Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | 79.5774 | supercmo-skillsmcp · ai-agents | Open-source skills that empower any AI agent (Claude, Cursor, Codex, Hermes, etc.) to generate end-to-end marketing campaigns — UGC videos, ad videos… | 33 stars · 4 forks | No one-command install · Source | |
| 702 | 79.5378 | codex-mcp-toolmcp · ai-agentsalso listed as x51xxx-codex-cli-bridge | MCP server connecting Claude/Cursor to Codex CLI, enabling code analysis via @ file references, multi-turn conversations, sandboxed edits, and… | 24 stars · 7 forks | No one-command install · Source | |
| 702 | 79.5378 | gh-yantrikos-yantrikdbmcp · ai-agents | Cognitive memory system providing semantic recall, knowledge graphs, and contradiction detection for agent context management. | 24 stars · 7 forks | No one-command install · Source | |
| 702 | 79.5378 | igmarin-rails-agent-skillsmcp · ai-agents | Curated library of 42 Rails agent skills and 5 workflows enforcing test-driven development practices for AI coding assistants. | 24 stars · 7 forks | No one-command install · Source | |
| 702 | 79.5378 | pomazanbohdan-memory-mcp-1filemcp · ai-agents | A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based… | 24 stars · 7 forks | No one-command install · Source | |
| 702 | 79.5378 | jakedismo-kuzumemmcp · ai-agents | Provides distributed graph memory storage for coding agents using KuzuDB with structured development workflow states, unified tools for architectural… | 24 stars · 7 forks | No one-command install · Source | |
| 702 | 79.5378 | fegis-schema-driven-memorymcp · ai-agents | Compile YAML into semantic LLM tools with structured memory and an emergent knowledge graph. | 24 stars · 7 forks | No one-command install · Source | |
| 702 | 79.5378 | memory-libsqlmcp · ai-agents | High-performance persistent memory system for Model Context Protocol (MCP) powered by libSQL | 24 stars · 7 forks | No one-command install · Source | |
| 710 | 79.5368 | phisanti-mcprmcp · ai-agents | Model Context Protocol for R: enables AI agents to participate in interactive live R sessions. | 26 stars · 6 forks | No one-command install · Source | |
| 711 | 79.4390 | awx-mcp-servermcp · ai-agents | Industry-standard MCP server for AWX/AAP/Ansible Tower automation, enabling AI agents to manage job templates, launch and monitor jobs, and handle… | 11 stars · 12 forks | No one-command install · Source | |
| 712 | 79.4125 | rms-memory-mcpmcp · ai-agents | Persistent, local, cross-IDE memory for AI agents — markdown source of truth, LanceDB-powered semantic search, zero cloud dependency | 39 stars · 3 forks | No one-command install · Source | |
| 713 | 79.3638 | kukapay-crypto-news-mcpmcp · ai-agents | An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents. | 15 stars · 11 forks | No one-command install · Source | |
| 714 | 79.3598 | enquire-mcpmcp · ai-agents | MCP server that exposes a local Obsidian vault as persistent, searchable memory for AI agents, with hybrid retrieval, reranker, and PDF support. | 32 stars · 4 forks | No one-command install · Source | |
| 715 | 79.3590 | promptly-structured-thinkingmcp · ai-agents | Structures reasoning processes through defined thought stages, managing a history of thoughts with metadata for transparent, step-by-step problem… | 28 stars · 5 forks | No one-command install · Source | |
| 716 | 79.3134 | vertexstudio-developermcp · ai-agents | Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities | 21 stars · 9 forks | No one-command install · Source | |
| 716 | 79.3134 | regismesquita-a2a-bridgemcp · ai-agents | Bridges Claude Desktop with A2A protocol agents, enabling seamless communication and extending capabilities through agent registration, listing, and… | 21 stars · 9 forks | No one-command install · Source | |
| 718 | 79.2539 | powershell-mcp-servermcp · ai-agents | A comprehensive Model Context Protocol (MCP) server that enables Claude and other LLM applications to execute PowerShell commands, scripts, and… | 25 stars · 6 forks | No one-command install · Source | |
| 718 | 79.2539 | secretiveshell-awesome-llms-txtmcp · ai-agents | Integrates with Awesome-llms-txt to enhance conversations by incorporating relevant documentation snippets for improved technical support, code… | 25 stars · 6 forks | No one-command install · Source | |
