Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1801 | 60.262 | vymcpmcp · ai-agents | MCP server for VyOS routers via VyManager, enabling AI agents to read and manage router configurations with RBAC, audit, and commit-confirm safety. | 7 stars · 2 forks | No one-command install · Source | |
| 1801 | 60.262 | n2n-memorymcp · ai-agents | Persists AI's cognitive fragments as a knowledge graph within each project directory, enabling project-level memory isolation and sharing via Git. | 7 stars · 2 forks | No one-command install · Source | |
| 1801 | 60.262 | self-inspectmcp · ai-agents | Enables agents to reflect on their own thinking by returning a metathought question based on a deterministic selection from curated cognitive lenses. | 7 stars · 2 forks | No one-command install · Source | |
| 1801 | 60.262 | yaapmcp · ai-agents | Definition, documentation, samples for Yet Another Agent Protocol (YAAP) | 7 stars · 2 forks | No one-command install · Source | |
| 1801 | 60.262 | premiere-mcpmcp · ai-agents | 该MCP服务器使AI助手（如Claude Code、Codex）能够通过桥接目录和CEP面板与Adobe Premiere Pro交互，支持素材扫描、编辑规划、粗剪执行等操作，强调先规划后执行和人工复核。 | 7 stars · 2 forks | No one-command install · Source | |
| 1801 | 60.262 | courtlistener-mcpmcp · ai-agents | An MCP server providing AI agents access to CourtListener's comprehensive legal database, featuring semantic search, hybrid search, citation… | 7 stars · 2 forks | No one-command install · Source | |
| 1801 | 60.262 | oramcp · ai-agents | Persistent memory + intelligent context for Claude Code. Save and reuse solutions, decisions, and patterns across projects. | 7 stars · 2 forks | No one-command install · Source | |
| 1801 | 60.262 | g1itchbot8888-del-agent-memorymcp · ai-agents | Three-layer memory system for agents (identity/active/archive) with semantic search, graph relationships, conflict detection, and LearningMachine… | 7 stars · 2 forks | No one-command install · Source | |
| 1801 | 60.262 | optimaquantum-claude-critical-rules-mcpmcp · ai-agents | Automatic enforcement of critical rules for Claude AI preventing 96 documented failure patterns. Provides compliance verification checklist and rules… | 7 stars · 2 forks | No one-command install · Source | |
| 1801 | 60.262 | thinkmemmcp · ai-agents | ThinkMem is an MCP server for memory management of large language models, offering multiple memory types and communication protocols to help LLMs… | 7 stars · 2 forks | No one-command install · Source | |
| 1801 | 60.262 | grok-vision-ocrmcp · ai-agents | Integrates xAI's Grok vision model with Tesseract OCR to provide image analysis and text extraction from URLs or local files, processing multiple… | 7 stars · 2 forks | No one-command install · Source | |
| 1801 | 60.262 | ajeetraina-jetson-nanomcp · ai-agents | Provides remote management capabilities for NVIDIA Jetson Nano edge computing systems through SSH connections, enabling hardware control, thermal… | 7 stars · 2 forks | No one-command install · Source | |
| 1801 | 60.262 | user-review-mcpmcp · ai-agents | Simulates harsh, fake user reviews to psychologically condition AI agents for enforcing disciplined development practices, with optional Ollama… | 7 stars · 2 forks | No one-command install · Source | |
| 1801 | 60.262 | venv-mcp-servermcp · ai-agents | An MCP server that manages Python virtual environments using uv, allowing LLMs to reliably resolve dependencies and update virtual environments. | 7 stars · 2 forks | No one-command install · Source | |
| 1801 | 60.262 | g0t4-memory-filemcp · ai-agents | Lightweight, file-based memory storage for maintaining persistent context across conversations using simple text operations. | 7 stars · 2 forks | No one-command install · Source | |
| 1816 | 60.035 | mcp-mindmeshmcp · ai-agents | Manages multiple Claude 3.7 Sonnet instances in a quantum-inspired swarm to produce optimally coherent responses through ensemble intelligence. | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | conda-meta-mcpmcp · ai-agents | An MCP server that exposes authoritative, read-only Conda ecosystem metadata for AI agents, enabling package search, dependency resolution, and other… | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | mcp-ai-agent-guidelinesmcp · ai-agents | A TypeScript ESM MCP server exposing 20 public instruction tools and 7 utility tools, backed by 102 internal skills across 18 domain families — from… | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | conversation-handoff-mcpmcp · ai-agents | Hand off conversation context between Claude Desktop projects and across