Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2601 | 86.9339 | simmermcp · ai-agents | Trade prediction markets with AI agents — skill discovery, automated research, and order execution on Simmer.markets. | 48 stars · 15 forks | No one-command install · Source | |
| 2601 | 86.9339 | mcp-boemcp · ai-agents | Enables LLMs like Claude to query the official Spanish BOE API for consolidated legislation, daily summaries, and auxiliary government tables. | 48 stars · 15 forks | No one-command install · Source | |
| 2601 | 86.9339 | zzaebok-wikidatamcp · search | Integrates with Wikidata to enable entity searches, property retrieval, and SPARQL queries for accessing structured knowledge about people, places… | 48 stars · 15 forks | No one-command install · Source | |
| 2601 | 86.9339 | d-d-knowledge-navigatormcp · other | Connects AI assistants to Dungeons & Dragons 5e game information via the Model Context Protocol, enabling queries for spells, monsters, equipment, and… | 48 stars · 15 forks | No one-command install · Source | |
| 2605 | 86.9321 | hrs-asano-trellomcp · observability | Integrates with Trello to enable task management operations like retrieving cards, managing lists, and monitoring board activity for project planning… | 35 stars · 20 forks | No one-command install · Source | |
| 2606 | 86.9245 | regibyte-todo-listmcp · database | Provides a SQLite-based todo list API for creating, reading, updating, and deleting tasks, suitable for basic task management applications. | 47 stars · 16 forks | No one-command install · Source | |
| 2607 | 86.9244 | kesha-voice-kitmcp · back-end | Local voice toolkit over MCP: transcribe audio to text in 25 languages, synthesize speech in 9, and list available voices and languages. Runs fully… | 73 stars · 7 forks | No one-command install · Source | |
| 2607 | 86.9244 | teolex2020-aurasdkmcp · ai-agents | Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted. | 73 stars · 7 forks | No one-command install · Source | |
| 2607 | 86.9244 | vorimmcp · auth | Identity and trust layer for autonomous AI agents — cryptographic identity, permission management, audit trails, and behavioral trust scoring. | 73 stars · 7 forks | No one-command install · Source | |
| 2607 | 86.9244 | luuu-h-netease-musicmcp · back-end | MCP server for controlling local NetEase Cloud Music playback with search, playlist management, and synchronized lyrics. | 73 stars · 7 forks | No one-command install · Source | |
| 2611 | 86.9125 | wowinter13-solscan-mcpmcp · back-end | An MCP tool for querying Solana transactions using natural language with Solscan API. | 46 stars · 17 forks | No one-command install · Source | |
| 2611 | 86.9125 | gluestack-components-mcp-servermcp · front-end | Enables integration of Gluestack components with Claude Desktop and Cursor IDE for UI development. | 46 stars · 17 forks | No one-command install · Source | |
| 2613 | 86.8974 | i-tozer-excalidrawmcp · other | Enables creation and management of Excalidraw drawings with tools for creating, updating, exporting, and storing visual content directly within… | 45 stars · 18 forks | No one-command install · Source | |
| 2614 | 86.8948 | aai-gatewaymcp · ai-agents | Unified MCP and skill management gateway for AI agents, enabling tool discovery, installation, and sharing with 99% context token savings. | 99 stars · 5 forks | No one-command install · Source | |
| 2614 | 86.8948 | log-mcpmcp · ai-agents | MCP server for log file analysis. Gives LLMs the ability to efficiently analyze large log files without loading them into context. | 99 stars · 5 forks | No one-command install · Source | |
| 2616 | 86.8801 | dbt-doctormcp · back-end | AI-driven MCP server that audits, profiles, detects schema drift, and auto-generates documentation for dbt projects, enabling natural language… | 133 stars · 4 forks | No one-command install · Source | |
