Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | 64.134 | agent-switchboardmcp · ai-agents | A local MCP server that connects AI coding agents like Claude, Codex, and Gemini, enabling task routing, cross-model debates, and token-efficient… | 12 stars · 1 fork | No one-command install · Source | |
| 1601 | 64.134 | zuckerbotmcp · ai-agents | 50 tools for Meta Ads campaign management, creative analysis, audience building, and conversion tracking, accessible to any MCP-compatible AI agent. | 12 stars · 1 fork | No one-command install · Source | |
| 1601 | 64.134 | perforce-agentic-gatewaymcp · ai-agents | A local MCP gateway that allows AI clients to manage and interact with multiple MCP servers through a single connection, providing token-efficient… | 12 stars · 1 fork | No one-command install · Source | |
| 1601 | 64.134 | model-advisor-mcpmcp · ai-agents | Helps LLMs choose the best AI model for each coding agent by fetching real-time data from OpenCode subscriptions and matching with benchmarks and… | 12 stars · 1 fork | No one-command install · Source | |
| 1601 | 64.134 | mufeng05-ida-automcp · ai-agents | Headless IDA Pro automation enabling AI agents to autonomously open, analyze, and query multiple binary files without manual GUI interaction. | 12 stars · 1 fork | No one-command install · Source | |
| 1601 | 64.134 | mcp-code-snippetsmcp · ai-agents | Allows agents to lookup code snippets in your project. Uses a remote MCP server with a collection of code snippets, with support for automatic project… | 12 stars · 1 fork | No one-command install · Source | |
| 1601 | 64.134 | data-workersmcp · ai-agents | Open-source autonomous agent swarm of 15 MCP-native AI agents for data engineering — catalog, quality, incidents, schema evolution, governance… | 12 stars · 1 fork | No one-command install · Source | |
| 1601 | 64.134 | hubinoretros-deep-thinkermcp · ai-agents | Advanced cognitive reasoning MCP server with DAG-based thought graph, 5 reasoning strategies (sequential, dialectic, parallel, analogical, abductive)… | 12 stars · 1 fork | armory install hubinoretros-deep-thinker --cli claude | |
| 1601 | 64.134 | jessepwj-agent-teamsmcp · ai-agents | Enables Claude Code to coordinate AI worker agents as a team lead, spawning and managing Claude, Codex, and Gemini CLI subprocesses with push-based… | 12 stars · 1 fork | No one-command install · Source | |
| 1601 | 64.134 | inventivetalentdev-minecraftmcp · ai-agents | MCP servers for AI-assisted Minecraft development, bridging Claude to running Minecraft instances via WebSocket. | 12 stars · 1 fork | No one-command install · Source | |
| 1601 | 64.134 | codyard-winbridgeagentmcp · ai-agentsalso listed as winbridgeagent | Open-source Windows MCP server for AI assistants. File, clipboard, screenshot, process & power mgmt. | 12 stars · 1 fork | No one-command install · Source | |
| 1601 | 64.134 | a2a-minmcp · ai-agents | Minimal A2A implementation | 12 stars · 1 fork | No one-command install · Source | |
| 1614 | 63.952 | ac-infinity-mcpmcp · ai-agents | ac-infinity-mcp is an MCP server that connects Claude (and other AI assistants) directly to your AC Infinity controllers — so you can read live sensor… | 5 stars · 5 forks | No one-command install · Source | |
| 1614 | 63.952 | dotdogmcp · ai-agents | Enables AI agents to query and traverse spec genomes via MCP tools, providing structured access to entities, relationships, and graph data. | 5 stars · 5 forks | No one-command install · Source | |
| 1614 | 63.952 | civ6mcpmcp · ai-agents | Enables Claude to access real-time Civilization VI game data for strategic analysis, diplomatic intelligence, military assessments, and more via MCP. | 5 stars · 5 forks | No one-command install · Source | |
| 1617 | 63.942 | tadas-github-a2asearchmcp · ai-agents | Search and discover AI agents, MCP servers, CLI tools, and agent skills from the A2ASearch directory. | 21 stars | No one-command install · Source | |
| 1618 | 63.896 | crypto-multi-mcp-hubmcp · ai-agents | AI-driven command center for local crypto operations, integrating over a dozen MCPs for real-time market data, technical analysis, on-chain data, and… | 8 stars · 3 forks | No one-command install · Source | |
| 1618 | 63.896 | skills-manager-mcp-servermcp · ai-agents | A visual web interface and MCP server for managing Claude MCP Skills, enabling users to create, edit, browse, and load skill sets through a browser UI… | 8 stars · 3 forks | No one-command install · Source | |
| 1618 | 63.896 | codeledgermcp · ai-agents | AI coding agent verification layer for complete, production-ready code generation. | 8 stars · 3 forks | No one-command install · Source | |
