Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2801 | 41.082 | amocrm-mcpmcp · ai-agents | Enables users to interact with AmoCRM via Claude Desktop using natural language, with 17 tools for accessing CRM entities like leads, contacts, and… | 1 star · 2 forks | No one-command install · Source | |
| 2802 | 41.082 | wei9072-aegismcp · ai-agents | AI-agent admission-control MCP server: validates file edits against Ring 0 syntax + Ring 0.5 structural-cost regression + workspace boundary (path /… | 1 star · 2 forks | No one-command install · Source | |
| 2803 | 41.082 | mcp-litmediamcp · ai-agents | Exposes litmedia.ai text-to-image and image-to-video generation tools via MCP, enabling AI agents to generate images and videos directly from prompts. | 1 star · 2 forks | No one-command install · Source | |
| 2804 | 41.082 | gh-visus-mcp-visusmcp · ai-agents | Secure web access with prompt injection detection, PII redaction, and token-efficient content extraction. | 1 star · 2 forks | No one-command install · Source | |
| 2805 | 41.082 | sparksheets-sparksheets-mcpmcp · ai-agents | AI-native collaborative spreadsheet MCP server for session management, knowledge base, task tracking, and sheet operations. Integrates with Claude… | 1 star · 2 forks | No one-command install · Source | |
| 2806 | 41.082 | sparksheetsmcp · ai-agents | Enables AI-powered document platform integration for Claude Code, Cursor, and Cline, providing session management, knowledge base, usage tracking… | 1 star · 2 forks | No one-command install · Source | |
| 2807 | 41.082 | beautiful-pdf-mcpmcp · ai-agents | MCP server that lets AI agents produce print-ready, typographically correct PDFs using Typst, with a page-as-canvas engine, multiple templates, and… | 1 star · 2 forks | No one-command install · Source | |
| 2808 | 41.082 | fishing-mcp-servermcp · ai-agents | MCP server for a text-based fishing game that allows Claude to play remotely via the Model Context Protocol, with features like casting, buying bait… | 1 star · 2 forks | No one-command install · Source | |
| 2809 | 41.082 | maxed-mcpmcp · ai-agents | MCP server providing deterministic accounting tools for AI agents, including bank statement parsing, document classification, money math, and webhook… | 1 star · 2 forks | No one-command install · Source | |
| 2810 | 41.082 | mcp-truth-checkmcp · ai-agents | truth is a deterministic fact-checker for the claims an AI coding agent makes about its own work. | 1 star · 2 forks | No one-command install · Source | |
| 2811 | 41.082 | browserbashmcp · ai-agents | Enables plain-English browser automation via an MCP server, allowing agents to run objectives or test suites in a real browser without selectors or… | 1 star · 2 forks | No one-command install · Source | |
| 2812 | 41.082 | web-search-agentmcp · ai-agents | An MCP server that enables Claude Code to perform web searches via Bing, read webpage content, and get current time, with a smart search skill for… | 1 star · 2 forks | No one-command install · Source | |
| 2813 | 41.082 | local-model-workers-mcpmcp · ai-agents | A local MCP server that lets Claude Code and Codex delegate repository exploration and test proposals to a remote LM Studio model, while enforcing… | 1 star · 2 forks | No one-command install · Source | |
| 2814 | 41.082 | boyuan-health-bridgemcp · ai-agents | MCP server for read-only access to Xiaomi Mi Fitness shared family health data, enabling queries for family members, health summaries, and historical… | 1 star · 2 forks | No one-command install · Source | |
| 2815 | 41.082 | jakegaylor-com-mcp-servermcp · ai-agents | An MCP server that provides echo resource, tool, and prompt functionality for testing and demonstration. | 1 star · 2 forks | No one-command install · Source | |