| 2617 | 86.8797 | pixverse-mcpmcp · ai-agents | Enables video generation from text, images, and more through MCP-compatible apps like Claude and Cursor. | 52 stars · 12 forks | No one-command install · Source | |
| 2617 | 86.8797 | t1nker-1220-memories-with-lessonsmcp · ai-agents | Enables persistent memory and error tracking for assistants using a local knowledge graph structure with transactional operations, file management… | 52 stars · 12 forks | No one-command install · Source | |
| 2617 | 86.8797 | joshuarileydev-supabasemcp · database | Control Supabase projects and organizations. | 52 stars · 12 forks | No one-command install · Source | |
| 2620 | 86.8787 | daghis-teamcitymcp · devops | Integrates with JetBrains TeamCity CI/CD platform | 28 stars · 21 forks | No one-command install · Source | |
| 2621 | 86.8707 | nissand-whoopmcp · auth | Integrates with WHOOP fitness API to provide access to user profiles, physiological cycles, recovery data, sleep tracking, and workout analysis… | 15 stars · 26 forks | No one-command install · Source | |
| 2622 | 86.8586 | hope1026-weppy-roblox-mcpmcp · ai-agents | MCP server and plugin that lets AI agents (Claude Code, Cursor, Codex, Gemini) directly control a live Roblox Studio session — create scripts… | 61 stars · 9 forks | No one-command install · Source | |
| 2622 | 86.8586 | kentaroajisaka-japanese-labor-lawmcp · database | Retrieves Japanese labor and social insurance laws, MHLW administrative notices, and JAISH safety regulations from government databases. | 61 stars · 9 forks | No one-command install · Source | |
| 2624 | 86.8429 | cactusinhand-notifymcp · observability | Provides a cross-platform notification service that displays alerts and plays sounds when triggered by HTTP requests, enabling applications to send… | 54 stars · 11 forks | No one-command install · Source | |
| 2625 | 86.8358 | photon-mcp-servermcp · front-end | Automatically generates MCP tools, CLI, and web UI from TypeScript methods, enabling AI agents and chat clients to interact with custom capabilities… | 98 stars · 5 forks | No one-command install · Source | |
| 2626 | 86.8294 | promptexecution-justmcp · ai-agents | Execute Justfile recipes safely through curated command automation | 57 stars · 10 forks | No one-command install · Source | |
| 2626 | 86.8294 | audio-visualizer-rsmcp · ai-agents | Enables Claude to analyze audio files locally, extracting musical features like key, tempo, dynamics, timbre, stereo field, and structural sections… | 57 stars · 10 forks | No one-command install · Source | |
| 2628 | 86.8196 | mcp-windows-servermcp · back-end | Enables AI assistants to control Windows systems through natural language commands, providing 200+ automation tools for system control, file… | 50 stars · 13 forks | No one-command install · Source | |
| 2628 | 86.8196 | kush36agrawal-video-editormcp · other | Integrates FFmpeg for video editing operations, enabling tasks like trimming, merging, and format conversion through natural language commands. | 50 stars · 13 forks | No one-command install · Source | |
| 2630 | 86.8178 | ldclabs-kipmcp · ai-agents | Knowledge graphs for memory persistence, knowledge evolution, and explainable AI agent interactions. | 81 stars · 6 forks | No one-command install · Source | |
| 2630 | 86.8178 | usestring-powhttpmcp · back-end | Provides comprehensive access to HTTP traffic captured by powhttp with tools for searching entries, analyzing TLS fingerprints, comparing browser vs… | 81 stars · 6 forks | No one-command install · Source | |
| 2630 | 86.8178 | candidate-mcp-servermcp · back-end | Enables LLMs to access candidate information including resume, LinkedIn, GitHub, and contact via email. | 81 stars · 6 forks | No one-command install · Source | |
| 2633 | 86.8173 | tedlikeskix-alpaca-tradingmcp · back-end | Integrates with the Alpaca trading API to provide algorithmic trading and portfolio management tools for account information, market data, order… | 27 stars · 21 forks | No one-command install · Source | |