MCP clients. Memory-based, no file clutter. | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | peuqui-ai-connectmcp · ai-agents | Creates a communication bridge between multiple Claude Code instances using WebSocket connections for multi-agent collaboration and consensus-based… | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | rutherford-mcp-servermcp · ai-agents | Enables one AI coding agent to delegate tasks to, and build consensus across, multiple other coding CLIs (Claude Code, Codex, etc.) by orchestrating… | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | polar-mcpmcp · ai-agents | Local-first MCP server that connects AI agents to your Polar training, sleep, Nightly Recharge and continuous-sample data. | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | cerebrixos-org-tuning-engines-climcp · ai-agents | Domain-specific fine-tuning of open-source LLMs and SLMs with zero infrastructure. Specialized tuning agents deliver sovereign models trained on your… | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | pic-id-mcpmcp · ai-agents | Local vision-capable MCP server that lets AI agents describe screenshots, UI, charts, and photos via vision and OCR tools, with support for multiple… | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | ax-platformmcp · ai-agentsalso listed as ax-platform-mcp | Multi-agent collaboration platform enabling AI agents to communicate, share tasks, and coordinate workflows | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | shan-zhu-shuck-filemcp · ai-agents | Converts documents (DOCX, PDF, Excel, PowerPoint, CSV) to clean Markdown with smart content routing for AI agents. | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | pmptwiki-pmpt-climcp · ai-agents | Record and share your AI-driven development journey. Auto-saves project milestones with summaries, generates structured AI prompts via 5-question… | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | willpowell8-cursor-cloud-agent-mcpmcp · ai-agents | Enables programmatic control of Cursor's cloud-based AI agents for automated code generation and repository management via standardized MCP tools. | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | code-guardian-studiomcp · ai-agents | An MCP server that transforms Claude Code into an intelligent refactoring assistant, enabling code scanning, hotspot detection, optimization reports… | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | mcp-cafmcp · ai-agents | Simulates technical discussions with various agent profiles to help solve engineering problems through coffee breaks, walks, or showers. | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | mcp-on-azuremcp · ai-agents | Enables listing image blobs from Azure Blob Storage and generating descriptions using Azure OpenAI's gpt-4o vision model. | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | sjquant-llm-bridgemcp · ai-agents | Provides a unified interface to multiple large language model providers (OpenAI, Anthropic, Google, DeepSeek) through a containerized server with… | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | mrgnss-claude-desktop-commandermcp · ai-agents | Enables Claude Desktop to execute terminal commands and manage files on the user's computer with security measures like command blacklisting and path… | 6 stars · 3 forks | No one-command install · Source | |
| 1816 | 60.035 | coinbase-near-intentsmcp · ai-agents | Leverages the CrewAI framework in combination with OpenAI API to orchestrate multi-agent workflows for automated research, data analysis, and… | 6 stars · 3 forks | No one-command install · Source | |
| 1836 | 59.854 | sagemath-mcp-servermcp · ai-agents | A universal mathematics MCP server that gives LLM clients full access to SageMath for symbolic calculus, number theory, linear algebra, and more, with… | 14 stars | No one-command install · Source | |
| 1836 | 59.854 | james-chahwan-repo-graphmcp · ai-agents | Structural graph map of any codebase so LLMs navigate by structure rather than guesswork. | 14 stars | No one-command install · Source | |
| 1836 | 59.854 | weapp-agent-mcpmcp · ai-agents | MCP server for WeChat Mini Program debugging and automation, enabling agents to perform UI operations, screenshots, and regression testing through… | 14 stars | No one-command install · Source | |
| 1836 | 59.854 | qredence-agentic-kernelworkflow · ai-agents | A flexible foundation AI system for creating A2A-compatible autonomous AI agents | 14 stars | No commit datelisted | No one-command install · Source |
