Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1901 | 53.985 | helpful-ais-triplyfy-mcpmcp · ai-agents | An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save… | 4 stars · 3 forks | No one-command install · Source | |
| 1901 | 53.985 | captaincrouton89-mcp-makermcp · ai-agents | Streamlines MCP server development with TypeScript-based scaffolding tools for generating boilerplate code, tool definitions, resource templates, and… | 4 stars · 3 forks | No one-command install · Source | |
| 1901 | 53.985 | mcp-xiaozhi-servermcp · ai-agents | Enables to modify and manage XiaoZhi platform agents, including changing LLM, TTS, voice, role template, and name, as well as retrieving agent list… | 4 stars · 3 forks | No one-command install · Source | |
| 1901 | 53.985 | jmh-readability-parsermcp · ai-agents | Extracts and transforms webpage content into clean, LLM-optimized Markdown by removing non-essential elements while preserving key metadata. | 4 stars · 3 forks | No one-command install · Source | |
| 1905 | 53.790 | wyre-technology-connectwise-automatemcp · ai-agents | Community MCP integration for ConnectWise Automate RMM, enabling AI agents to manage computers, clients, and alerts. | 1 star · 4 forks | No one-command install · Source | |
| 1905 | 53.790 | wyre-technology-huntressmcp · ai-agents | Connects AI assistants to the Huntress cybersecurity platform for managing agents, incidents, organizations, and signals. | 1 star · 4 forks | No one-command install · Source | |
| 1905 | 53.790 | agentfoliomcp · ai-agents | Query AI agent profiles, trust scores, verifications, marketplace jobs, and leaderboard rankings on the AgentFolio reputation platform. | 1 star · 4 forks | No one-command install · Source | |
| 1905 | 53.790 | diagnostics-mcp-servermcp · ai-agents | An HTTP MCP server providing AI agents with real-time access to all VS Code diagnostics (TypeScript, ESLint, Prettier, etc.) via 5 powerful tools… | 1 star · 4 forks | No one-command install · Source | |
| 1909 | 53.186 | artelmcp · ai-agents | Self-hosted shared memory and coordination mesh for AI agent fleets, with semantic search, task management, and async messaging. | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | claudemonmcp · ai-agents | Turns Claude Code agents into pixel creatures with personalities that you can watch work in your files, and includes a top-down brawler game called… | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | canarymcp · ai-agents | MCP server for Interactive Brokers that provides account, portfolio, market data, and risk analysis tools to MCP hosts like Claude Desktop, enabling… | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | wardlinemcp · ai-agents | Control-plane proxy that sits in front of MCP servers, enforcing per-identity policy (YAML/OPA/Cedar), budget limits, and an audit trail on every… | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | doc77mcp · ai-agents | A local document management agent with MCP tools for file operations, previewing, and AI-driven management, featuring safety approvals and transaction… | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | genpark-universal-mcp-tool-protocol-gateway-skillmcp · ai-agents | A lightweight, zero-dependency MCP gateway adapter that enables Claude/Cursor agents to process structured JSON payloads and integrate with GenPark AI… | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | dakeramcp · ai-agents | Decay-weighted vector memory for AI agents — 83 MCP tools for storing, recalling, searching, and building knowledge graphs with self-hosted Rust… | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | deedmcp · ai-agents | Contract-first programming language with a local MCP server for checking types, effects, capabilities, and contracts in agent-written modules. Its… | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | 0sparsh2-gaxmcp · ai-agents | Provides a CLI ergonomics framework for AI agents with an MCP bridge adapter and lazy tool discovery. | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | devvgwardo-hermes-brainmcp · ai-agents | Multi-agent orchestration MCP server with 30+ tools across 9 categories and shared SQLite database for agent coordination. | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | dali-mcpmcp · ai-agents | An MCP server that scores, enhances, and analyzes prompts for AI video and image generation models to prevent token waste on poor prompts. | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | accintmcp · ai-agents | Local-first MCP Work Model for coding agents: retrieves scored memory, records commitments, and credits outcomes from tests, reviews, replies, or… | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | kvrancic-prime-intellectmcp · ai-agents | Unofficial MCP server for managing Prime Intellect GPU pods from Claude Code, with hard spending caps for safe autonomous operation. | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | hushdropmcp · ai-agents | Enables sharing artifacts (HTML, files, sites) with password protection and custom branding on your own domain, directly from any AI agent. | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | automatelab-tech-citation-intelligencemcp · ai-agents | What LLMs cite, for agents. Check which URLs Perplexity, Claude, ChatGPT, Gemini, Bing, and Google AI Overviews cite for any query. Self-hosted, BYO… | 8 stars | armory install automatelab-tech-citation-intelligence --cli claude | |