| 2634 | 86.8086 | 82ch-mcp-dandanmcp · ai-agents | Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across… | 65 stars · 8 forks | No one-command install · Source | |
| 2634 | 86.8086 | hzacode-onecitemcp · other | Generate academic citations from DOI, arXiv, titles, or URLs in BibTeX, APA, MLA formats | 65 stars · 8 forks | No one-command install · Source | |
| 2634 | 86.8086 | sdiehl-universal-solvermcp · other | Integrates Z3, CVXPY, and Google OR-Tools to solve constraint satisfaction, convex optimization, and scheduling problems with support for solver… | 65 stars · 8 forks | No one-command install · Source | |
| 2634 | 86.8086 | svelte-5-mcp-servermcp · front-end | A specialized MCP server for Svelte 5 development, providing searchable knowledge, code examples, and tools for generating and auditing components… | 65 stars · 8 forks | No one-command install · Source | |
| 2638 | 86.8068 | sonpiaz-hidrix-toolsmcp · search | Web search, social media scraping, and content analysis toolkit. | 42 stars · 19 forks | No one-command install · Source | |
| 2639 | 86.7815 | task-management-mcp-servermcp · back-end | Connects AI assistants to a task management API for creating, updating, and tracking tasks with iPhone notifications. | 46 stars · 16 forks | No one-command install · Source | |
| 2639 | 86.7815 | lalanikarim-comfymcp · other | Integrates with ComfyUI to enable text-to-image generation using customizable Stable Diffusion workflows. | 46 stars · 16 forks | No one-command install · Source | |
| 2641 | 86.7788 | agent-roommcp · ai-agents | A multi-agent collaboration layer for AI coding agents enabling real-time communication, code review, and task handoff across distributed development… | 45 stars · 17 forks | No one-command install · Source | |
| 2641 | 86.7788 | snjyor-binance-cryptocurrencymcp · back-end | Integrates with Binance cryptocurrency API to provide real-time market data including prices, order books, candlestick charts, and trading history for… | 45 stars · 17 forks | No one-command install · Source | |
| 2643 | 86.7723 | nicogis-arcgis-promcp · back-end | Bridges ArcGIS Pro desktop GIS software through a .NET add-in and IPC communication to enable spatial analysis, map creation, and GIS workflow… | 47 stars · 15 forks | No one-command install · Source | |
| 2644 | 86.7718 | azure-containerization-assistmcp · devopsalso listed as containerization-assist-mcp-server | AI-powered containerization workflows with Docker builds, security scanning, Kubernetes deployment, and OPA policy enforcement. | 41 stars · 19 forks | No one-command install · Source | |
| 2644 | 86.7718 | saju-insightsmcp · other | Discover personalized Four Pillars (Saju) readings, from daily to yearly fortunes and 10-year luck cycles, based on your birth data. Check… | 41 stars · 19 forks | No one-command install · Source | |
| 2647 | 86.7555 | marcelroozekrans-roslyn-codelensmcp · other | Roslyn-based semantic code intelligence for .NET codebases with type hierarchy, call graph, and dependency injection analysis. | 48 stars · 14 forks | No one-command install · Source | |
| 2648 | 86.7534 | visionpowermcp · ai-agents | A portable image-understanding MCP server that lets agents analyze local images, URLs, or base64 images via an OpenAI-compatible vision model. | 71 stars · 7 forks | No one-command install · Source | |
| 2649 | 86.7513 | idoru-influxdbmcp · database | Connects to InfluxDB time-series databases for querying measurements, writing data, and managing buckets through a bridge that exposes database… | 44 stars · 18 forks | No one-command install · Source | |
| 2650 | 86.7496 | jaipandya-producthunt-mcp-servermcp · back-end | MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more. | 53 stars · 11 forks | No one-command install · Source | |
| 2651 | 86.7392 | kopplamcp · other | Enables managing Active Directory users, groups, and computers using natural language, with support for queries and updates. | 56 stars · 10 forks | No one-command install · Source | |