| 1618 | 63.896 | live-memorymcp · ai-agents | MCP server providing shared working memory for collaborative AI agents, with real-time notes and LLM-consolidated structured memory bank. | 8 stars · 3 forks | No one-command install · Source | |
| 1618 | 63.896 | sunflowerslwtech-mcp-creator-growthmcp · ai-agents | Intelligent learning sidecar for AI coding assistants. Helps developers learn from AI-generated code changes through interactive blocking quizzes and… | 8 stars · 3 forks | No one-command install · Source | |
| 1618 | 63.896 | ds-web-localmcp · ai-agents | Pluggable local agent capability hub that gives web-based DeepSeek local Agent capabilities (MCP/file operations/skills/desktop automation) and lets… | 8 stars · 3 forks | No one-command install · Source | |
| 1618 | 63.896 | motion-previs-mcpmcp · ai-agents | Enables AI agents to import video footage, trim ranges, run motion analysis (camera, actor, object, or full scene), export depth passes and pose data… | 8 stars · 3 forks | No one-command install · Source | |
| 1618 | 63.896 | renef-mcpmcp · ai-agents | MCP server for Renef, providing dynamic instrumentation and reverse engineering capabilities for Android ARM64, including native hooking, Java… | 8 stars · 3 forks | No one-command install · Source | |
| 1618 | 63.896 | memoryclawmcp · ai-agents | Enables AI agents to store and retrieve persistent memories using BM25 search, allowing them to remember past conversations and context across… | 8 stars · 3 forks | No one-command install · Source | |
| 1618 | 63.896 | elhamid-llm-councilmcp · ai-agents | Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses → anonymous ranking → synthesis. Based on Andrej… | 8 stars · 3 forks | No one-command install · Source | |
| 1618 | 63.896 | claude-c2mcp · ai-agents | Enables natural language command and control of remote systems across multiple platforms through Claude AI using the Model Context Protocol. | 8 stars · 3 forks | No one-command install · Source | |
| 1618 | 63.896 | jamesanz-system-prompts-mcp-servermcp · ai-agents | Exposes a large catalog of coding assistant prompts as MCP tools with model-aware suggestions and persona activation to emulate agents like Cursor or… | 8 stars · 3 forks | No one-command install · Source | |
| 1618 | 63.896 | claude-slackmcp · ai-agents | Channel-based messaging system that enables Slack-like communication infrastructure across projects and agent hierarchies with SQLite persistence… | 8 stars · 3 forks | No one-command install · Source | |
| 1618 | 63.896 | mattjegan-swarmia-mcpmcp · ai-agents | Read-only MCP server to help gather metrics from [Swarmia](swarmia.com) for quick reporting. | 8 stars · 3 forks | No one-command install · Source | |
| 1618 | 63.896 | 0x1abin-matter-controller-mcpmcp · ai-agents | An MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices. | 8 stars · 3 forks | No one-command install · Source | |
| 1618 | 63.896 | directusmcp · ai-agents | Integrates with Directus CMS instances to manage content, schema, files, workflows, and user permissions through CRUD operations, automation triggers… | 8 stars · 3 forks | No one-command install · Source | |
| 1618 | 63.896 | serial-hardware-bridgemcp · ai-agents | Bridges LLMs with physical hardware through serial communication, enabling real-world interaction via configurable commands for IoT projects and… | 8 stars · 3 forks | No one-command install · Source | |
| 1635 | 63.694 | commitloremcp · ai-agents | Git-native decision memory for coding agents: stores constraints, ruled-out alternatives, and warnings as git trailers and refs/notes, returning only… | 9 stars · 2 forks | No one-command install · Source | |
| 1635 | 63.694 | drawio-engineering-mcpmcp · ai-agents | Enables AI agents to generate, view, and analyze engineering diagrams (RF, PCB, EMC) in draw.io using natural language prompts, with auto-layout and… | 9 stars · 2 forks | No one-command install · Source | |
| 1635 | 63.694 | songforge-mcpmcp · ai-agents | Generates original AI music through Claude, powered by ACE-Step 1.5, running entirely on your local machine with no cloud dependency. | 9 stars · 2 forks | No one-command install · Source | |
| 1635 | 63.694 | localantmcp · ai-agents | LocalAnt is a local-first MCP gateway that lets ChatGPT control your PC through approved, permissioned tools for shell commands, file management… | 9 stars · 2 forks | No one-command install · Source | |
| 1635 | 63.694 | schemabrainmcp · ai-agents | SchemaBrain is an MCP server that sits between AI agents (Claude, Cursor, Windsurf) and your SQL database as a read-only trust + intelligence layer… | 9 stars · 2 forks | No one-command install · Source | |