| 720 | 79.2290 | gguimcp · ai-agents | Enables AI agents to generate and serve ephemeral, interactive user interfaces over MCP through natural language descriptions. | 38 stars · 3 forks | No one-command install · Source | |
| 721 | 79.2230 | crowmcp · ai-agents | AI-powered project management with persistent memory, encrypted P2P sharing, and 20+ integrations, enabling your AI assistant to manage projects… | 22 stars · 8 forks | No one-command install · Source | |
| 722 | 79.1767 | asynkormcp · ai-agents | Coordination layer for AI coding agents working on the same codebase. Adds file locks, shared project memory, and cross-machine file sync so Claude… | 50 stars · 2 forks | No one-command install · Source | |
| 723 | 79.1398 | hypersequent-qaspheremcp · ai-agents | Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs. | 23 stars · 7 forks | No one-command install · Source | |
| 723 | 79.1398 | mcp-documents-readermcp · ai-agents | Enables AI agents to read documents in Excel, DOCX, PDF, and TXT formats via MCP protocol. | 23 stars · 7 forks | No one-command install · Source | |
| 725 | 79.1235 | rbxsync-mcpmcp · ai-agents | Enables AI agents to extract, sync, test, and debug Roblox games bidirectionally between Studio and filesystem via MCP. | 31 stars · 4 forks | No one-command install · Source | |
| 725 | 79.1235 | assimelha-cmcpmcp · ai-agents | Aggregates multiple MCP servers behind two unified tools, enabling TypeScript-based tool discovery and cross-server workflow orchestration. | 31 stars · 4 forks | No one-command install · Source | |
| 725 | 79.1235 | cliffhall-puzzleboxmcp · ai-agents | Hosts finite state machines as dynamic resources that clients can subscribe to for real-time updates, enabling coordination between multiple agents… | 31 stars · 4 forks | No one-command install · Source | |
| 728 | 79.1134 | topos-mcpmcp · ai-agents | Topos scores code quality by analyzing the geometric and topological structure of program graphs, surfacing structural debt that conventional linters… | 27 stars · 5 forks | No one-command install · Source | |
| 728 | 79.1134 | contextos-mcp-servermcp · ai-agents | Unified context intelligence layer for AI agents, enabling orchestration of memory, reasoning, and self-healing indexes with cognition primitives and… | 27 stars · 5 forks | No one-command install · Source | |
| 728 | 79.1134 | danieleteti-dmvcframework-mcpmcp · ai-agents | MCP server implementation for Delphi applications using DMVCFramework, exposing tools, resources, and prompts via HTTP streamable and stdio… | 27 stars · 5 forks | No one-command install · Source | |
| 731 | 79.0612 | funplayai-godotmcp · ai-agents | MCP server for Godot Engine: 120+ tools for AI agents to control scenes, scripts, and game assets in a running Godot project. | 37 stars · 3 forks | No one-command install · Source | |
| 732 | 78.9342 | coreviz-mcpmcp · ai-agents | Exposes a visual library with semantic search, tagging, editing, and management of photos as tools for AI agents like Claude Code. | 48 stars · 2 forks | No one-command install · Source | |
| 733 | 78.9089 | knewstimek-agent-toolmcp · ai-agents | Encoding-aware, indentation-smart file tools for AI coding agents with SSH, SFTP, and 46 bundled tools. | 24 stars · 6 forks | No one-command install · Source | |
| 733 | 78.9089 | unsplash-mcpmcp · ai-agents | An MCP server for searching and retrieving photos from Unsplash with proper attribution, designed for LLMs building content pages. | 24 stars · 6 forks | No one-command install · Source | |
| 735 | 78.8966 | deskbridmcp · ai-agents | Linux desktop HAL for AI agents. One daemon, one socket, every desktop action. GNOME, KDE, Hyprland, X11. Ships in one command. | 30 stars · 4 forks | No one-command install · Source | |
| 736 | 78.8871 | ankitdotgg-gemini-bridgemcp · ai-agents | Delegates large-context tasks from Claude to Google Gemini via subprocess, enabling token-efficient analysis of large files and codebases. | 36 stars · 3 forks | No one-command install · Source | |
| 737 | 78.8717 | officeagent-netmcp · ai-agents | MCP server that lets agents edit real Microsoft Word (.docx) documents - tracked changes, tables, styles, comments, content controls, and document… | 21 stars · 8 forks | No one-command install · Source | |