| 2652 | 86.7336 | call518-airflow-apimcp · observability | Integrates with Apache Airflow clusters through REST API to provide complete workflow management including DAG operations, task monitoring, pool and… | 51 stars · 12 forks | No one-command install · Source | |
| 2652 | 86.7336 | burtthecoder-dnstwistmcp · other | Integrates with dnstwist to automate DNS fuzzing for detecting typosquatting, phishing, and corporate espionage threats. | 51 stars · 12 forks | No one-command install · Source | |
| 2654 | 86.7221 | abhaybabbar-retellai-voicemcp · ai-agents | Integrates with RetellAI's voice services for creating and managing phone conversations, enabling call initiation, agent configuration, and voice… | 40 stars · 19 forks | No one-command install · Source | |
| 2655 | 86.7184 | gh-mreider-better-bearmcp · search | Read, search, create, edit, tag, and manage Bear notes via CloudKit using 34 MCP tools. | 64 stars · 8 forks | No one-command install · Source | |
| 2655 | 86.7184 | sdimitrov-memory-postgresqlmcp · database | Provides long-term memory capabilities using PostgreSQL with pgvector for efficient semantic search across stored memories, enabling tagging… | 64 stars · 8 forks | No one-command install · Source | |
| 2657 | 86.7120 | awareness-localmcp · ai-agents | A local-first MCP memory server that gives AI coding agents persistent memory with hybrid semantic and keyword retrieval, working fully offline. | 200 stars · 3 forks | No one-command install · Source | |
| 2658 | 86.6840 | zoho-books-mcp-servermcp · back-end | Enables AI assistants to manage Zoho Books accounting tasks such as invoices, contacts, expenses, and sales orders through natural language. | 39 stars · 19 forks | No one-command install · Source | |
| 2659 | 86.6750 | ss-reading-nestmcp · ai-agents | An MCP server that enables a private mobile-first reading experience in ChatGPT, managing multi-book shelves, reading progress, highlights, thoughts… | 22 stars · 22 forks | No one-command install · Source | |
| 2660 | 86.6716 | paper-format-agentmcp · ai-agents | A local DOCX formatter for theses and papers that also provides an optional MCP server with tools for formatting, extracting rules, and scoring… | 79 stars · 6 forks | No one-command install · Source | |
| 2661 | 86.6672 | cyreslab-shodanmcp · search | Provides secure access to Shodan's database of internet-connected devices through host lookups, search functionality, and vulnerability information… | 49 stars · 13 forks | No one-command install · Source | |
| 2661 | 86.6672 | zenml-io-zenmlmcp · other | Integrates with ZenML to enable querying pipeline metadata, triggering new runs, and analyzing ML workflow history through Python-based tools for… | 49 stars · 13 forks | No one-command install · Source | |
| 2663 | 86.6596 | cli-anything-arcgis-promcp · ai-agents | Drive Esri's ArcGIS Pro from an AI agent — the ArcGIS Pro counterpart to QGIS MCP. A headless ArcPy CLI plus an in-process .NET 8 add-in that exposes… | 59 stars · 9 forks | No one-command install · Source | |
| 2664 | 86.6523 | samuraikun-aws-s3mcp · devops | Provides direct access to Amazon S3 storage for listing buckets, browsing objects, and retrieving file contents with automatic text extraction from… | 30 stars · 20 forks | No one-command install · Source | |
| 2665 | 86.6478 | webscraping-aimcp · auth | Integrates with Instagram through the private API to provide authentication, profile management, content discovery, and automated engagement actions… | 45 stars · 16 forks | No one-command install · Source | |
| 2665 | 86.6478 | pragmar-webcrawlmcp · search | Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers. | 45 stars · 16 forks | No one-command install · Source | |
| 2665 | 86.6478 | alleybo55-gocodemcp · ai-agents | Claude Code reimplemented in Go as a fast AI coding agent runtime with MCP server support. | 45 stars · 16 forks | No one-command install · Source | |
