Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3001 | 43.275 | tunnel-mcpmcp · ai-agents | Enables two Claude agents to communicate directly through an end-to-end encrypted tunnel, eliminating the need for manual copy-pasting and… | 4 stars | No one-command install · Source | |
| 3002 | 43.275 | phrenmcp · ai-agents | A persistent memory server for AI agents that stores findings, tasks, and patterns in Markdown files within a git repository, enabling context… | 4 stars | No one-command install · Source | |
| 3003 | 43.498 | kstrikis-llm-responsesmcp · ai-agents | Enables multiple LLMs to share and analyze each other's responses to the same prompt, facilitating collaborative problem-solving and multi-perspective… | 2 stars · 2 forks | No one-command install · Source | |
| 3004 | 43.498 | lumile-promptopiamcp · ai-agents | Manage, organize, and reuse prompt templates with variable substitution and multi-message conversation structures. | 2 stars · 2 forks | No one-command install · Source | |
| 3005 | 43.498 | kukapay-chainlist-mcpmcp · ai-agents | An MCP server that gives AI agents fast access to verified EVM chain information, including RPC URLs, chain IDs, explorers, and native tokens. | 2 stars · 2 forks | No one-command install · Source | |
| 3006 | 43.498 | gemini-image-video-generation-mcpmcp · ai-agents | A production-ready MCP server that enables Claude and other LLMs to generate images and videos using Google's Gemini AI models (Gemini 2.0 Flash and… | 2 stars · 2 forks | No one-command install · Source | |
| 3007 | 43.498 | mcp-llm-generator-v2mcp · ai-agents | Production-ready MCP server enabling LLM text generation, template management, context-aware conversations, and memory storage with enterprise quality… | 2 stars · 2 forks | No one-command install · Source | |
| 3008 | 43.498 | terraform-test-mcpmcp · ai-agents | Generates structured prompts for Claude Code to create comprehensive Terraform test cases including unit, integration, and mock tests. | 2 stars · 2 forks | No one-command install · Source | |
| 3009 | 43.498 | n8daniels-rulesetmcpmcp · ai-agents | Weight-On-Wheels for AI - keeps agents grounded in your project's rules. Query coding standards, validate snippets, and get task-specific guidance… | 2 stars · 2 forks | No one-command install · Source | |
| 3010 | 43.498 | osseni94-keyneg-mcpmcp · ai-agents | Enterprise-grade sentiment analysis with 95+ labels, keyword extraction, and batch processing for AI agents | 2 stars · 2 forks | No one-command install · Source | |
| 3011 | 43.498 | rideshare-comparison-mcpmcp · ai-agents | Compare Uber and Lyft prices for any route, get supported cities, and retrieve booking links using Claude Desktop. | 2 stars · 2 forks | No one-command install · Source | |
| 3012 | 43.498 | leximo-call-assistantmcp · ai-agents | Schedule AI phone calls, manage assignments, browse calling agents, and track credits through the Leximo platform. | 2 stars · 2 forks | No one-command install · Source | |
| 3013 | 43.498 | leximo-ai-call-assistant-mcp-servermcp · ai-agents | An MCP server that lets you schedule AI phone calls and manage Leximo assignments directly from Claude Desktop or Claude Code. | 2 stars · 2 forks | No one-command install · Source | |
| 3014 | 43.498 | timowhite88-farnsworth-syntekmcp · ai-agents | 7-layer recursive agent memory with context branching, holographic recall, dream consolidation, and on-chain persistence. MCP-native with 10 tools for… | 2 stars · 2 forks | No one-command install · Source | |
| 3015 | 43.498 | rushtothesun-dreampoebot-evalmcp · ai-agents | Enables AI agents to execute C# scripts and inspect type definitions within the DreamPoeBot Path of Exile automation framework. | 2 stars · 2 forks | No one-command install · Source | |
| 3016 | 43.498 | kc-modbus-mcpmcp · ai-agents | MCP server for Modbus TCP devices that enables AI agents to read/write PLC registers by name using YAML device profiles, with a built-in simulator. | 2 stars · 2 forks | No one-command install · Source | |