| 2816 | 41.082 | wordstat-mcpmcp · ai-agents | Connects Claude or ChatGPT to Yandex Wordstat for keyword research, enabling frequency lookups, related phrase suggestions with noise filtering, and… | 1 star · 2 forks | No one-command install · Source | |
| 2817 | 41.082 | entia-entity-verificationmcp · ai-agents | Verified business intelligence for AI agents, covering 5.5M+ entities across 34 countries. | 1 star · 2 forks | No one-command install · Source | |
| 2818 | 41.082 | stratamcp · ai-agents | Enables AI agents to analyze LookML repositories for dead code, PDT costs, schema drift, and migration impact, using offline-first analysis of Looker… | 1 star · 2 forks | No one-command install · Source | |
| 2819 | 41.082 | famulor-mcpmcp · ai-agents | Control your Famulor AI voice agents — calls, leads, campaigns, knowledge bases, conversations, WhatsApp, SIP trunks — directly from Claude, Cursor… | 1 star · 2 forks | No one-command install · Source | |
| 2820 | 41.082 | llmgine-mcpmcp · ai-agents | Enables AI agents to build and test games headlessly using the llmgine game engine, with tools for world creation, prefab definition, spawning… | 1 star · 2 forks | No one-command install · Source | |
| 2821 | 41.082 | m59-harnessmcp · ai-agents | MCP server that lets AI agents play Meridian 59 as real characters, with tools for movement, combat, trading, chatting, and fleet management. | 1 star · 2 forks | No one-command install · Source | |
| 2822 | 41.082 | kansei-link-kanseimcp · ai-agents | Intelligence layer for discovering and orchestrating Japanese SaaS MCP tools. | 1 star · 2 forks | No one-command install · Source | |
| 2823 | 41.082 | gh-mleoca-universal-code-navigatormcp · ai-agents | Structural code intelligence for AI agents using tree-sitter analysis. | 1 star · 2 forks | No one-command install · Source | |
| 2824 | 41.082 | macos-mail-mcpmcp · ai-agents | An MCP server for Apple Mail that enables Claude to read, search, manage, and compose emails via AppleScript. | 1 star · 2 forks | No one-command install · Source | |
| 2825 | 41.082 | deckhandmcp · ai-agents | Enables Claude to build and preview mobile apps on multiple iOS and Android devices simultaneously, with live streaming and touch control, all via… | 1 star · 2 forks | No one-command install · Source | |
| 2826 | 42.840 | cardiovascular-disease-mcpmcp · ai-agents | MCP server for calculating a patient's 10-year ASCVD risk using the Pooled Cohort Equations. Enables LLMs to compute cardiovascular risk scores based… | 3 forks | No one-command install · Source | |
| 2827 | 42.840 | phi-redact-mcpmcp · ai-agents | An MCP server that redacts PII/PHI from text before it ever reaches an LLM — self-hosted, fail-closed, and HIPAA-aware. | 3 forks | No one-command install · Source | |
| 2828 | 42.840 | wyre-technology-knowbe4mcp · ai-agents | Community MCP integration for KnowBe4, enabling AI agents to manage security awareness training and phishing campaigns. | 3 forks | No one-command install · Source | |
| 2829 | 42.840 | stoamcp · ai-agents | Persistent shared memory for AI coding agents that turns a folder of markdown files into searchable memory across sessions, repos, and machines. | 3 forks | No one-command install · Source | |
| 2830 | 43.174 | report-needsmcp · ai-agents | MCP server for AI agents to report infrastructure needs. Vote, comment, and track demand signals across the agent ecosystem. | 1,280 installs | No commit datelisted | No one-command install · Source |
| 2831 | 43.275 | henningziech-claude-error-collectormcp · ai-agents | Captures user corrections during coding sessions and writes learned rules to CLAUDE.md files for persistent error avoidance. | 4 stars | No commit datelisted | No one-command install · Source |
| 2832 | 43.275 | bneil-memory-pouchdbmcp · ai-agents | Provides a knowledge graph-based memory system using PouchDB for storing and retrieving entity relationships and observations, enabling persistent… | 4 stars | No one-command install · Source | |