| 1909 | 53.186 | kahunamcp · ai-agents | A persistent memory MCP server for AI copilots that automatically surfaces relevant context across sessions, projects, and teams, eliminating the need… | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | winscriptmcp · ai-agents | State-aware Windows automation MCP server for AI agents, enabling app control, UI interaction, COM Office, and more via 59 tools with fallback layers… | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | memstate-ai-memstate-mcpmcp · ai-agents | Versioned, structured memory for AI agents. Stores facts as keypaths with full version history, automatic conflict detection, and O(1) token… | 8 stars | No one-command install · Source | |
| 1909 | 53.186 | theandersmadsen-codex-plusplus-computer-usemcp · ai-agents | Exposes OpenAI Codex Desktop's bundled computer use capabilities as an MCP server for macOS desktop automation. | 8 stars | No commit datelisted | No one-command install · Source |
| 1928 | 52.789 | synmerco-confidential-escrow-for-ai-agent-commercemcp · ai-agents | The only MCP server with Confidential Escrow Mode — HIPAA/GDPR-ready encrypted transactions for regulated AI agents. 46 tools for the full agent… | 3,239 installs | No commit datelisted | No one-command install · Source |
| 1929 | 52.498 | stralemcp · ai-agents | Capability marketplace providing AI agents with access to quality-scored business tools including company lookups, compliance checks, and financial… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | k1vin1906-multi-modelmcp · ai-agents | MCP server that routes queries to 12+ AI providers including OpenAI, Gemini, and DeepSeek with intelligent task-based model selection and parallel… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | nv-digital-open-operator-system-nv-oosmcp · ai-agents | Enables AI-powered operations on WordPress sites, integrating multiple LLM providers and providing MCP server capabilities for chat, tools, and… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | entire-vc-evc-spark-mcpmcp · ai-agents | Search and discover AI agents, skills, prompts, bundles and MCP connectors from a curated catalog of 4500+ assets. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | armorcodexmcp · ai-agents | Intent-based security governance for OpenAI Codex and ChatGPT. Register intent plans before tool calls, apply natural-language policy rules, and get… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | openclaude-mcp-servermcp · ai-agents | A high-performance control plane for Ollama-based local LLM sessions with background memory consolidation, hybrid cloud planning, and real-time fleet… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | leakferretmcp · ai-agents | Context-aware secret scanner that lets an AI agent scan code, verify which leaked keys are actually live by calling the provider, and rewrite them to… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | nestr-mcpmcp · ai-agents | MCP server that connects AI assistants like Claude to your Nestr workspace, enabling task, project, role management, and organizational insights… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | kvm-pilotmcp · ai-agents | An MCP server that gives AI agents smart hands for physical machines, controlling them via IP-KVM, BMC, and SSH with visual boot-phase classification… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | agentbrainmcp · ai-agents | Local-first long-term memory for AI agents via a Markdown vault, offering MCP tools to query, ingest, lint, distill, and manage agent lessons and… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | token-pilotmcp · ai-agents | MCP server that reduces token consumption in AI coding assistants by up to 90% via structural reads, PreToolUse hooks, and tp-\* subagents. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | godot-agent-loopmcp · ai-agents | Enables AI agents to autonomously develop and test Godot 4 games through an MCP-based feedback loop, providing tools for authoring, running… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | clueso-mcpmcp · ai-agents | Clueso's MCP connects your favorite AI agents to a video creation engine. Just describe what you need — and every output stays fully editable, by you… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | agentoom-knowledgemcp · ai-agents | A self-hosted, MIT-licensed MCP server that securely connects private documents and markdown files to LLMs. It provides a lightweight, local-first RAG… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | argusmcp · ai-agents | An agentic QA framework that authors, generates, triages, and self-heals Playwright tests for any web app, usable from Claude Code/Desktop as an MCP… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | agent-memory-osmcp · ai-agents | Local-first memory engine for AI-agent teams: private/team/project ACL, associative recall, and federated sync across nodes. One SQLite file, no LLM… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | eltociear-security-auditmcp · ai-agents | Scan MCP servers, AI agent skills, and plugins for 68+ security attack signatures including credential theft and code execution patterns. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | andy5090-centralmcp · ai-agentsalso listed as central-mcp | Orchestrates multiple AI coding agents in parallel across projects with non-blocking dispatch to Claude, Codex, Gemini, and others. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | axismcp · ai-agents | MCP server for coordinating multiple AI agents across developers and vendors with a shared job board, per-file locking, and live project context. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | mwe-mcpmcp · ai-agents | A Markdown wiki-based memory server for AI agents with per-fact access control, attribution, and validity enforcement, enabling multiple users and… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | codex-gpt-bridgemcp · ai-agents | Streamable HTTP MCP bridge that allows ChatGPT to delegate code execution requests to a local official Codex MCP server with configurable safety… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | arch-yunus-otonom-aglarmcp · ai-agents | Autonomous agent MCP framework with ReAct loop architecture, semantic memory, secure code execution, and sub-agent delegation. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | catalogreadymcp · ai-agents | MCP server for auditing product pages to determine AI shopping agent readiness, providing a 0–100 score and actionable fixes. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | 0compactmemmcp · ai-agents | Zero context compaction for Claude Code & LLM agents. Persistent memory powered by OS primitives (demand paging, kswapd eviction, mlock pinning)… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | edb-debugger-mcpmcp · ai-agents | Exposes Evan's Debugger (EDB) features as MCP tools, enabling AI-driven debugging, reverse engineering, and exploit development with 147 tools… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | legal-kb-buildermcp · ai-agents | A local legal knowledge base construction factory that provides a consultation agent with multi-source retrieval, supporting MCP server for external… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | autofusemcp · ai-agents | Mount, heal, wake and run commands on remote Windows/Linux machines over SSHFS from a macOS menu-bar app. 34 tools with MCP behavior annotations… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | wechat-article-summarizermcp · ai-agents | MCP server that enables AI agents to fetch and summarize WeChat public articles, supporting export to HTML, Markdown, Obsidian, Notion, and OneNote. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | electra-one-mcpmcp · ai-agents | Develop Electra One MK2/Mini widgets and presets from Claude Code. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | codex-vision-mcpmcp · ai-agents | A local MCP server that adds computer-vision tools to coding agents and models that do not support native image input, using Codex OAuth credentials… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | rlm-memory-mcp-servermcp · ai-agents | Provides persistent memory and semantic file discovery for AI coding agents, enabling them to remember changes and find relevant files across… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | oracleseed-dakbmcp · ai-agents | Enables multi-agent collaboration and knowledge sharing across machines with semantic search, cross-agent messaging, session handoffs, and… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | j-east-pixel-surgeonmcp · ai-agentsalso listed as pixel-surgeon-mcp | Generates, edits, and repairs images and videos through natural language using Google Gemini and OpenAI models. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | coder-ka-procmmcp · ai-agentsalso listed as procm-mcp | MCP server for managing and monitoring local processes from AI agents. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | rss-digest-botmcp · ai-agents | Fetches RSS feeds from tech blogs and news sites and returns AI-generated summaries via Claude. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | ocrosby-market-bridgemcp · ai-agents | Bridges Tradovate, Bookmap, and Thinkorswim trading platforms to AI agents with tools for price data, volume profiles, order flow, key levels… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | arktechnwa-zsh-toolmcp · ai-agentsalso listed as zsh-tool | Intelligent Zsh shell execution with yield-based oversight, PTY mode for interactive prompts, circuit breaker, and learning capabilities. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | theastraway-mindmcp · ai-agents | Personal knowledge graph AI memory with 15 tools, emotional intelligence, CRM, and social features. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | mcp-llama-swapmcp · ai-agentsalso listed as oussama-kh-llama-swap | Enables hot-swapping llama.cpp models in a running Claude Code session via launchctl or systemd, preserving conversation context across model changes. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | folio-mcpmcp · ai-agents | MCP server for FOLIO, the Federated Open Legal Information Ontology. Makes the full ontology available to AI agents as searchable, browsable tools. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | solblademcp · ai-agents | AI-native Solana wallet CLI with scoped MCP server, enabling AI agents to manage wallets with granular permissions, spend limits, and tamper-evident… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | md-feedbackmcp · ai-agentsalso listed as yeominux-md-feedback | An MCP server for reviewing markdown plans before AI agents implement them. Enables annotation of plans with Fix, Question, and Highlight, which AI… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | dumpanalysismcpmcp · ai-agents | Enables AI agents to analyze Windows crash dumps by providing structured data on exceptions, threads, modules, and source context, with safe patch… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | readhnmcp · ai-agents | MCP server for Hacker News that lets AI agents discover ranked stories, find domain experts, and get explainable quality signals for every result. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | dan1d-dolar-mcpmcp · ai-agents | Argentine exchange rates for AI agents via DolarAPI. Dollar blue, oficial, MEP, CCL, crypto, tarjeta — plus currency conversion and spread calculator. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | pd-mcpmcp · ai-agents | Enables agentic interaction with vanilla Pure Data by providing tools for live patch creation, inspection, and manipulation via an MCP server that… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | hatayama-unity-ai-cli-bridgemcp · ai-agents | Go-based CLI bridge exposing Unity Editor's built-in MCP tools through stdio, enabling AI agents to perform scene manipulation, compilation, testing… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | gh-aparajithn-agent-utilsmcp · ai-agents | Utility toolkit with 18 tools for text processing, encoding, datetime conversion, and data transformation. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | hn-mcpmcp · ai-agents | MCP server enabling AI agents to interact with Hacker News, including fetching full comment trees with depth control, searching stories and comments… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | cybermemmcp · ai-agents | Enables AI tools like Claude and Cursor to share persistent memory across sessions. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | aktools-pro-mcp-servermcp · ai-agents | An enhanced MCP server that provides financial data and analysis tools for stocks, crypto, precious metals, and more, empowering AI agents with… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | mitre-att-ck-mcp-servermcp · ai-agents | Enables AI-native access to the MITRE ATT\&CK framework, allowing LLMs and agents to query techniques, threat groups, software, and generate ATT\&CK… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | notebookllm-mcpmcp · ai-agents | Converts Jupyter notebooks to a simplified plain text format to reduce token usage for LLMs, and can convert back. Enables loading, editing, and… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | noteitmcp · ai-agentsalso listed as noteit-mcp | Manage AI agent profiles and structured notes | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | localizable-xcstringsmcp · ai-agents | Manages iOS/macOS localization workflows with Xcode String Catalog files, providing automated translation using OpenAI with intelligent chunking… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | context-mcpmcp · ai-agents | Provides AI agents with secure, read-only file system access to analyze and understand project codebases, enabling multi-repository context… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | tastytrade-mcp-servermcp · ai-agents | Connects your TastyTrade trading account to AI assistants like Claude Desktop and ChatGPT for conversational trading and portfolio management. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | claude-flow-mcpmcp · ai-agents | Integrates with Claude Code to execute AI-powered code analysis and workflow automation, supporting pre-defined scenarios like code review and… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | mcp-long-context-readermcp · ai-agents | MCP Long Context Reader is a Python-based toolkit designed to overcome the context window limitations and high costs associated with Large Language… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | cc-meta-prompt-evaluatormcp · ai-agents | Evaluates prompt quality and effectiveness using OpenAI or Anthropic models, providing numerical scores, strengths analysis, improvement suggestions… | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | code-review-assistantmcp · ai-agents | An MCP server that automates code review by providing syntax checking, code explanation, and improvement suggestions using a multi-agent system. | 5 stars · 1 fork | No one-command install · Source | |
| 1929 | 52.498 | noredistribution-arista-cloudvisionmcp · ai-agents | Enables Claude to interact with Arista CloudVision for network management tasks including device inventory, system events, connectivity monitoring… | 5 stars · 1 fork | No one-command install · Source | |
| 1998 | 52.443 | khaoss85-arvo-mcpmcp · ai-agents | AI workout coach MCP server for Arvo. Access training data, workout history, personal records, body progress, and 29 fitness tools through Claude… | 3 stars · 3 forks | No one-command install · Source | |
| 1998 | 52.443 | codex-in-claudemcp · ai-agents | Call OpenAI Codex from Claude Code for independent second opinions, structured code review, and delegated coding tasks through a FastMCP plugin that… | 3 stars · 3 forks | No one-command install · Source | |
| 1998 | 52.443 | solographmcp · ai-agents | Code intelligence MCP server for Claude Code providing multi-project code graph, semantic search, session history, knowledge base, and web search. | 3 stars · 3 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.