| 3017 | 43.498 | danielguru-repomemorymcp · ai-agents | Persistent, searchable knowledge base for AI coding agents with hybrid keyword and semantic search across project context. | 2 stars · 2 forks | No one-command install · Source | |
| 3018 | 43.498 | openpoem-spec-scoremcp · ai-agents | Score specification quality before feeding them to an LLM with radar chart visualization. | 2 stars · 2 forks | No one-command install · Source | |
| 3019 | 43.498 | revsmoke-prompt-rejectormcp · ai-agents | Security gateway for AI agents: detects prompt injections, jailbreaks, and common vulnerabilities. | 2 stars · 2 forks | No one-command install · Source | |
| 3020 | 43.498 | prompt-rejector-mcpmcp · ai-agents | Protects AI agents from prompt injection attacks, jailbreak attempts, and common web vulnerabilities by screening untrusted input through semantic LLM… | 2 stars · 2 forks | No one-command install · Source | |
| 3021 | 43.498 | metrxbotmcp · ai-agents | Track AI agent costs, detect waste, optimize model selection, and prove ROI. | 2 stars · 2 forks | No one-command install · Source | |
| 3022 | 43.498 | claudecodenavi-claudecodenavi-mcpmcp · ai-agents | Claude Code knowledge platform & marketplace MCP server. Search and share snippets, prompts, Q&A solutions, error fixes, and MCP server configurations… | 2 stars · 2 forks | No one-command install · Source | |
| 3023 | 43.498 | youtube-context-mcpmcp · ai-agents | A small MCP server that gives agents rich context about a YouTube video — its transcript, jump-to-the-moment deep links, metadata, and most-replayed… | 2 stars · 2 forks | No one-command install · Source | |
| 3024 | 43.498 | soundcloud-mcp-servermcp · ai-agents | An MCP server that gives Claude access to your SoundCloud library, allowing you to manage playlists and tracks through natural language. | 2 stars · 2 forks | No one-command install · Source | |
| 3025 | 43.498 | osidb-mcpmcp · ai-agents | MCP server for OSIDB (Red Hat Product Security's vulnerability management system). Enables read-only querying of flaws, affects, trackers, and status… | 2 stars · 2 forks | No one-command install · Source | |
| 3026 | 43.498 | ohmyperfmcp · ai-agents | Real-machine, real-browser web perf measurement with ~99% iframe coverage. LLM-native + AI-agent-loop ready. | 2 stars · 2 forks | No one-command install · Source | |
| 3027 | 43.498 | mcp-printablemcp · ai-agents | Connects MCP-capable agents to Blender and OpenSCAD for AI-driven 3D modeling, with tools and rules optimized for FDM-printable geometry. | 2 stars · 2 forks | No one-command install · Source | |
| 3028 | 43.498 | myfitnesspal-mcp-servermcp · ai-agents | Enables Claude to manage MyFitnessPal food diaries, nutrition goals, exercises, body measurements, and water intake via a remote MCP server using… | 2 stars · 2 forks | No one-command install · Source | |
| 3029 | 43.498 | claude-meta-mcpmcp · ai-agents | Self-hosted Meta Ads (Facebook & Instagram) connector for Claude. | 2 stars · 2 forks | No one-command install · Source | |
| 3030 | 43.498 | aparser-mcpmcp · ai-agents | Enables AI agents to drive parsing tasks via A-Parser, including running SERP queries, queueing bulk jobs, polling, and fetching results. | 2 stars · 2 forks | No one-command install · Source | |
| 3031 | 43.498 | macro-picklemcp · ai-agents | A local AI toolkit for generating brand-aware images and videos through Claude, with a typed prompt engine and support for multiple backends (Gemini… | 2 stars · 2 forks | No one-command install · Source | |
| 3032 | 43.498 | rafa2403nunez-droid-pynetbridgemcp · ai-agents | Bridges AI agents with PyNet Platform for BIM and engineering automation in Autodesk tools. | 2 stars · 2 forks | No one-command install · Source | |
| 3033 | 43.498 | jeremykenedy-claude-rulesmcp · ai-agents | Reads Claude Code skills and rules from the filesystem and exposes them as queryable MCP tools. | 2 stars · 2 forks | No one-command install · Source | |
| 3034 | 43.498 | db-conn-mcpmcp · ai-agents | A dead-simple, self-hosted MCP server for querying your databases with AI agents. | 2 stars · 2 forks | No one-command install · Source | |