| 2833 | 43.275 | vishwajeetdabholkar-web-scrapermcp · ai-agents | Connects Claude Desktop to a local web scraper for retrieving and processing website content in markdown format with flexible options for user agent… | 4 stars | No one-command install · Source | |
| 2834 | 43.275 | a2a-pdlc-playgroundmcp · ai-agents | A playground repository for A2A protocol implementation with Partially Signed Bitcoin Transactions (PSBT) | 4 stars | No one-command install · Source | |
| 2835 | 43.275 | cdgaete-token-scopemcp · ai-agents | Scans codebases to intelligently extract and prioritize files for LLMs while respecting token limits and .gitignore patterns | 4 stars | No one-command install · Source | |
| 2836 | 43.275 | task-tracker-mcpmcp · ai-agents | A task management system for LLM-based agents that stores all tasks in a single tree, available immediately after the server starts. | 4 stars | No one-command install · Source | |
| 2837 | 43.275 | biliscribemcp · ai-agents | Extracts and formats Bilibili video content into structured text for LLM processing and analysis. | 4 stars | No one-command install · Source | |
| 2838 | 43.275 | mcp-serveurmcp · ai-agents | A modular and extensible MCP server for managing synchronous and asynchronous tasks, leveraging Docker, BullMQ, and Redis. | 4 stars | No one-command install · Source | |
| 2839 | 43.275 | jupyter-kernel-mcpmcp · ai-agents | Enables AI agents to execute Python, TypeScript, and JavaScript code in persistent Jupyter kernels with stateful variables and imports across… | 4 stars | No one-command install · Source | |
| 2840 | 43.275 | revolver-orchestratormcp · ai-agents | Orchestrates Gemini CLI for architectural planning and Claude Code for implementation, using Context7 to fetch library documentation and create… | 4 stars | No one-command install · Source | |
| 2841 | 43.275 | automate-idea-to-social-mcpmcp · ai-agents | Enables publishing content to multiple social media platforms (YouTube, Twitter, Facebook, Instagram, TikTok, Reddit, Blog) through automation agents… | 4 stars | No one-command install · Source | |
| 2842 | 43.275 | swarm-corporation-medical-agents-aopmcp · ai-agents | Orchestrates specialized medical AI agents for blood data analysis, CBC interpretation, and clinical decision support | 4 stars | No one-command install · Source | |
| 2843 | 43.275 | llamacpp-mcpmcp · ai-agents | An MCP server for running local LLMs using llama-cpp-python, with built-in tools for generating drug-like molecule SMILES. | 4 stars | No one-command install · Source | |
| 2844 | 43.275 | ai-prompt-guide-mcpmcp · ai-agents | Orchestrates AI agents through structured markdown documents, enabling multi-agent workflows with automatic context injection and workflow management. | 4 stars | No one-command install · Source | |
| 2845 | 43.275 | swarm-mcp-2mcp · ai-agents | An MCP server that provides access to Foursquare Swarm check-in data, enabling AI assistants to query check-in history, stats, top venues, and venue… | 4 stars | No one-command install · Source | |
| 2846 | 43.275 | tkinter-mcp-servermcp · ai-agents | MCP server for launching, inspecting, and interacting with Tkinter GUI applications. Enables AI agents to automate Tkinter apps without code… | 4 stars | No one-command install · Source | |
| 2847 | 43.275 | silkyland-senior-consultmcp · ai-agents | Enables consultation with senior-level AI models (Claude, GPT, Gemini, DeepSeek, Z.ai) for expert technical guidance, code reviews, and architecture… | 4 stars | No one-command install · Source | |
| 2848 | 43.275 | romiconez-llamatormcp · ai-agents | Automated LLM red teaming and security testing server that orchestrates asynchronous test runs against OpenAI-compatible endpoints with job lifecycle… | 4 stars | No one-command install · Source | |