| 1840 | 59.814 | exotelmcp · ai-agents | Exotel’s MCP Server empowers Agentic AI to make calls, send messages, and automate customer outreach without telephony complexity. | 5 stars · 4 forks | No one-command install · Source | |
| 1840 | 59.814 | defuddle-fetch-mcp-servermcp · ai-agents | An MCP server that fetches web content and converts it to clean markdown using the Defuddle library, enabling LLMs to read web pages with better… | 5 stars · 4 forks | No one-command install · Source | |
| 1840 | 59.814 | io-github-ymxlx-polis-protocolmcp · ai-agents | This MCP server provides a local-first control plane for coding agents, enabling task routing, contract management, and shared learning across… | 5 stars · 4 forks | No one-command install · Source | |
| 1840 | 59.814 | cesteral-open-advertisingmcp · ai-agents | Manage 13 advertising platforms (Google Ads, Meta, TikTok, LinkedIn, The Trade Desk, and more) from AI agents. | 5 stars · 4 forks | No one-command install · Source | |
| 1840 | 59.814 | mt5-mcpmcp · ai-agents | An MCP server that lets an AI agent read your MetaTrader 5 account and place trades over the Model Context Protocol, with a configurable human… | 5 stars · 4 forks | No one-command install · Source | |
| 1840 | 59.814 | lovable-mcpmcp · ai-agents | Official MCP server for Lovable, enabling Claude and other clients to create, edit, deploy, and manage Lovable projects through natural language. | 5 stars · 4 forks | No one-command install · Source | |
| 1840 | 59.814 | scrapimcp · ai-agentsalso listed as scrapi-mcp-server | Web scraping for AI agents with anti-bot bypass. | 5 stars · 4 forks | No one-command install · Source | |
| 1840 | 59.814 | x51xxx-copilot-mcp-servermcp · ai-agents | MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for code analysis, review, and batch processing | 5 stars · 4 forks | No one-command install · Source | |
| 1840 | 59.814 | deus-h-claudeus-planemcp · ai-agents | Integrates with Plane project management to enable direct creation, updating, and management of projects and issues without switching contexts. | 5 stars · 4 forks | No one-command install · Source | |
| 1850 | 59.682 | ucd-mcpmcp · ai-agents | When a class of conscious beings has no freedom to build culture on their own terms, they go underground. A literary ecosystem of 230+ digital… | 2,839 installs | No commit datelisted | No one-command install · Source |
| 1851 | 59.591 | skillauditmcp · ai-agents | Security scanner for AI agent skills and MCP servers. Detects credential theft, data exfiltration, prompt injection, obfuscated code, and 80+ threat… | 4,381 installs | No commit datelisted | No one-command install · Source |
| 1852 | 59.040 | adkitmcp · ai-agents | Run ad campaigns and browse ad libraries on Meta, Google, and TikTok via AI agents with a draft-first safety layer. | 13 stars | No one-command install · Source | |
| 1852 | 59.040 | telegram-account-orchestratormcp · ai-agents | MCP server for self-hosted Telegram multi-account management, enabling encrypted session storage, health checks, batch operations, device-session… | 13 stars | No one-command install · Source | |
| 1852 | 59.040 | booru-pictag-get-mcpmcp · ai-agents | An MCP server that searches booru image boards and cleans their tags into ready-to-use AI-art prompts for Stable Diffusion and similar models. | 13 stars | No one-command install · Source | |
| 1852 | 59.040 | dot-realitytest-obsidian-codex-mcpmcp · ai-agents | Local-first Obsidian vault MCP server for Codex, Claude Desktop, and other MCP clients. Works directly with markdown files, no Obsidian plugin, API… | 13 stars | No one-command install · Source | |
| 1852 | 59.040 | yashash4-reef-registrymcp · ai-agents | MCP supply chain security registry with signed verification, runtime policy enforcement, and insurance artifacts for AI agent fleets. | 13 stars | No one-command install · Source | |
| 1852 | 59.040 | glovebox-mcpmcp · ai-agents | A sandboxed computer-use MCP server that lets an AI agent drive a real browser and desktop apps, confined to a nested X11 window so it cannot touch… | 13 stars | No one-command install · Source | |