| 737 | 78.8717 | bsv-mcpmcp · ai-agents | An MCP Server for Bitcoin SV | 21 stars · 8 forks | No one-command install · Source | |
| 737 | 78.8717 | evan7198-pcileechmcp · ai-agents | Direct memory access through PCILeech DMA hardware for debugging, reverse engineering, and security research | 21 stars · 8 forks | No one-command install · Source | |
| 737 | 78.8717 | eirikb-any-cli-mcp-servermcp · ai-agents | Universal MCP server that transforms any CLI tool into an MCP server. Works with any CLI that has `--help` output, supports caching for performance. | 21 stars · 8 forks | No one-command install · Source | |
| 741 | 78.8056 | mokafari-orchestratormcp · ai-agents | Orchestrates distributed task management by coordinating workflows, enforcing dependencies, and tracking execution across instances for complex data… | 26 stars · 5 forks | No one-command install · Source | |
| 742 | 78.7526 | computer-usemcp · ai-agents | Standalone MCP server that gives AI agents full GUI control over macOS — screenshots, mouse, keyboard, apps, clipboard, and multi-display — with zero… | 19 stars · 10 forks | No one-command install · Source | |
| 743 | 78.7263 | wolfe-jam-claude-faf-mcpmcp · ai-agents | First & only persistent project context MCP. Provides .faf (Foundational AI-context Format) Project DNA with 33+ tools, Podium scoring (0-100%), and… | 22 stars · 7 forks | No one-command install · Source | |
| 744 | 78.6137 | leandropg19-cuba-memorysmcp · ai-agents | Persistent knowledge graph memory for AI agents with Hebbian learning, RRF fusion search, and neuroscience-inspired decay algorithms. | 29 stars · 4 forks | No one-command install · Source | |
| 744 | 78.6137 | mq1n-ghostmcp · ai-agents | Windows reverse engineering tool enabling conversational AI-driven memory inspection and binary analysis | 29 stars · 4 forks | No one-command install · Source | |
| 744 | 78.6137 | cooper-cyber-coffee-opencti-mcp-servermcp · ai-agents | This MCP server connects Claude Desktop to OpenCTI for AI-augmented threat intelligence analysis, enabling natural language queries and instant… | 29 stars · 4 forks | No one-command install · Source | |
| 747 | 78.6128 | mammothgrowth-dbt-climcp · ai-agents | Bridges Claude with dbt Core CLI, enabling direct execution of data transformation workflows, model management, and pipeline analysis within… | 18 stars · 10 forks | No one-command install · Source | |
| 748 | 78.5227 | ferodrigop-forgemcp · ai-agents | Terminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent… | 25 stars · 5 forks | No one-command install · Source | |
| 749 | 78.5109 | mission69b-t2000mcp · ai-agents | Non-custodial DeFi banking for AI agents on Sui. 35 tools, 20 prompts for save, borrow, invest, exchange, send, pay — with auto yield optimization… | 23 stars · 6 forks | No one-command install · Source | |
| 749 | 78.5109 | memxtmcp · ai-agents | MemXT is a Local long-term memory for Claude Code & coding agents. 100% local | 23 stars · 6 forks | No one-command install · Source | |
| 751 | 78.4674 | 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 | |
| 753 | 78.4076 | planka-mcpmcp · ai-agents | MCP server enabling AI agents to manage PLANKA kanban boards with full CRUD support for cards, tasks, labels, comments, and lists. | 8 stars · 12 forks | No one-command install · Source | |
| 754 | 78.3750 | 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 | |
| 754 | 78.3750 | 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 | |
| 754 | 78.3750 | substack-mcp-plusmcp · ai-agents | Create, manage, and publish Substack posts with full rich text formatting directly from Claude Desktop or any MCP-compatible client. | 21 stars · 7 forks | No one-command install · Source | |
| 754 | 78.3750 | 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 | |
| 754 | 78.3750 | 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 | |
| 759 | 78.3745 | 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 | |
| 760 | 78.3497 | alejandroqh-npctermmcp · ai-agents | Headless in-memory terminal emulator for AI agents to spawn shells, run commands, and interact with TUI applications. | 44 stars · 2 forks | No one-command install · Source | |