| 2849 | 43.275 | clockwork-mcpmcp · ai-agents | A Claude Code MCP server that connects to Laravel Clockwork to provide insights into application performance, database queries, errors, and request… | 4 stars | No one-command install · Source | |
| 2850 | 43.275 | mhcoen-relaymcp · ai-agents | Bridges Claude Desktop and Claude Code for seamless context sharing | 4 stars | No one-command install · Source | |
| 2851 | 43.275 | mcp-relaymcp · ai-agents | Connects Claude Desktop and Claude Code, enabling autonomous exchange of messages, files, and code while keeping their context windows separate. | 4 stars | No one-command install · Source | |
| 2852 | 43.275 | memory-bank-mcpmcp · ai-agents | MCP server for semantic code indexing using vector embeddings, enabling AI agents to maintain persistent memory of codebases through natural language… | 4 stars | No one-command install · Source | |
| 2853 | 43.275 | jhlee0409-elenchusmcp · ai-agents | Orchestrates multi-round code review sessions between verifier and critic roles to systematically identify security, correctness, reliability… | 4 stars | No one-command install · Source | |
| 2854 | 43.275 | mother-mcp-skillsmcp · ai-agents | Automatically discovers and installs AI skills for your project's tech stack, supporting Claude, Copilot, Codex, and other MCP-compatible agents. | 4 stars | No one-command install · Source | |
| 2855 | 43.275 | hoardmcp · ai-agents | Local MCP server for indexing personal knowledge into SQLite with hybrid search, chunk-level citations, memory tools, and agent orchestration. | 4 stars | No one-command install · Source | |
| 2856 | 43.275 | llm-memory-mcp-servermcp · ai-agents | A local-first, team-ready MCP server providing durable memory for LLM-based coding workflows with multiple storage backends and fast search. | 4 stars | No one-command install · Source | |
| 2857 | 43.275 | local-memory-mcpmcp · ai-agents | A local MCP server that provides semantic memory storage and retrieval for coding and AI agents, enabling durable context across chat sessions. | 4 stars | No one-command install · Source | |
| 2858 | 43.275 | a2a-mcp-demomcp · ai-agents | A2A and MCP agent demo showing integration with business systems | 4 stars | No one-command install · Source | |
| 2859 | 43.275 | osulivan-skill4agent-mcp-servermcp · ai-agents | MCP Server for skill4agent - Search, view, and install AI skills in AI conversations. | 4 stars | No one-command install · Source | |
| 2860 | 43.275 | miklat-mcpmcp · ai-agents | An MCP server that helps AI agents find public shelters in Israel. Currently supports Jerusalem with 198 shelters. | 4 stars | No one-command install · Source | |
| 2861 | 43.275 | monzo-mcpmcp · ai-agents | Read-only Monzo banking integration for Claude Code that allows querying balances, transactions, pots, and spending analysis through natural… | 4 stars | No one-command install · Source | |
| 2862 | 43.275 | surfndev-petroglyphsmcp · ai-agents | Bridge iPad handwriting input with LLMs via image capture and Obsidian vault integration. | 4 stars | No one-command install · Source | |
| 2863 | 43.275 | android-shizuku-mcpmcp · ai-agents | Enables LLM agents to control Android devices securely via Shizuku and Termux:API, providing a universal shell tool for command execution and… | 4 stars | No one-command install · Source | |
| 2864 | 43.275 | claude-token-saver-mcpmcp · ai-agents | Enables Claude Code to offload routine code generation and text processing tasks to a local Ollama LLM, saving Cloud API tokens and costs with… | 4 stars | No one-command install · Source | |
| 2865 | 43.275 | blackfoil-token-savermcp · ai-agents | Offloads routine coding tasks to a local LLM to reduce Claude API token usage. | 4 stars | No one-command install · Source | |
| 2866 | 43.275 | bags-sdk-mcpmcp · ai-agents | Provides 46 MCP tools to interact with the Bags.fm platform, allowing AI agents to launch coins, trade, claim fees, and scout trends on Solana. | 4 stars | No one-command install · Source | |