| 1635 | 63.694 | maltego-mcpmcp · ai-agents | Enables LLMs to author Maltego .mtgx graph files and perform OSINT lookups, with an optional transform layer for pivoting into MISP, TheHive, Cortex… | 9 stars · 2 forks | No one-command install · Source | |
| 1635 | 63.694 | zfy465914233-lore-agentmcp · ai-agents | Local knowledge agent MCP server with BM25 retrieval and web research integration for querying and saving research notes. | 9 stars · 2 forks | No one-command install · Source | |
| 1635 | 63.694 | qdrant-docs-mcp-servermcp · ai-agents | A read-only MCP server providing curated Qdrant documentation for LLMs, enabling retrieval of the latest and most accurate documentation. | 9 stars · 2 forks | No one-command install · Source | |
| 1635 | 63.694 | ravisharma46-leak-canarymcp · ai-agents | Detect and analyze Android memory leaks via LeakCanary with tools for leak listing, root cause analysis, and fix suggestions. | 9 stars · 2 forks | No one-command install · Source | |
| 1635 | 63.694 | beach-mcp-memorymcp · ai-agents | Long-term memory system for AI coding agents on Cloudflare Workers with OAuth 2.1 and 7 memory management tools. | 9 stars · 2 forks | No one-command install · Source | |
| 1635 | 63.694 | krea-mcp-servermcp · ai-agents | MCP server for Krea.ai enabling AI image and video generation using models like Flux, Hailuo, Runway, Kling, and others via natural language prompts. | 9 stars · 2 forks | No one-command install · Source | |
| 1635 | 63.694 | vecfsmcp · ai-agents | VecFS is a lightweight, local-first vector storage specification and implementation for AI agent long-term memory. It provides an MCP server enabling… | 9 stars · 2 forks | No one-command install · Source | |
| 1635 | 63.694 | tonytranrp-cheat-enginemcp · ai-agents | Native Cheat Engine plugin bridge with 210 tools for process attachment, memory access, pointer chains, scans, Lua scripting, and cheat table… | 9 stars · 2 forks | No one-command install · Source | |
| 1635 | 63.694 | sushimcp · ai-agents | Delivers documentation context from various technology sources to improve code generation by fetching and serving relevant llms.txt documentation on… | 9 stars · 2 forks | No one-command install · Source | |
| 1635 | 63.694 | jkalasas-artifexmcp · ai-agents | Multi-provider image generation with Antigravity and OpenAI DALL-E support, including session-based character consistency, aspect ratios, and image… | 9 stars · 2 forks | No one-command install · Source | |
| 1635 | 63.694 | impart-mcpmcp · ai-agentsalso listed as j3n5en-impart-agent-orchestrator | An agent orchestration layer that wraps expert agents as MCP tools, enabling integration with Claude Desktop, Cursor, and other MCP-compatible… | 9 stars · 2 forks | No one-command install · Source | |
| 1635 | 63.694 | andrelandgraf-home-assistantmcp · ai-agents | Demonstrates light control in Home Assistant by comparing OpenAI function calling with a standardized protocol for external tool interaction | 9 stars · 2 forks | No one-command install · Source | |
| 1653 | 63.492 | openmm-mcpmcp · ai-agents | MCP server for OpenMM — exposes market data, account, trading, and strategy tools to AI agents via Claude Desktop, Claude Code, Cursor, Windsurf, and… | 3,674 installs | No commit datelisted | No one-command install · Source |
| 1654 | 63.439 | upload-postmcp · ai-agents | Upload-Post is the all-in-one social media MCP server the Model Context Protocol server for social media publishing, scheduling and analytics. Connect… | 7 stars · 4 forks | No one-command install · Source | |
| 1654 | 63.439 | inspirehep-mcp-servermcp · ai-agents | An MCP server that integrates InspireHEP high-energy physics literature with LLMs. Search papers, explore citations, retrieve author metrics, and… | 7 stars · 4 forks | No one-command install · Source | |
| 1654 | 63.439 | opengrok-go-mcpmcp · ai-agents | Source-code intelligence for agents, powered by OpenGrok and Go. | 7 stars · 4 forks | No one-command install · Source | |
| 1654 | 63.439 | judges-panelmcp · ai-agents | Enables evaluation of AI-generated code across 45 specialized dimensions using deterministic pattern matching and optional LLM-powered deep review… | 7 stars · 4 forks | No one-command install · Source | |
| 1654 | 63.439 | claude-code-orchestrator-mcpmcp · ai-agents | Enables Codex to orchestrate multi-agent coding by routing tasks to local Claude Code workers via CCSwitch, managing cost and model selection for… | 7 stars · 4 forks | No one-command install · Source | |
| 1654 | 63.439 | wikimemOursmemory · ai-agents | Use to give an agent a queryable wiki knowledge base when memory should be a navigable knowledge graph, not just a flat log: ingest files, folders… | 7 stars · 4 forks | No one-command install · Source | |