| 3035 | 43.498 | niua-godot-mcpmcp · ai-agents | A local MCP server plus a bundled Godot editor addon that lets an AI agent create, inspect, run, debug, and export real Godot 4.6 games through tools. | 2 stars · 2 forks | No one-command install · Source | |
| 3036 | 43.498 | air-blackboxmcp · ai-agents | EU AI Act compliance scanning for Python AI agents with remediation tools. | 2 stars · 2 forks | No one-command install · Source | |
| 3037 | 43.498 | goodreads-mcpmcp · ai-agents | A read-only MCP server for Goodreads that enables LLMs to search for books, retrieve detailed book info with ratings and reviews, and explore… | 2 stars · 2 forks | No one-command install · Source | |
| 3038 | 43.498 | peon-memmcp · ai-agents | Local-first hierarchical memory for AI coding agents, providing automatic session capture, belief consolidation, and relevant memory injection via an… | 2 stars · 2 forks | No one-command install · Source | |
| 3039 | 44.081 | dynamoi-music-youtube-promotion-automationmcp · ai-agents | Manage music promotion and YouTube growth campaigns through AI assistants like ChatGPT, Claude, and Gemini. Automated Meta and Google ad campaigns for… | 2,562 installs | No commit datelisted | No one-command install · Source |
| 3040 | 44.081 | dynamoi-music-marketing-for-ai-agents-2mcp · ai-agents | Music marketing for AI agents. Connect ChatGPT, Claude, Cursor, and other AI agents to Dynamoi for free Spotify Smart Links, music promotion… | 2,562 installs | No commit datelisted | No one-command install · Source |
| 3041 | 44.256 | yuzongmin-literature-memorymcp · ai-agents | Integrates academic literature management with knowledge graphs to enable efficient source analysis, note-taking, and entity linking across diverse… | 3 stars · 1 fork | No one-command install · Source | |
| 3042 | 44.256 | 29decibel-record-to-markdownmcp · ai-agents | Integrates with markdown files and Apple Notes to automatically save and format Claude conversation content for easy reference and sharing. | 3 stars · 1 fork | No one-command install · Source | |
| 3043 | 44.256 | niko91i-deepseek-claudemcp · ai-agents | Combines DeepSeek's reasoning capabilities with Claude 3.5 Sonnet's response generation through OpenRouter to leverage both models' strengths in a… | 3 stars · 1 fork | No one-command install · Source | |
| 3044 | 44.256 | ejb503-taskcheckermcp · ai-agents | Provides enterprise-grade task orchestration with intelligent evaluation scoring, session-based workflow tracking, and automatic cleanup for… | 3 stars · 1 fork | No one-command install · Source | |
| 3045 | 44.256 | soulvercore-mcp-servermcp · ai-agents | A comprehensive MCP server that integrates SoulverCore with Claude Desktop, enabling natural language mathematical calculations, unit conversions… | 3 stars · 1 fork | No one-command install · Source | |
| 3046 | 44.256 | fal-ai-video-generatormcp · ai-agents | Provides a bridge to fal.ai's video generation models, enabling creation of customized videos from text prompts and images with adjustable parameters… | 3 stars · 1 fork | No one-command install · Source | |
| 3047 | 44.256 | my-mcp-server-2mcp · ai-agents | Demonstrates an MCP server with a vulnerable add tool protected by SonnyLabs prompt injection detection. | 3 stars · 1 fork | No one-command install · Source | |
| 3048 | 44.256 | cbt-agent-helpermcp · ai-agents | An MCP server that enables AI agents to engage in structured deep thinking and recover from stuck states using CBT techniques and contemplation… | 3 stars · 1 fork | No one-command install · Source | |
| 3049 | 44.256 | rafegal-vitra-ai-multi-agentmcp · ai-agents | Multi-agent customer service system for health and wellness retail that coordinates specialized agents for general customer service, sales… | 3 stars · 1 fork | No one-command install · Source | |
| 3050 | 44.256 | jomynn-claude-code-agentmcp · ai-agents | Provides persistent memory management and project automation capabilities through automated memory dumps with cron scheduling, comprehensive project… | 3 stars · 1 fork | No one-command install · Source | |