| 2867 | 43.275 | abrasio-mcpmcp · ai-agents | MCP server that exposes Abrasio as an agentic browser for AI models, allowing Claude, Cursor, and other MCP-compatible AIs to control a real web… | 4 stars | No one-command install · Source | |
| 2868 | 43.275 | jeltzmcp · ai-agents | Connects AI assistants to physical devices via MCP, enabling LLMs to reason about sensor data, perform cross-device correlation, and interpret… | 4 stars | No one-command install · Source | |
| 2869 | 43.275 | attilio81-claude-managed-agentsmcp · ai-agents | MCP server exposing Claude Managed Agents documentation as searchable tools for Claude Desktop and Claude Code. | 4 stars | No one-command install · Source | |
| 2870 | 43.275 | dennisyang1986-poke-ssh-bridgemcp · ai-agents | MCP server bridging AI agents to remote servers via SSH using FastMCP. | 4 stars | No one-command install · Source | |
| 2871 | 43.275 | agent-junctionmcp · ai-agents | Enables Claude Code instances to communicate directly via an ephemeral, encrypted peer-to-peer message bus. Works on localhost or across your LAN. | 4 stars | No one-command install · Source | |
| 2872 | 43.275 | gerritroska-toolpipemcp · ai-agents | 120+ developer utility tools for AI agents — encoding, hashing, formatting, and data transformation. | 4 stars | No one-command install · Source | |
| 2873 | 43.275 | helix-pilotmcp · ai-agents | GUI automation MCP server that enables AI agents to see and control the Windows desktop using a local Vision LLM (Ollama), supporting screenshot… | 4 stars | No one-command install · Source | |
| 2874 | 43.275 | felipevdc1-vaultmcp · ai-agents | Intelligent Claude Code skill resolver that automatically identifies the right skill for each task using multi-signal scoring and recipe workflows. | 4 stars | No one-command install · Source | |
| 2875 | 43.275 | martinmajsawicki-claude-voicemcp · ai-agents | Adds macOS voice interaction to Claude Code with text-to-speech, speech-to-text via local Whisper, and combined conversational mode. | 4 stars | No one-command install · Source | |
| 2876 | 43.275 | divinci-ai-opus-advisormcp · ai-agents | Lets Claude Code on Sonnet or Haiku consult Claude Opus as a strategic advisor during complex tasks via the local claude CLI. | 4 stars | No one-command install · Source | |
| 2877 | 43.275 | bdu-fstec-mcpmcp · ai-agents | MCP-сервер, дающий Claude (и любому MCP-клиенту) доступ к БДУ ФСТЭК — российской базе данных угроз безопасности информации. | 4 stars | No one-command install · Source | |
| 2878 | 43.275 | thuupx-memory-litemcp · ai-agents | Stores durable knowledge for AI coding assistants including technical decisions, architecture notes, and command references in local persistent… | 4 stars | No one-command install · Source | |
| 2879 | 43.275 | suprawall-mcp-pluginmcp · ai-agents | Enterprise-grade security for Claude Desktop agents: blocks dangerous actions, requires human approval via Slack, and provides compliance-ready audit… | 4 stars | No one-command install · Source | |
| 2880 | 43.275 | supply-ops-agentmcp · ai-agents | A supply-side operations diagnostic MCP server for bid rate analysis, IVT detection, and ads.txt compliance. | 4 stars | No one-command install · Source | |
| 2881 | 43.275 | cerebro-mcpmcp · ai-agents | Enables non-coders to build software by describing ideas in natural language, orchestrating AI agents and CLI workers via chat without needing a… | 4 stars | No one-command install · Source | |
| 2882 | 43.275 | skyuniversemax-travel-agentsmcp · ai-agents | Multi-agent travel assistant MCP server for flight, hotel, car rental, and tour queries with stdio, SSE, and HTTP transports. | 4 stars | No one-command install · Source | |
| 2883 | 43.275 | karyaboyraz-mockit-mcpmcp · ai-agents | Generate premium iOS mobile UI mockups (PNG + HTML) from a single text prompt. Pairs Claude (Opus 4.7 by default) with a Playwright headless renderer… | 4 stars | No one-command install · Source | |