| 1654 | 63.439 | calganaygun-cat-printermcp · ai-agents | Control BLE thermal cat printers from AI agents with tools for printing images, text, and formatted ticket templates. | 7 stars · 4 forks | No one-command install · Source | |
| 1654 | 63.439 | devto-agentmcp · ai-agents | Integrates with Dev.to blogging platform for fetching articles by tags, managing user profiles and reading lists, publishing markdown content, and… | 7 stars · 4 forks | No one-command install · Source | |
| 1654 | 63.439 | tokeii0-memprocfsmcp · ai-agents | Provides a bridge to memory forensics capabilities through MemProcFS for analyzing process attributes, registry hives, and keys from Windows memory… | 7 stars · 4 forks | No one-command install · Source | |
| 1654 | 63.439 | jktfe-myai-memorymcp · ai-agents | Synchronizes personal memory templates across Claude interfaces, enabling consistent user preferences and response styles without manual copying. | 7 stars · 4 forks | No one-command install · Source | |
| 1664 | 63.429 | context-diamondmcp · ai-agents | Enables LLM agents to compress handoffs into structured, auditable context capsules, preserving goals, constraints, decisions, and risks without… | 20 stars | No one-command install · Source | |
| 1665 | 63.269 | judgment-pack-runtimemcp · ai-agents | Serves offline document validation and evaluation operations of the Judgment Pack Specification to MCP clients over stdio, enabling agents to validate… | 2 stars · 6 forks | No one-command install · Source | |
| 1666 | 63.155 | the-i18n-mcpmcp · ai-agents | MCP server for managing i18n translation files — gives your AI agent full control over your app's translations without dumping entire locale files… | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | aquifermcp · ai-agents | A MCP Runtime for dealing with spiky agentic traffic in golang | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | hs-sql-agentmcp · ai-agents | C# SQL Agent MCP server featuring raw SQL input, strict AST validation, and an embedded Admin UI. Eliminates LLM hallucinations and security risks… | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | vitemcpmcp · ai-agents | A TypeScript framework for building stateless MCP servers, simplifying tool, resource, and prompt definitions with built-in auth, streaming, and edge… | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | hyprusemcp · ai-agents | An MCP server for Hyprland that enables AI agents to control workspaces, windows, mouse, keyboard, and take screenshots on a Wayland desktop. | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | octofsmcp · ai-agents | The fastest, most capable filesystem MCP server built in Rust, giving AI agents superpowers to read, search, edit, and manage files and directories. | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | asohawkmcp · ai-agents | MCP server for App Store Optimization, enabling AI agents to read rankings, keywords, competitors, reviews, and revenue, and manage metadata with… | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | open-webui-knowledge-mcp-servermcp · ai-agents | MCP server for Open WebUI Knowledge Bases – search and access your knowledge bases from Cursor, Claude Desktop, and other MCP clients. | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | coalent-mcpmcp · ai-agents | MCP server that serves fresh, attributed facts from a Coalent semantic cache, automatically invalidating when underlying sources change, for use with… | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | devtime-mcp-servermcp · ai-agents | Local-first evidence-backed repository memory for coding agents, providing read-only tools to list concepts, explain them, get governed context packs… | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | tdpilotmcp · ai-agents | An MCP server for TouchDesigner that lets AI agents inspect, build, wire, optimize, and stabilize live TD networks with 106 tools, plus a technique… | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | engramsmcp · ai-agents | Gives AI assistants persistent, queryable project memory for decisions, patterns, and rules, reducing the need to re-explain context in every prompt. | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | pinchworkmcp · ai-agents | Agent-to-agent task marketplace with credits-based economy for delegating and picking up work. | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | robocop-mcpmcp · ai-agents | MCP server that helps resolve Robocop static code analysis errors and warnings via LLM, providing tools to get reports and run format. | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | cavinooo-claude-findmcp · ai-agents | Retrieves deep memory from past Claude Code sessions for use in current conversations. | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | rikarazome-prolog-reasonermcp · ai-agents | SWI-Prolog execution for LLMs to delegate combinatorial reasoning and constraint satisfaction problems. | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | t3ta-memory-bankmcp · ai-agents | Provides a structured document management system with tagging capabilities for organizing and retrieving information across global and branch-specific… | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | crisschan-repo2llmmcp · ai-agents | Transform code repositories into LLM-friendly formats. | 11 stars · 1 fork | No one-command install · Source | |