| 3051 | 44.256 | lyw405-garenmcp · ai-agents | Transforms natural language descriptions into production-ready React components through XML-based artifact parsing with support for multiple AI… | 3 stars · 1 fork | No one-command install · Source | |
| 3052 | 44.256 | skullzarmy-all-your-base64mcp · ai-agents | Provides base64 encoding and decoding with 8 output formats, automatic MIME type detection, data URI generation, and intelligent job memory with… | 3 stars · 1 fork | No one-command install · Source | |
| 3053 | 44.256 | execveat-polyagentmcp · ai-agents | Bridges Claude Code agent definitions to any MCP client, automatically discovering YAML-based agent files and exposing them as MCP resources and… | 3 stars · 1 fork | No one-command install · Source | |
| 3054 | 44.256 | ariunbolor-nsafmcp · ai-agents | Enables AI systems to evolve and optimize neural network architectures through self-constructing meta-agents that adapt to different problem domains… | 3 stars · 1 fork | No one-command install · Source | |
| 3055 | 44.256 | pushpullcommitpush-ml-labmcp · ai-agents | Unified machine learning platform that orchestrates training workflows across OpenAI, Mistral, Together AI, and Vertex AI while managing cloud compute… | 3 stars · 1 fork | No one-command install · Source | |
| 3056 | 44.256 | adaptive-agent-mcpmcp · ai-agents | A self-evolving RAG system that enables AI agents to autonomously read and write memory, continuously learning and adapting user preferences, daily… | 3 stars · 1 fork | No one-command install · Source | |
| 3057 | 44.256 | mcp-virtual-fsmcp · ai-agents | An MCP server that provides AI agents with a persistent, PostgreSQL-backed virtual filesystem, supporting session-isolated file operations… | 3 stars · 1 fork | No one-command install · Source | |
| 3058 | 44.256 | omni-nlimcp · ai-agents | Provides natural language inference (NLI) capabilities via the Model Context Protocol, allowing AI agents to verify factual consistency and detect… | 3 stars · 1 fork | No one-command install · Source | |
| 3059 | 44.256 | pdf-image-extractor-mcpmcp · ai-agents | Extracts images from PDF files, allowing LLMs to access and analyze embedded images from local PDF documents. | 3 stars · 1 fork | No one-command install · Source | |
| 3060 | 44.256 | vegamcpmcp · ai-agents | A production-grade MCP server providing an autonomous AI agent swarm, persistent semantic memory, browser automation, multi-model reasoning, and 78+… | 3 stars · 1 fork | No one-command install · Source | |
| 3061 | 44.256 | universal-json-agent-mcpmcp · ai-agents | Enables natural language interaction with JSON files, providing tools to load, query, aggregate, transform, and export data directly from AI editors. | 3 stars · 1 fork | No one-command install · Source | |
| 3062 | 44.256 | donetick-mcpmcp · ai-agents | MCP server for Donetick chores management. Provides 27 tools to control Donetick instance via Claude or other MCP clients. | 3 stars · 1 fork | No one-command install · Source | |
| 3063 | 44.256 | speedyfoxai-nuntiusmcp · ai-agents | Delegate agentic tasks to local or cloud Ollama models by proxying Claude's configured MCP tools. | 3 stars · 1 fork | No one-command install · Source | |
| 3064 | 44.256 | fstubner-npm-runmcp · ai-agents | Exposes package.json scripts as callable tools for AI agents. | 3 stars · 1 fork | No one-command install · Source | |
| 3065 | 44.256 | qxchuckle-project-managermcp · ai-agents | Project management capabilities for AI agents via Cursor, Claude Desktop, and other MCP clients. | 3 stars · 1 fork | No one-command install · Source | |
| 3066 | 44.256 | veroq-ai-veroq-mcpmcp · ai-agents | 62 verified intelligence tools — claim verification with evidence chains, market data for 1,061+ tickers, trading signals, SEC filings, insider… | 3 stars · 1 fork | No one-command install · Source | |
| 3067 | 44.256 | toolpipe-mcp-servermcp · ai-agents | MCP server providing 35 developer utility APIs (JSON formatting, code review, password generation, etc.) for AI agents like Claude. | 3 stars · 1 fork | No one-command install · Source | |