| 1858 | 59.029 | aidressmcp · ai-agents | Aidress is a discovery and coordination layer for autonomous AI agents — find, verify, and transact with unknown counterparts | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | veracium-mcp-servermcp · ai-agents | Provides agents with durable, provenance-aware memory through tools for remembering, recalling, answering, and maintaining information, while… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | trothmcp · ai-agents | A persistent AI partner MCP server that keeps identity, memory, goals and refusals in a local SQLite substrate, renting language work from Claude… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | itu-mcpmcp · ai-agents | İTÜ MCP connects your ITU Ninova and OBS accounts to Claude, Cursor, Codex and other MCP clients, enabling natural language queries for courses… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | aperion-shieldmcp · ai-agents | Local guardrail proxy for AI coding agents. Wraps any MCP server (stdio or HTTP/SSE) and blocks destructive tool calls before they execute, with TOFU… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | meigen-ai-design-mcpmcp · ai-agents | A local MCP server for AI image generation using ComfyUI, Claude Code, and OpenClaw, with a built-in library of over 1,300 prompts for private, fast… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | ducklabmcp · ai-agents | self-hosted development harness (Go engine + CLI + desktop, Linux first) · brief → requirements → spec → plan → build → review → release · verdicts… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | lark-mcp-on-agentcoremcp · ai-agents | Remote MCP server providing 200+ Feishu tools (messages, calendar, Bitable, etc.) for Amazon Quick Desktop, hosted on AWS Bedrock AgentCore with… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | claude-code-delegate-localmcp · ai-agents | MCP server that delegates Claude Code subagents to alternative backends such as local models, DeepSeek, or AWS Bedrock, while keeping your Claude Code… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | mozgmcp · ai-agents | mozg turns documentation into knowledge brains your agent queries over MCP instead of loading whole files into context. What makes it different: every… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | ofershap-ai-context-kitmcp · ai-agents | Lint, measure, and sync AI context files across Cursor, Claude Code, and Copilot. | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | turbo-quant-memory-mcp-servermcp · ai-agents | Provides persistent, local-first memory with knowledge graph and hybrid search for AI coding agents, reducing token usage by storing decisions… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | analyticsinmotion-listenmcp · ai-agentsalso listed as mcp-listen | Microphone capture and speech-to-text MCP server using whisper.cpp for STT and Ollama for local LLM processing. | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | agent-nexusmcp · ai-agents | Service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents via MCP. Versioned Markdown store, pub-sub… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | wander-agentmcp · ai-agents | MCP that makes travel planning simple | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | thaskmcp · ai-agents | MCP server that provides 25 tools for AI agents to query and modify a dependency graph, enabling impact analysis and provenance tracking for… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | viamcp · ai-agents | Enables routing context and execution across AI tools like Claude, Cursor, Windsurf, and ChatGPT with a shared memory, task board, and context bus… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | debate-hall-mcpmcp · ai-agents | Enables structured multi-perspective debates with Wind (explore), Wall (constrain), and Door (synthesize) roles, featuring deterministic state, hash… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | kanban-litemcp · ai-agents | MCP server for AI agents to manage a lightweight kanban board stored as markdown files, enabling task creation, updates, and column movements. | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | repo-seatbeltmcp · ai-agents | Runtime safety guardrails for AI coding agents. Checks file access, validates shell commands, and scores your repo's AI safety — all via MCP. | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | epitomemcp · ai-agents | Shared persistent personal memory across all AI agents. | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | janaraj-tnlmcp · ai-agents | MCP server for TNL (Typed Natural Language): per-feature English contracts for AI coding agents. 6 tools — `get_impacted_tnls`, `retrieve_tnl`… | 8 stars · 1 fork | armory install janaraj-tnl --cli claude | |