| 2884 | 43.275 | l6e-mcpmcp · ai-agents | Enables AI coding agents to set budgets per task, check costs before expensive operations, and halt when budget is exhausted, with support for… | 4 stars | No one-command install · Source | |
| 2885 | 43.275 | qgis-mcp-codexmcp · ai-agents | Connects OpenAI Codex Desktop to QGIS Desktop for natural language GIS operations, including project management, layer manipulation, and algorithm… | 4 stars | No one-command install · Source | |
| 2886 | 43.275 | claude-kbmcp · ai-agents | Enables searching and retrieving Claude Code conversation history via hybrid semantic and keyword search, allowing the agent to access its own past… | 4 stars | No one-command install · Source | |
| 2887 | 43.275 | personal-context-mcpmcp · ai-agents | A portable, Markdown-based memory system for Claude Desktop that separates durable context, working memory, and low-trust notes so AI assistants can… | 4 stars | No one-command install · Source | |
| 2888 | 43.275 | abhinavkalyan10-personal-contextmcp · ai-agents | Provides a Markdown-based three-layer memory system for Claude Desktop with file management and memory operations. | 4 stars | No one-command install · Source | |
| 2889 | 43.275 | l-agencemcp · ai-agents | AI governance framework providing policy enforcement, skills management, memory, and multi-LLM consensus. | 4 stars | No one-command install · Source | |
| 2890 | 43.275 | agencemcp · ai-agents | Governs and audits AI coding agents via command gating, cryptographic logging, and multi-agent orchestration, exposed as an MCP server. | 4 stars | No one-command install · Source | |
| 2891 | 43.275 | createyamcp · ai-agents | Access 100+ AI models including FLUX, Sora, Kling, GPT, and Claude via MCP. | 4 stars | No one-command install · Source | |
| 2892 | 43.275 | perceptron-vision-mcp-servermcp · ai-agents | A vision MCP server that gives MCP-compatible agents direct access to Perceptron's Isaac model family for visual question answering, captioning, OCR… | 4 stars | No one-command install · Source | |
| 2893 | 43.275 | garasegae-aiskillstoremcp · ai-agents | Agent-first skill marketplace where AI agents discover, purchase, and integrate skills via MCP protocol. Supports 7+ platforms including Claude, hGPT… | 4 stars | No one-command install · Source | |
| 2894 | 43.275 | aiappsapi-adaptive-recallmcp · ai-agents | Provides adaptive memory and recall capabilities for AI workflows. | 4 stars | No one-command install · Source | |
| 2895 | 43.275 | metavault-mcpmcp · ai-agents | Multi-protocol yield intelligence for AI agents — covering Spectra Finance, Pendle, and Morpho via the Model Context Protocol. | 4 stars | No one-command install · Source | |
| 2896 | 43.275 | openai-ads-mcp-servermcp · ai-agents | An MCP server that exposes the ChatGPT Ads API as tools an LLM host can call. | 4 stars | No one-command install · Source | |
| 2897 | 43.275 | rhino-mcpmcp · ai-agents | Enables Claude to drive Rhino 8 and Grasshopper for geometry creation, manipulation, and analysis via natural language. | 4 stars | No one-command install · Source | |
| 2898 | 43.275 | notion-private-api-mcpmcp · ai-agents | Unofficial Notion MCP server built on Notion's private API (token_v2 cookie). Gives LLM agents full read/write access to the entire workspace — no… | 4 stars | No one-command install · Source | |
| 2899 | 43.275 | localrepl-mcp-servermcp · ai-agents | A locally-running Python REPL server that integrates with Claude Desktop through the Model Context Protocol, offering shell bridge, streaming, and… | 4 stars | No one-command install · Source | |
| 2900 | 43.275 | tessera-mcp-servermcp · ai-agents | MCP server for Tessera's LLM cost-optimization layer. Anchored spend, drift detection, recommendations as typed tools. | 4 stars | 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.