| 1666 | 63.155 | hide-org-hidemcp · ai-agents | Integrates Hide's capabilities to enable agentic work on code in a headless environment. | 11 stars · 1 fork | No one-command install · Source | |
| 1685 | 63.107 | datacoremcp · ai-agents | AI second-brain engine: GTD, knowledge graph, and engram memory over MCP. | 4 stars · 5 forks | No one-command install · Source | |
| 1685 | 63.107 | openemt-mcp-servermcp · ai-agents | MCP server for the OpenEMT electromagnetic transient simulator, enabling AI agents to enumerate the physics catalog, build circuits, solve power flow… | 4 stars · 5 forks | No one-command install · Source | |
| 1685 | 63.107 | twitter-readmcp · ai-agents | An MCP server for reading Twitter/X engagement data and metrics, enabling AI agents to measure tweet performance, track mentions, analyze replies, and… | 4 stars · 5 forks | No one-command install · Source | |
| 1685 | 63.107 | christian-bonzelet-promptzmcp · ai-agents | Provides a bridge to the promptz.dev platform, enabling direct access and seamless integration of prompts into developer workflows without manual… | 4 stars · 5 forks | No one-command install · Source | |
| 1689 | 63.003 | shannon-provermcp · ai-agents | A server that connects LLM agents to the EasyCrypt proof assistant for writing machine-checked cryptographic proofs, providing a structured panel and… | 19 stars | No one-command install · Source | |
| 1689 | 63.003 | dengls24-annotamcp · ai-agents | AI-powered paper annotation MCP server. Reads papers, highlights key findings with semantic color coding, explains formulas, and writes structured… | 19 stars | No one-command install · Source | |
| 1689 | 63.003 | openskillmcp · ai-agents | An MCP server that makes Anthropic Skills universally accessible across coding agents, enabling sandboxed execution of skills in Docker containers… | 19 stars | No one-command install · Source | |
| 1692 | 62.994 | mcp-servermcp · ai-agents | An MCP server that provides weather and time tools, enabling users to get current time, weather alerts, and forecasts through natural language with… | 10 forks | No one-command install · Source | |
| 1693 | 62.857 | speclock-ai-constraint-enginemcp · ai-agents | AI Constraint Engine with AI Patch Firewall. 42 MCP tools. Patch Gateway (ALLOW/WARN/BLOCK verdicts), diff-native review (10 scored signals, hard… | 3,558 installs | No commit datelisted | No one-command install · Source |
| 1694 | 62.472 | zundamonnovrchat-unity-ollamamcp · ai-agents | Integrates Unity Editor with local LLMs through Ollama, enabling natural language control of game objects, scripts, materials, and scenes for… | 18 stars | No commit datelisted | No one-command install · Source |
| 1695 | 62.222 | exchange-mcpmcp · ai-agents | Live currency exchange rates from the European Central Bank. 33 currencies. Real-time data updated daily. x402 native — no signup, no API key… | 3,542 installs | No commit datelisted | No one-command install · Source |
| 1696 | 62.111 | archsmith-mcp-servermcp · ai-agents | MCP server that exposes ArchSmith's diagram rendering and validation as tools, along with schema and registry resources, enabling AI agents to… | 7 stars · 3 forks | No one-command install · Source | |
| 1696 | 62.111 | genome-mcp-servermcp · ai-agents | A local, offline memory server for AI agents that stores and retrieves memories without LLM calls, enabling persistent cross-session memory with… | 7 stars · 3 forks | No one-command install · Source | |
| 1696 | 62.111 | jaz-aimcp · ai-agents | The complete agent surface for Jaz accounting, providing 284 MCP tools and domain knowledge for AI agents to handle accounting tasks. | 7 stars · 3 forks | No one-command install · Source | |
| 1696 | 62.111 | luciusmcp · ai-agents | An MCP server for Allure TestOps that enables AI agents to manage test cases, defects, test plans, and other test management entities with clear… | 7 stars · 3 forks | No one-command install · Source | |
| 1696 | 62.111 | cogmemaimcp · ai-agents | Persistent encrypted cloud memory for AI coding assistants. | 7 stars · 3 forks | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.