| 761 | 78.2497 | 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 | |
| 761 | 78.2497 | 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 | |
| 764 | 78.1776 | 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 | |
| 764 | 78.1776 | marcopesani-thinkmcp · ai-agents | Provides a dedicated thinking space for complex reasoning with encouraging feedback, enabling step-by-step analysis and memory retention without… | 24 stars · 5 forks | No one-command install · Source | |
| 766 | 78.0974 | antigravity-internmcp · ai-agents | An MCP server that bridges Claude Code with Antigravity CLI using a Swarm Agent architecture to optimize local development workflows and minimize LLM… | 22 stars · 6 forks | No one-command install · Source | |
| 767 | 78.0790 | aidongise-cell-prism-scannermcp · ai-agents | Scans AI agent skills, plugins, and MCP servers for security vulnerabilities using 39 detection rules. | 27 stars · 4 forks | No one-command install · Source | |
| 767 | 78.0790 | kael-bit-engram-rsmcp · ai-agents | Hierarchical memory system for AI agents with three-layer architecture and decay promotion. | 27 stars · 4 forks | No one-command install · Source | |
| 767 | 78.0790 | vic563-memgptmcp · ai-agents | Implements a multi-provider memory system for LLMs, enabling conversation history management and seamless model switching across OpenAI, Anthropic… | 27 stars · 4 forks | No one-command install · Source | |
| 770 | 78.0321 | markmhendrickson-neotomamcp · ai-agents | Deterministic state layer for AI agents. Stores versioned entities (contacts, tasks, transactions, decisions) with immutable observations, full… | 32 stars · 3 forks | No one-command install · Source | |
| 770 | 78.0321 | unofficial-davinci-mcpmcp · ai-agents | Lets AI agents drive DaVinci Resolve for video editing, including beat-synced cuts, color matching, and loudness normalization, with both live Resolve… | 32 stars · 3 forks | No one-command install · Source | |
| 772 | 77.9328 | garblesnarff-gemini-imagemcp · ai-agents | Bridges Claude Desktop with Google's Gemini for seamless, configurable image generation via a JSON-RPC protocol that enables direct conversational… | 19 stars · 8 forks | No one-command install · Source | |
| 772 | 77.9328 | 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 · 8 forks | No one-command install · Source | |
| 774 | 77.9145 | a-modular-kingdommcp · ai-agents | Production-ready MCP server providing RAG, hierarchical memory, and 8+ tools for AI agents via the Model Context Protocol. | 41 stars · 2 forks | No one-command install · Source | |
| 775 | 77.8621 | notioncode-mcpmcp · ai-agents | Bridges Notion AI models to coding environments like OpenCode, Claude Code, and Codex CLI, enabling local file operations and shell commands via MCP… | 20 stars · 7 forks | No one-command install · Source | |
| 776 | 77.8429 | bimwrightmcp · ai-agentsalso listed as rvt-mcp | AI-native Revit MCP server with 28 transaction-safe tools — control Revit 2022–2027 from Claude Code or any MCP client via a pure C# implementation. | 18 stars · 9 forks | No one-command install · Source | |
| 776 | 77.8429 | crazyrabbitltc-vibecodermcp · ai-agents | Guides LLMs through structured software development workflows with feature clarification, PRD generation, and phase-based tracking using a hybrid… | 18 stars · 9 forks | No one-command install · Source | |
| 779 | 77.7959 | akshayaggarwal99-ampmcp · ai-agents | Provides local-first persistent memory with episodic and semantic storage, enabling context retention across sessions and knowledge graph building… | 31 stars · 3 forks | No one-command install · Source | |
| 780 | 77.7712 | scholarmcpmcp · ai-agents | An MCP server that enables coding agents to search academic papers, ingest full-text PDFs, extract structured details, and manage citations in… | 26 stars · 4 forks | No one-command install · Source | |
| 780 | 77.7712 | joehaddad2000-claude-todo-emulatormcp · ai-agents | Emulates Claude Code's task management system with persistent todo functionality, providing workspace-local storage and validation rules that ensure… | 26 stars · 4 forks | No one-command install · Source | |