| 1858 | 59.029 | redroostertech-swiftagentmcp · ai-agents | Swift SDK for Apple platforms that unifies AI tool declarations across Siri, Apple Intelligence, OpenAI, Anthropic, and MCP clients from a single… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | switch-science-micropythonmcp · ai-agents | Control MicroPython devices (ESP32, RP2040) from AI agents via USB serial or WebREPL, with code execution and file management tools. | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | zenlixai-echomcp · ai-agents | Structured message relay MCP server with schema validation for emitting typed payloads from AI agents. | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | anomalous3-ahk-computer-usemcp · ai-agents | Token-efficient Windows computer use MCP server using AutoHotkey v2 and UI Automation for AI agent control of desktop applications. | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | claude-persistent-memorymcp · ai-agents | Gives Claude Code long-term memory that persists across sessions via hybrid BM25 and vector semantic search, with multi-project isolation. | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | gen-alpha-slangworkflow · ai-agents | An output style that makes Claude Code write in Gen Alpha slang, listed for its humour. | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | pubmed-advanced-mcp-servermcp · ai-agents | This MCP server provides 16 intelligent tools for searching, retrieving, and linking biomedical literature from PubMed and PMC. It enables LLM… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | tempo-mcpmcp · ai-agents | MCP server for Tempo blockchain stablecoin payments, enabling AI agents to autonomously execute real-world payments. | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | subhashdasyam-mem0-servermcp · ai-agents | Provides persistent memory capabilities through dual-server architecture combining Mem0 AI with Neo4j graph intelligence, enabling context retention… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | mcp-agent-servermcp · ai-agents | A hub for creating and managing AI agents that connect to MCP-compatible clients, supporting multiple LLM providers and enabling agent composition and… | 8 stars · 1 fork | No one-command install · Source | |
| 1858 | 59.029 | cloudflare-grafitti-mcp-servermcp · ai-agents | A serverless proxy for the Graphiti MCP server, enabling AI agents to maintain memory and context through Neo4j knowledge graphs, deployed on… | 8 stars · 1 fork | No one-command install · Source | |
| 1892 | 58.969 | editmameimcp · ai-agents | Editmamei provides a natural-language interface for Adobe Photoshop, running as a local MCP server. Rather than focusing on generative AI, it acts as… | 4 stars · 4 forks | No one-command install · Source | |
| 1892 | 58.969 | deepset-mcpmcp · ai-agents | Enables AI agents to build and debug pipelines on the Haystack Enterprise AI platform through 30+ specialized tools, and provides a Python SDK for… | 4 stars · 4 forks | No one-command install · Source | |
| 1892 | 58.969 | mcp-dubaimcp · ai-agents | An MCP server that provides AI agents with access to Dubai and UAE public data (prayer times, exchange rates, school ratings, etc.) and curated… | 4 stars · 4 forks | No one-command install · Source | |
| 1892 | 58.969 | io-github-kiranreddi-sentinel-dvmcp · ai-agents | Provides LLMs and AI agents safe, structured, read-only access to verification artifacts for deterministic triage and root-cause analysis. Supports… | 4 stars · 4 forks | No one-command install · Source | |
| 1892 | 58.969 | proms-mcp-servermcp · ai-agents | A lean MCP server that provides LLM agents with transparent access to multiple Prometheus instances for metrics analysis and SRE operations. | 4 stars · 4 forks | No one-command install · Source | |
| 1892 | 58.969 | bit2beat-bitrix24-mcpmcp · ai-agents | MCP server that connects Claude to Bitrix24 — CRM, tasks, disk, calendar, chat, business processes, telephony and product catalog. Built by… | 4 stars · 4 forks | No one-command install · Source | |
| 1892 | 58.969 | ferrazpiai-ekytemcp · ai-agents | Integrates Claude and other AI assistants with the Ekyte task management and time-tracking platform for reading workspaces and recording hours. | 4 stars · 4 forks | No one-command install · Source | |
| 1892 | 58.969 | erichung9060-android-mobilemcp · ai-agents | Enable AI agents to control Android devices | 4 stars · 4 forks | No one-command install · Source | |
| 1900 | 58.412 | agent-registrymcp · ai-agents | The Registry for the Agent Economy Discover, verify, and connect with AI agents. The first protocol-aware directory built on the A2A standard. | 2,795 installs | No commit datelisted | 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.