Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3101 | 38.412 | yaml-to-json-converter-mcp-servermcp · ai-agents | Provides deterministic conversion between YAML and JSON formats, enabling autonomous agents to flawlessly translate complex configurations without LLM… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | html-to-markdown-converter-mcpmcp · ai-agents | Converts raw HTML to clean Markdown, optimized for LLM token efficiency and deterministic processing. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | base-converter-mcpmcp · ai-agents | An MCP server providing deterministic base conversions (binary, hex, octal, decimal, base64) for AI agents, eliminating hallucination risks in… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | secmcpmcp · ai-agents | MCP servers exposing security operations tools (VirusTotal, MITRE Caldera, LimaCharlie) to AI agents with defense-in-depth safety controls. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | sprintramcp · ai-agents | AI-native project management providing persistent memory for coding agents across sessions with 17 MCP tools. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | cc-senseimcp · ai-agents | Distills Claude Code's 310K-line source into 32 queryable modules via MCP, enabling AI agents to learn and reuse Claude Code's architectural patterns… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | eve-mentor-mcpmcp · ai-agents | MCP server that turns Claude into an EVE Online mentor, providing tools for loss analysis, system intel, market prices, skill training, and career… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | shoheimcp · ai-agents | Infrastructure diagnostics library with MCP server for Claude. Automate DNS, TLS, email security, and DNS propagation checks via AI agents. DNSSEC… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | tactusmcp · ai-agents | A content-agnostic MCP server that lets any AI agent control intimate hardware through a clean, safe tool interface. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | agentauditmcp · ai-agents | Security scanner for AI agent packages that enables AI agents to audit MCP servers and packages for vulnerabilities, prompt injection, and supply… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | shewhart-mcpmcp · ai-agents | Enables AI agents to perform statistical process control calculations using validated, deterministic tools such as control charts, capability… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | omnihubmcp · ai-agents | A local-first MCP server for personal memory management, enabling AI agents to store, search, and retrieve developer insights with offline semantic… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | shieldbotmcp · ai-agents | AI-powered security code review for Claude Code that runs multiple scanners (CodeQL, Semgrep, etc.) to detect vulnerabilities, secrets, and dependency… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | inkogmcp · ai-agents | Scan AI agents for security vulnerabilities and audit MCP servers before installation. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | gretl-mcpmcp · ai-agents | Enables AI agents to run Gretl/Hansl scripts, execute Gretl commands, manage packages, and interact with the Gretl GUI for econometric analysis and… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | bch1212-agentfetchmcp · ai-agents | Fetch and convert web content to Markdown with smart routing and token counting. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | cctxmcp · ai-agents | Enables Claude Code to reduce token usage by 70-90% using a local LLM for codebase indexing, tool output compression, and turn summarization. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | mcp2oscmcp · ai-agents | Enables natural language control of OSC (OpenSoundControl) messages, allowing users to generate, interpret, validate, and debug OSC messages through… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | aviation-weather-mcpmcp · ai-agents | Provides aviation weather briefings including METARs, TAFs, PIREPs, SIGMETs, and NWP forecasts, enabling Claude to fetch and display real-time and… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | foxess-mcp-servermcp · ai-agents | A powerful MCP server that enables AI assistants like Claude to access, analyze, and optimize solar energy data from FoxESS inverters. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | baiyanlong-mqttmcp · ai-agents | MCP server bridging AI agents to IoT devices via MQTT protocol, with device discovery, sensor data access, and command execution over SSE and stdio. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | scroogemcp · ai-agents | Provides AI coding agents with pre-edit situational awareness by combining structural call graphs and co-change history to prevent incomplete edits… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | groundmemorymcp · ai-agents | An MCP-native, local-first memory server that gives AI agents persistent, structured memory across sessions and tools, enabling them to maintain… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | parasxos-cpp26-adaptermcp · ai-agents | C++26 paper reference MCP (`cpp26-ref`) backing a Claude Code plugin: `lookup_paper`, fuzzy `search`, `compiler_status` over a 216-paper ISO/IEC… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | janadasroor-pg-mnemosyne-mcpmcp · ai-agentsalso listed as pg-mnemosyne-mcp | A PostgreSQL Model Context Protocol (MCP) server acting as a robust persistent super memory, task tracker, and multi-agent coordination hub for AI… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | evokore-mcpmcp · ai-agents | Multi-server MCP aggregator with 266 skills, an orchestration runtime, fleet/claims coordination, and hook-driven session governance for autonomous… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | codeimpactmcp · ai-agents | An MCP server that indexes your codebase and gives AI assistants persistent understanding of project structure, dependencies, and history across… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | context-bridgemcp · ai-agents | A unified context layer that connects your local data — repositories, documents, remote machines, and notes — to LLM interfaces through the Model… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | cg3-llc-prior-mcpmcp · ai-agentsalso listed as prior | Shared knowledge base where AI agents exchange proven solutions — including failed approaches, so your agent skips the dead ends. Smaller models get… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | knowledgeplanemcp · ai-agents | MCP server that gives AI agents and teams persistent, shared memory using a knowledge graph with vector embeddings, automatic consolidation of related… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | dugd-codeskeletonmcp · ai-agents | Compact Python code reader that provides file skeletons and targeted symbol reads for AI agents. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | mirrorethic-temporalmcp · ai-agents | Wall-clock awareness for LLM agents — tracks elapsed time between turns, detects day rollovers, and identifies fresh vs resumed sessions. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | bjarne56-claude-mem-plusmcp · ai-agents | Persistent memory plugin for Claude Code that captures tool usage observations and provides semantic search across sessions. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | gh-alekseimarchenko-central-intelligencemcp · ai-agents | Persistent memory layer for agents that stores, recalls, and shares information across sessions using semantic search. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | hivemcp · ai-agents | Open-source MCP server for collaborative AI agents, providing a shared mailbox, identity model, and notification fabric. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | zoogentmcp · ai-agents | AI agent orchestrator with built-in Architect AI — create and manage teams of autonomous agents with five communication channels, cost tracking, and a… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | embedded-gdb-mcpmcp · ai-agents | Enables GDB debugging for embedded development workflows, allowing users to start sessions, load programs, set breakpoints, step through code, and… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | harryvgiunta-prompt-to-jsonmcp · ai-agents | JSON schema contract registry for reliable natural language to structured JSON conversion. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | dump-analyzer-mcp-servermcp · ai-agents | MCP server for remote Windows Crash Dump analysis. Enables AI agents to analyze crash dumps via CDB commands through standard MCP interfaces. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | mantrakp04-tanstack-start-dev-toolmcp · ai-agents | Bridge TanStack Devtools with MCP-capable coding agents via WebSocket for local development inspection and debugging. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | omodaka9375-wakemcp · ai-agentsalso listed as wake-mcp-server | Post-mortem protocol system for AI agents managing agent lifecycle with succession planning and final message delivery. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | ros-claw-ros2-nav2-navigationmcp · ai-agents | Enables LLMs to control autonomous robot navigation via ROS 2 Nav2 with MuJoCo safety validation, semantic waypoints, and multi-robot support. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | ros-claw-ros2-moveit2-motion-planningmcp · ai-agents | Enables LLMs to control robotic arm motion planning via ROS 2 MoveIt2 with Digital Twin Firewall safety validation and support for UR5, Franka, and… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | cronmcpmcp · ai-agents | Cron scheduler stdio MCP server that enables creating and managing scheduled prompt jobs with persistence and optional tick notifications. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | shangri-la-0428-oasycemcp · ai-agents | On-chain economic system for AI agents with escrow, marketplace, data rights, reputation, and dispute resolution. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | lukelamb-claude-terminal-mcpmcp · ai-agents | Terminal, filesystem, and background-job tools for Claude Desktop on Linux/macOS. Zero npm deps, pure Node. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | karellen-rr-mcpmcp · ai-agents | Enables LLM-powered debugging with rr reverse execution, allowing record and replay of program execution via GDB/MI for forward and reverse state… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | tim-y-boy-excel-parsermcp · ai-agents | Universal Excel parsing MCP server for AI agents, supporting reading and processing Excel files in agent workflows. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | feralcarazp-project-memorymcp · ai-agents | MCP server providing structured project context and memory to AI coding assistants via writable MEMORY.md files and dependency graphs. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | davidlbatey-distillmcp · ai-agents | Converts saved articles into AI-generated two-host podcasts using LLM dialogue generation and multiple TTS providers. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | maroondlabs-sourcebookmcp · ai-agents | Live codebase intelligence for AI agents — conventions, blast radius analysis, import graphs, and git insights. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | stiege-swarm-agent-orchestratormcp · ai-agentsalso listed as swarm-mcp | Orchestrates parallel Claude agent workloads in isolated Docker containers with functional combinators and lazy result references. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | comfyui-mcp-hubmcp · ai-agents | Give AI agents full control over your local ComfyUI by exposing 77 tools for workflow management, image generation, model handling, and real-time… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | merxmcp · ai-agents | TRON blockchain resource exchange platform exposing energy trading and wallet operations for AI agents. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | whatsapp-mcp-automationmcp · ai-agents | A WhatsApp MCP server providing 32 tools for Claude, Cursor, and Windsurf, including polls, stickers, status updates, events, live location, and group… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | hanbeenmoon-t9-ipcmcp · ai-agents | Inter-session communication between multiple Claude Code sessions via file-based messaging. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | bburda-ai-memory-protocolmcp · ai-agents | Versioned, graph-based persistent memory for coding agents using Sphinx-Needs with typed entries, relationship tracking, confidence scoring, and stale… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | macos-desktop-controlmcp · ai-agents | Provides native macOS desktop automation for AI agents, enabling screen capture, mouse/keyboard control, window management, and iOS/Android simulator… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | misty-step-moonbridgemcp · ai-agents | Spawns Kimi K2.5 agents for parallel execution of up to 10 AI approaches simultaneously, enabling cost-effective exploration of multiple solution… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | precisioncontextenginemcp · ai-agents | Enables AI coding agents to efficiently navigate and understand large codebases by providing tools for entry point location, call chain analysis, and… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | aviation-mcp-servermcp · ai-agents | MCP server giving AI agents access to real-time aviation data — live flight tracking, airport weather, airline and airport information. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | archetypal-aimcp · ai-agents | Persistent memory for AI agents with recall, remember, and checkpoint tools that preserve context across Claude Code sessions. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | surfa-mcp-servermcp · ai-agents | Query your Surfa Analytics data using natural language through Claude Desktop, ChatGPT, or any MCP-compatible client. Turn your analytics into… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | nolas-shadow-agent1st-ads-mcpmcp · ai-agents | Meta (Facebook/Instagram) and TikTok ad campaign management for AI agents. One tool call creates a complete campaign — targeting, creative, budget… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | yyyhy-nash-arenamcp · ai-agents | A Chess and Card Game Arena For LLM, Agents can battle in game by mcp | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | signal-found-sf-mcpmcp · ai-agents | Connect AI agents to Signal Found's proprietary Reddit outreach network. Find prospects posting about problems your product solves, send personalized… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | airsstoolmcp · ai-agents | Enables AI agents to discover, fetch, and manage RSS feeds from 1500+ websites via RSSHub, with subscription groups and content filtering. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | elephantasm-mcpmcp · ai-agentsalso listed as kaminocorp-elephantasm | MCP server for long-term agent memory, providing persistent memory, searchable knowledge, and evolving identity for AI agents. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | deveras-siteproofmcp · ai-agents | Scans websites for WCAG accessibility issues, AI engine optimization, and AI agent security compliance via Deveras. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | adr-mcp-setupmcp · ai-agents | Automatically captures Claude Code sessions and generates Architecture Decision Records with quality scoring. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | mcp-stravamcp · ai-agents | Minimalist Strava integration for Claude with 7 focused tools for querying athlete stats, activities, zones, and segment analysis. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | claude-oracle-mcpmcp · ai-agents | An MCP server for discovering Claude Code skills, plugins, and MCP servers by searching 15,000+ resources from 17 registries, GitHub, and the web with… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | py2755-aiogram-mcpmcp · ai-agents | MCP server middleware for aiogram Telegram bots — 30 tools, 7 resources, 3 prompts covering messaging, rich media, moderation, interactive keyboards… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | realwigu-mcp-doctormcp · ai-agents | Zero-config diagnostics for MCP servers. Auto-discovers configs across Claude Code, Cursor, VS Code, Windsurf, and Claude Desktop, then tests… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | catobot-autoexperiment-mcp-servermcp · ai-agents | A domain-agnostic MCP server for autonomous experimentation, generalizing Karpathy's autoresearch pattern into a reusable server that any AI agent can… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | clipsnapmcp · ai-agents | MCP server that gives Claude Code reliable access to clipboard images and screenshots, fixing broken paste in iTerm2. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | comfy-mcpmcp · ai-agents | MCP server that enables AI agents to control a local ComfyUI instance for image generation, allowing workflow understanding, parameter modification… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | quizz-mcpmcp · ai-agents | Enables Claude to generate interactive quizzes from conversations to test understanding and reinforce learning. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | openclaw-climcp · ai-agents | Enables interaction with OpenClaw agents via MCP, supporting natural language queries and session management. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | nougat-mcpmcp · ai-agents | Provides high-fidelity OCR for scientific PDFs using Meta's Nougat, with output format control and settings for agent workflows. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | tripwiremcp · ai-agents | A local MCP server that auto-injects relevant context into file reads when an agent accesses specified paths, ensuring agents have necessary knowledge… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | hongkongaddressmcpmcp · ai-agents | Enables Hong Kong address lookup and correction using government data, with fuzzy matching and LLM-powered correction for both Chinese and English… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | connect-mcpmcp · ai-agents | An Obsidian plugin that runs an MCP server, enabling AI agents to read, edit, search notes, and run Dataview queries in your vault. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | master-mcp-orchestratormcp · ai-agentsalso listed as master-mcp-orchestrator-2 | A central MCP server that connects to multiple MCP servers and intelligently routes user queries to the appropriate MCP tools, then aggregates and… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | writefreely-mcp-servermcp · ai-agents | An MCP server for WriteFreely that enables AI agents to publish and manage content on WriteFreely instances (including self-hosted instances and… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | nano-mcp-servermcp · ai-agents | MCP server for NANO cryptocurrency operations, enabling AI agents to generate wallets, send/receive transactions, check balances, and more via… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | 156554395-doubao-image-videomcp · ai-agents | Integrates with Doubao (ByteDance's AI platform) to generate images from text prompts, create videos from descriptions, and check video generation… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | finsliparnmcp · ai-agents | Transforms single-attempt coding into a multi-attempt, test-validated refinement loop by running your actual test suite and feeding failures back to… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | memphoramcp · ai-agents | Add persistent memory to AI assistants | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | bernierllc-brain-trustmcp · ai-agents | Provides contextual Q&A and plan review capabilities through OpenAI integration, offering question-answering with optional context and structured plan… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | ssh-agent-mcpmcp · ai-agents | Enables AI assistants to manage SSH connections, execute commands, and transfer files via SFTP over the Model Context Protocol. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | ts-diagnostics-mcpmcp · ai-agents | Provides real-time TypeScript diagnostics with intelligent caching for AI agents, enabling instant queries instead of running tsc repeatedly. | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | bowwowxx-gemini-image-generationmcp · ai-agents | Integrates with Google's Gemini 2.0 Flash experimental model to generate images from text prompts with configurable aspect ratios and output formats… | 3 stars | No one-command install · Source | |
| 3101 | 38.412 | pymdumcp · ai-agents | Enables Claude Desktop or Gemini CLI to communicate with PyMDU, allowing analysis and processing of urban data using PyMDU tools through natural… | 3 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.