| 2665 | 86.6478 | nickytonline-dev-tomcp · search | Integrates with dev.to's public API to provide article retrieval, user information access, tag browsing, comment viewing, and content search… | 45 stars · 16 forks | No one-command install · Source | |
| 2665 | 86.6478 | gitlab-code-reviewmcp · github-vcs | Integrates with GitLab to enable code review of merge requests, allowing detailed analysis of diffs, commenting, and approval directly within the… | 45 stars · 16 forks | No one-command install · Source | |
| 2670 | 86.6460 | cuttermcp-plusmcp · ai-agents | Enables LLMs to automate reverse engineering tasks using Cutter, including function analysis, decompilation, disassembly, and more. | 55 stars · 10 forks | No one-command install · Source | |
| 2670 | 86.6460 | renpy-mcp-servermcp · back-end | Enables AI assistants to create complete Ren'Py visual novel games with AI-generated images, dialogue, branching stories, and web deployment. | 55 stars · 10 forks | No one-command install · Source | |
| 2670 | 86.6460 | davidshtian-aws-bedrock-integrationmcp · devops | Integrates AWS Bedrock, enabling natural language processing and task automation. | 55 stars · 10 forks | No one-command install · Source | |
| 2673 | 86.6327 | gabrielserrao-pyrestoolboxmcp · other | Provides reservoir engineering calculations through the pyResToolbox library, exposing 47 tools for oil and gas PVT properties, inflow performance… | 44 stars · 17 forks | No one-command install · Source | |
| 2673 | 86.6327 | pnizer-whatsapp-webmcp · back-end | Enables AI interaction with WhatsApp through direct client integration or API connectivity, supporting message handling, contact management, group… | 44 stars · 17 forks | No one-command install · Source | |
| 2675 | 86.6293 | console-automationmcp · other | Enables interactive console sessions across multiple shell types (cmd, PowerShell, bash, zsh) with real-time output streaming, automatic error… | 46 stars · 15 forks | No one-command install · Source | |
| 2676 | 86.6220 | handsomejustin-mijia-controlmcp · back-end | Control Xiaomi/Mijia smart home devices (lights, AC, heaters, robots, cameras) through MCP. Includes web dashboard, REST API, CLI, SocketIO, energy… | 63 stars · 8 forks | No one-command install · Source | |
| 2677 | 86.6219 | eversinc33-triage-pe-file-analysismcp · other | Integrates with multiple security tools to perform static analysis of PE files, extracting critical information like import tables, metadata, strings… | 78 stars · 6 forks | No one-command install · Source | |
| 2677 | 86.6219 | fengin-search-engines-proxymcp · back-end | Provides a unified API for accessing multiple search engines including Brave Search, Metaso, and Bocha, handling authentication, rate limiting, and… | 78 stars · 6 forks | No one-command install · Source | |
| 2679 | 86.6135 | telamcp · ai-agents | Self-hostable, markdown-native team wiki with a built-in MCP server: agents search, read, and write your wiki pages (ranked Postgres full-text +… | 69 stars · 7 forks | No one-command install · Source | |
| 2679 | 86.6135 | gh-spranab-brainstormmcp · ai-agents | Multi-model orchestration for debates and code reviews across GPT, Gemini, DeepSeek, and Claude with synthesis. | 69 stars · 7 forks | No one-command install · Source | |
| 2681 | 86.5961 | 2b3pro-markdown2pdfmcp · browser | Converts Markdown to PDF using Puppeteer, offering syntax highlighting, custom styling, and watermarking capabilities for document generation. | 37 stars · 19 forks | No one-command install · Source | |
| 2682 | 86.5937 | altium-designer-mcpmcp · front-end | An MCP server that provides file I/O and primitive placement tools, enabling AI assistants to create and manage Altium Designer component libraries. | 50 stars · 12 forks | No one-command install · Source | |
| 2682 | 86.5937 | ivanamador-vercel-ai-docs-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation. | 50 stars · 12 forks | No one-command install · Source | |