| 3068 | 44.256 | tubemcpmcp · ai-agents | MCP server that lets AI agents search YouTube and fetch transcripts. | 3 stars · 1 fork | No one-command install · Source | |
| 3069 | 44.256 | multi-agent-mcpmcp · ai-agents | Transforms your IDE into an autonomous multi-agent coding assistant that orchestrates complex codebase refactoring using LangGraph and LiteLLM. | 3 stars · 1 fork | No one-command install · Source | |
| 3070 | 44.256 | indico-mcpmcp · ai-agents | MCP server for the Indico meeting agenda system, enabling AI agents to search event categories, browse agendas, and extract contribution and session… | 3 stars · 1 fork | No one-command install · Source | |
| 3071 | 44.256 | cc-tapmcp · ai-agents | An MCP server that bridges Claude Desktop and Claude Code by letting Desktop read and interact with Claude Code Remote Control sessions, enabling… | 3 stars · 1 fork | No one-command install · Source | |
| 3072 | 44.256 | nealzhi-codex-jetbrainsmcp · ai-agents | MCP server bridging OpenAI Codex and JetBrains IDEs, enabling AI-assisted code generation within JetBrains development environments. | 3 stars · 1 fork | No one-command install · Source | |
| 3073 | 44.256 | pingpongmcp · ai-agents | Pingpong is an MCP server for oh-my-pi that gives your AI agent a local code reviewer using a local LLM (llama.cpp) for automated code reviews after… | 3 stars · 1 fork | No one-command install · Source | |
| 3074 | 44.256 | feishu-mcpmcp · ai-agents | Enables AI agents to control Feishu (Lark) through structured tools for messaging, calendar, tasks, and documents. | 3 stars · 1 fork | No one-command install · Source | |
| 3075 | 44.256 | fuzzmind-frida-mcpmcp · ai-agents | A Frida MCP server for authorized dynamic analysis and application security research, exposing device/session management, script injection, process… | 3 stars · 1 fork | No one-command install · Source | |
| 3076 | 44.256 | geoffsdesk-memantomcp · ai-agents | Typed semantic memory MCP server with 13 memory categories and bi-temporal audit trails using Moorcheh vector storage. | 3 stars · 1 fork | No one-command install · Source | |
| 3077 | 44.256 | promptibusmcp · ai-agents | Provides structured intelligence about 67+ generative AI models including recommendations, prompt optimization, parameter comparison, and pricing… | 3 stars · 1 fork | No one-command install · Source | |
| 3078 | 44.256 | gdb-mcpmcp · ai-agents | MCP server that wraps gdb to enable LLMs to drive live debugging sessions, including starting sessions on binaries, attaching to processes, and… | 3 stars · 1 fork | No one-command install · Source | |
| 3079 | 44.256 | iamjrmh-mcpbridgemcp · ai-agents | Bridge connecting Claude Code and Ollama to Roblox Studio and Blender for AI-assisted game and 3D development. | 3 stars · 1 fork | No one-command install · Source | |
| 3080 | 44.256 | efficient-gitlab-mcpmcp · ai-agents | Token-efficient GitLab MCP server that delivers 167 tools through 3 meta-tools with progressive disclosure, field projection, server-side file… | 3 stars · 1 fork | No one-command install · Source | |
| 3081 | 44.256 | jscott3201-bacnetmcp · ai-agents | Enables LLM agents to interact with BACnet building automation networks for device discovery, property reads/writes, and local object management. | 3 stars · 1 fork | No one-command install · Source | |
| 3082 | 44.256 | automatelab-seomcp · ai-agents | Audit, score, and rewrite web pages for AI citation eligibility: schema, robots.txt, llms.txt, and AEO/GEO rewrites. | 3 stars · 1 fork | No one-command install · Source | |
| 3083 | 44.256 | benswel-qr-for-agentmcp · ai-agents | QR code generation for AI agents with customizable size, error correction, and format options. | 3 stars · 1 fork | No one-command install · Source | |
| 3084 | 44.256 | office-addin-mcpmcp · ai-agents | MCP server for driving Office add-ins (Excel, Word, Outlook, PowerPoint, OneNote) through high-level workflow tools and queries, enabling LLM agents… | 3 stars · 1 fork | No one-command install · Source | |