| 780 | 77.7712 | codemesh-2mcp · ai-agents | CodeMesh enables AI agents to orchestrate any MCP server by writing TypeScript code, with self-improving capabilities through auto-augmentation of… | 26 stars · 4 forks | No one-command install · Source | |
| 783 | 77.7461 | manujbawa-minimemcp · ai-agents | Provides persistent memory management and meta-learning capabilities for software development workflows, featuring sequential thinking, task… | 21 stars · 6 forks | No one-command install · Source | |
| 783 | 77.7461 | mcp-server-client-demomcp · ai-agents | A demo MCP server with streamable HTTP transport and auto tool registry, enabling LLMs to connect with external data sources and tools. | 21 stars · 6 forks | No one-command install · Source | |
| 785 | 77.5885 | agent-care-mcpmcp · ai-agents | Integrates with EMRs like Cerner and Epic via FHIR to retrieve patient data, and provides medical research tools (PubMed, clinical trials, FDA) for… | 1 star · 27 forks | No one-command install · Source | |
| 786 | 77.5689 | ya-fridamcp · ai-agentsalso listed as ya-frida-mcp | Comprehensive Frida dynamic instrumentation toolkit with 59 tools for device management, process control, script injection, memory operations, and ADB… | 30 stars · 3 forks | No one-command install · Source | |
| 786 | 77.5689 | spritecookmcp · ai-agents | Generate game sprites and assets from text prompts. | 30 stars · 3 forks | No one-command install · Source | |
| 786 | 77.5689 | yoavf-ai-sessionsmcp · ai-agents | Provides unified access to local AI assistant CLI session histories from Claude Code, Gemini CLI, and OpenAI Codex with tools for listing, browsing… | 30 stars · 3 forks | No one-command install · Source | |
| 790 | 77.5510 | entity-verificationmcp · ai-agents | Verified business-identity intelligence for AI agents & MCP clients — company verification, VAT, BORME, GLEIF, ownership and risk signals across 34… | 15,809 installs | No commit datelisted | No one-command install · Source |
| 791 | 77.4892 | irahulpandey-promptlabmcp · ai-agents | Transforms basic user queries into optimized prompts for AI systems by automatically detecting content type and applying tailored templates from a… | 8 stars · 11 forks | No one-command install · Source | |
| 792 | 77.4883 | justcallmcp · ai-agents | Integrates with JustCall's voice communication platform to retrieve and analyze call data with filtering options for date ranges, contact numbers… | 25 stars · 4 forks | No one-command install · Source | |
| 793 | 77.4362 | everything-mcpmcp · ai-agents | The definitive MCP server for voidtools Everything - lightning-fast file search for AI agents. | 19 stars · 7 forks | No one-command install · Source | |
| 793 | 77.4362 | ontology-mcp-self-healingmcp · ai-agents | Self-healing MCP server that monitors database schema changes, detects differences, and automatically updates ontology mappings using AI to ensure… | 19 stars · 7 forks | No one-command install · Source | |
| 795 | 77.4012 | madarmcp · ai-agents | Give your coding agent the repo context it needs before it starts searching. Madar builds a local graph of your TypeScript or Node.js repository and… | 18 stars · 8 forks | No one-command install · Source | |
| 796 | 77.3662 | recommend-agentic-trust-layermcp · ai-agents | Enables agents to verify claims with evidence-based truth scores and confidence levels by running a deterministic pipeline of evidence lanes and… | 22 stars · 5 forks | No one-command install · Source | |
| 796 | 77.3662 | m1ndmcp · ai-agents | m1nd is a local MCP runtime that gives coding agents graph-native memory of a codebase: structure, docs, decisions, change impact, recovery state, and… | 22 stars · 5 forks | No one-command install · Source | |
| 796 | 77.3662 | value-investing-agentmcp · ai-agents | An AI-powered MCP server for value investors. Analyze stocks using principles from Benjamin Graham and Warren Buffett. | 22 stars · 5 forks | No one-command install · Source | |
| 799 | 77.3051 | mcp-as-a-judgemcp · ai-agentsalso listed as othervibes-as-a-judge | A validation layer for AI coding assistants that enforces explicit LLM evaluations on plans, code diffs, and tests to ensure safer and higher-quality… | 17 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.