.1953 | stat-guy-retrieval-augmented-thinkingmcp · search | Enhances AI capabilities with structured, retrieval-augmented thinking processes, enabling dynamic thought chains and recursive refinement for… | 24 stars · 5 forks | No one-command install · Source | |
| 4782 | 78.1953 | supercollider-osc-mcpmcp · other | Enables AI assistants to control SuperCollider audio synthesis via OSC, supporting melody, rhythm, and soundscape generation through MCP tools. | 24 stars · 5 forks | No one-command install · Source | |
| 4782 | 78.1953 | mcp-dagstermcp · observability | Enables AI agents to interact with Dagster instances, explore data pipelines, monitor runs, and manage assets. | 24 stars · 5 forks | No one-command install · Source | |
| 4782 | 78.1953 | bsmi021-chain-of-draftmcp · other | Enables iterative reasoning through structured drafts with explicit reasoning chains, allowing for focused critiques and targeted revisions to improve… | 24 stars · 5 forks | No one-command install · Source | |
| 4797 | 78.1895 | mihaelamj-cupertinomcp · search | Local Apple documentation crawler with offline search across 263 frameworks | 796 stars | No commit datelisted | No one-command install · Source |
| 4798 | 78.1875 | openroadmcp · front-end | Interactive electronic design automation sessions for the OpenROAD RTL-to-GDS toolchain. | 15 stars · 10 forks | No one-command install · Source | |
| 4798 | 78.1875 | tradeos-mcpmcp · search | Connects TradeOS trading intelligence to MCP-compatible AI tools, enabling natural language-driven market analysis, ticker search, spread comparison… | 15 stars · 10 forks | No one-command install · Source | |
| 4798 | 78.1875 | fathom-ai-mcp-servermcp · back-end | Enables AI assistants to access Fathom meeting recordings, summaries, transcripts, teams, and webhooks through the Model Context Protocol. | 15 stars · 10 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.