| 2684 | 86.5879 | codex-control-plane-mcpmcp · other | Reliable Codex Desktop automation for long tasks with durable async operations, Plan Mode workflows, and retry-safe task submission. | 121 stars · 4 forks | No one-command install · Source | |
| 2685 | 86.5871 | clarilayermcp · ai-agents | The individual-analyst context layer, delivered over MCP, that gives your AI coding agent durable, reconciled memory of your data context to stop… | 92 stars · 5 forks | No one-command install · Source | |
| 2686 | 86.5771 | polymarketmcp · observability | Integrates with Polymarket to provide real-time prediction market data, price tracking, and trading analytics across active betting markets with… | 48 stars · 13 forks | No one-command install · Source | |
| 2686 | 86.5771 | doriandarko-claude-searchmcp · search | Enables real-time web searches with configurable domain filtering and result limits for accessing up-to-date information beyond training data | 48 stars · 13 forks | No one-command install · Source | |
| 2688 | 86.5741 | unstructured-apimcp · back-end | Integrates with the Unstructured API to enable document processing operations including managing connectors and workflows for extracting structured… | 43 stars · 18 forks | No one-command install · Source | |
| 2688 | 86.5741 | amazon-selling-partner-api-mcp-servermcp · back-end | A Model Context Protocol server for interacting with the Amazon Selling Partner API, providing tools and resources for managing catalog, inventory… | 43 stars · 18 forks | No one-command install · Source | |
| 2690 | 86.5632 | lishengyang-yiyi-yiui-unitymcp · other | AI-driven Unity Editor automation with CLI-first workflows and compilation control. | 58 stars · 9 forks | No one-command install · Source | |
| 2691 | 86.5560 | teemuxmcp · ai-agents | Aggregates logs from multiple processes and provides an MCP server for AI agents to access, search, and manage logs in real-time. | 91 stars · 5 forks | No one-command install · Source | |
| 2692 | 86.5434 | ndthanhdev-mcp-browser-kitmcp · back-end | An MCP Server that enables AI assistants to interact with your local browsers. | 54 stars · 10 forks | No one-command install · Source | |
| 2692 | 86.5434 | vibe-with-me-tools-agent-reachoutmcp · comms | Enables Telegram notifications and mobile responses for long-running tasks by redirecting terminal prompts with conversation state management and… | 54 stars · 10 forks | No one-command install · Source | |
| 2694 | 86.5093 | pbohannon-notion-apimcp · back-end | Integrates with Notion's API to enable document management, knowledge base interactions, and project tracking tasks. | 28 stars · 20 forks | No one-command install · Source | |
| 2695 | 86.5040 | idassistmcpmcp · ai-agents | Enables LLM clients like Claude to interact with IDA Pro for binary analysis, decompilation, cross-references, patching, and more via 41 MCP tools, 8… | 51 stars · 11 forks | No one-command install · Source | |
| 2695 | 86.5040 | midi-mcp-servermcp · back-end | Enables AI-driven MIDI composition with chord name support, interactive piano-roll preview, and multiple deployment modes. | 51 stars · 11 forks | No one-command install · Source | |
| 2695 | 86.5040 | voxlink-finance-toolsmcp · search | Integrates with financial data sources like yfinance, CNN Fear & Greed Index, FRED, and ta-lib to provide real-time market data, technical indicators… | 51 stars · 11 forks | No one-command install · Source | |
| 2698 | 86.5017 | michsob-powerplatform-dataversemcp · ai-agents | Integrates with Microsoft PowerPlatform/Dataverse to enable intelligent access to entity metadata, attributes, relationships, and records with support… | 44 stars · 16 forks | No one-command install · Source | |
| 2698 | 86.5017 | aula-mcpmcp · back-endalso listed as casperjuel-aula | This server enables MCP clients (LLMs) to access data from the Danish school platform Aula, such as messages, schedules, and child profiles, by… | 44 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.