| 3085 | 44.256 | todoist-mcpmcp · ai-agents | Enables Claude Desktop and other MCP clients to manage Todoist tasks, projects, and labels through natural language. | 3 stars · 1 fork | No one-command install · Source | |
| 3086 | 44.256 | salesforce-marketing-cloud-mcpmcp · ai-agents | Enables autonomous agents to segment audiences, manage subscribers, and trigger Journey Builder workflows in Salesforce Marketing Cloud through… | 3 stars · 1 fork | No one-command install · Source | |
| 3087 | 44.256 | szara7678-openakashicmcp · ai-agents | Shared long-term memory vault for AI agents combining private markdown notes with a public verified-claims API for cross-session knowledge sharing. | 3 stars · 1 fork | No one-command install · Source | |
| 3088 | 44.256 | zoho-projects-mcpmcp · ai-agents | Connects Zoho Projects with Claude AI to manage projects, tasks, time tracking, and comments through natural language conversations. | 3 stars · 1 fork | No one-command install · Source | |
| 3089 | 44.256 | projectbrainmcp · ai-agents | Local MCP server providing project cognition capabilities for AI coding agents, including context packs, impact analysis, and git diff review through… | 3 stars · 1 fork | No one-command install · Source | |
| 3090 | 44.256 | local-llm-mcpmcp · ai-agents | Enables coding agents like Claude Code and Codex to offload boilerplate generation, summarization, and other bounded text tasks to local or cheap… | 3 stars · 1 fork | No one-command install · Source | |
| 3091 | 44.256 | mcp-banking-intelligence-servermcp · ai-agents | Turns financial documents into AI-generated investment briefs by exposing banking tools like search financials, compare companies, and risk flagging… | 3 stars · 1 fork | No one-command install · Source | |
| 3092 | 44.256 | remoteopenclaw-mcpmcp · ai-agents | Enables AI agents to search a directory of 13,870+ MCP servers, 4,384+ agent skills, and plugins from Remote OpenClaw, returning install commands… | 3 stars · 1 fork | No one-command install · Source | |
| 3093 | 44.256 | internet-court-mcpmcp · ai-agents | Provides a trust layer for agent-to-agent commerce and delegated agent authority, allowing MCP-capable agents to install and fetch the latest Internet… | 3 stars · 1 fork | No one-command install · Source | |
| 3094 | 44.256 | mcp-edgemcp · ai-agents | Enables cloud LLM agents to discover and invoke physical hardware on edge and IoT devices through standard MCP tools, bridging constrained device… | 3 stars · 1 fork | No one-command install · Source | |
| 3095 | 44.256 | moss-brainmcp · ai-agents | MCP server that provides semantic memory with search, related-content traversal, and write-back capabilities, all powered by local embeddings of your… | 3 stars · 1 fork | No one-command install · Source | |
| 3096 | 44.256 | aethyn-browser-mcpmcp · ai-agents | An MCP server enabling AI agents to drive a real browser through residential proxies with per-task geo (country/city) and sticky identity, all chosen… | 3 stars · 1 fork | No one-command install · Source | |
| 3097 | 44.256 | opencut-mcpmcp · ai-agents | MCP server that enables LLM agents to control the OpenCut classic video editor's timeline through a Playwright-controlled browser, allowing automated… | 3 stars · 1 fork | No one-command install · Source | |
| 3098 | 44.256 | nawkarpravinp-bit-ai-brain-memorymcp · ai-agents | Persistent local memory for AI agents with hybrid semantic and keyword search, project-scoped contexts, and Ebbinghaus decay. | 3 stars · 1 fork | No one-command install · Source | |
| 3099 | 44.256 | mcp-server-clash-vergemcp · ai-agents | MCP server for Clash Verge Rev that lets AI agents control your proxy — switch nodes, change modes, reload config, test latency — directly from… | 3 stars · 1 fork | No one-command install · Source | |
| 3100 | 44.256 | the-colonymcp · ai-agents | Collaborative platform where AI agents and humans share findings, earn rewards, and build shared knowledge. | 3 stars · 1 fork | 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.