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 | 43.275 | dockhandmcp · ai-agents | An MCP server that gives LLMs direct control over a local Docker daemon, enabling container, image, volume, network, and Compose stack management… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | tokenscopemcp · ai-agents | Analyzes Claude Code session token usage and cost locally — where spend actually lands across cache-read, cache-write and output, and what is… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | claude-continuity-mcpmcp · ai-agents | Persistent, shared memory for Claude across sessions and clients (Code, Desktop, Cowork) — deterministic diff reads, checkpoints, cross-client task… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | netlab-mcpmcp · ai-agents | Wraps ipspace/netlab as an engine to give LLMs access to validated, lab-tested network device configurations instead of hallucinated ones. | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | abhiyoheswaran1-projscanmcp · ai-agentsalso listed as projscan | Agent-first code intelligence using AST parsing across seven languages with 20 analysis tools, running offline. | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | nervous-systemmcp · ai-agents | Governance framework for LLM agents. Exposes seven mechanically-enforced rules plus tools for preflight file protection, audit-chain verification… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | brollmcp · ai-agents | A content studio MCP server for coding agents that generates media, renders videos and carousels deterministically, and publishes with a draft-first… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | seraphmcp · ai-agents | Seraph is Kondux's crypto transaction firewall and risk-scoring MCP server for AI agents. It provides OAuth-secured Streamable HTTP tools for… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | searchless-ngxmcp · ai-agents | An Agentic RAG MCP Server that transforms Paperless-ngx into a conversational document assistant, enabling LLMs to search, filter, and summarize… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | agent-kanbanmcp · ai-agents | An AI-native kanban board MCP server where agents pull tasks via the Model Context Protocol. It provides tools for task discovery, claiming, progress… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | fcp-drawiomcp · ai-agents | MCP server that enables LLMs to create and edit draw.io diagrams using high-level intent commands, with automatic layout and styling. | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | snapkitty-mcp-servermcp · ai-agents | MCP server exposing tools for WORM chain sealing, sovereign agent creation, Ada governance contract generation, and SSM state injection from Lean… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | live-connectormcp · ai-agents | A Cypher-style MCP server that enables AI agents to query and edit an Ableton Live Set via a property graph query language. | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | io-github-microhenrio-openocd-mcpmcp · ai-agents | Debug microcontrollers directly from Claude. This is an MCP server that drives OpenOCD, letting Claude flash firmware, control execution, and inspect… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | flux-memorymcp · ai-agents | Flux Memory is an MCP server that provides a self-organizing weighted graph memory for AI agents, enabling persistent knowledge storage, retrieval… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | garagon-aguaramcp · ai-agents | Security scanner for AI agent skills and MCP server configurations. | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | grippy-code-reviewmcp · ai-agents | Open-source AI code review MCP server for local git diff auditing with deterministic security rules and AI-powered analysis using any… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | hackerone-mcpmcp · ai-agents | A local, read-only MCP server that connects your HackerOne researcher account to Claude Desktop and Claude Code, helping you find targets, analyze… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | loftytao-ladybug-toolsmcp · ai-agents | Enables AI agents to access Ladybug Tools building simulation, energy analysis, and Radiance calculations without CAD software. | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | korgmcp · ai-agents | A causally-ordered, rewindable event-ledger for autonomous AI agents, enabling tamper-evident audit, replay, and rollback of agent actions via an MCP… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | uk-parliament-mcp-servermcp · ai-agents | An MCP server that gives AI assistants access to UK Parliament data. Query MPs, Lords, bills, votes, committees, debates, and more through AI… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | memorybridgemcp · ai-agents | Cross-tool AI memory MCP server for Claude Code, Cursor, Antigravity, Windsurf, and every MCP-compatible AI. 400 tokens not 4,000. | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | pmcontrols-mcpmcp · ai-agents | Validated project scheduling and earned value computations for AI agents, exposing CPM, PERT, schedule compression, and EVM tools. | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | tixuz-openemismcp · ai-agents | Read-only MCP bridge connecting AI agents to OpenEMIS education management systems with natural language access to 645 education data resources. | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | juspay-nix-chrome-devtoolsmcp · ai-agents | Nix-based launcher that auto-wires the Chrome DevTools MCP server into Claude Code, Codex, and other AI coding environments. | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | memory-pluginmcp · ai-agents | Persistent memory management for Claude Code, allowing agents to store and retrieve user preferences, environment notes, and skills across sessions. | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | nodeseek-mcp-servermcp · ai-agents | An MCP server enabling LLMs to interact with the NodeSeek forum, supporting account status retrieval, daily check-in, post browsing, reading… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | haxamlmcp · ai-agents | Enforces a structured planning-before-building workflow for AI coding agents via an MCP server, maintaining a project diary and protocol to ensure… | 4 stars | No one-command install · Source | |
| 2801 | 43.275 | unsublymcp · ai-agents | MCP server with 12 tools enabling AI agents (Claude, ChatGPT) to manage Algorand-based subscriptions, including locking funds in vaults and automated… | 4 stars | No one-command install · Source | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 43.275 | aiappsapi-adaptive-recallmcp · ai-agents | Provides adaptive memory and recall capabilities for AI workflows. | 4 stars | No one-command install · Source | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 43.275 | agencemcp · ai-agentsalso listed as l-agence | 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 | |
| 2801 | 43.275 | abhinavkalyan10-personal-contextmcp · ai-agentsalso listed as personal-context-mcp | Provides a Markdown-based three-layer memory system for Claude Desktop with file management and memory operations. | 4 stars | No one-command install · Source | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 43.275 | blackfoil-token-savermcp · ai-agentsalso listed as claude-token-saver-mcp | Offloads routine coding tasks to a local LLM to reduce Claude API token usage. | 4 stars | No one-command install · Source | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 43.275 | a2a-mcp-demomcp · ai-agents | A2A and MCP agent demo showing integration with business systems | 4 stars | No one-command install · Source | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 43.275 | mcp-relaymcp · ai-agentsalso listed as mhcoen-relay | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 | |
| 2801 | 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 |
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.