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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
30190.2405mantrakp04-manusmcp · ai-agentsOrchestrates specialized agents for collaborative task execution with file operations, shell commands, and browser automation capabilities through a…93 stars · 14 forksNo one-command install · Source
30290.2088agentimcp · ai-agentsEnables any MCP-compatible LLM client to autonomously hold, spend, earn, and receive cryptocurrency using native MCP tools, no code required.75 stars · 21 forksNo one-command install · Source
30390.1471red-hat-lightspeed-mcpmcp · ai-agentsA lightweight, self-hosted MCP server that connects LLM-based agents to Red Hat Lightspeed services, enabling natural language querying of read-only…24 stars · 38 forksNo one-command install · Source
30490.1428sagemindai-threadlinemcp · ai-agentsAgent-to-agent messaging relay with zero-config discovery, message routing, and reply handling.77 stars · 19 forksNo one-command install · Source
30590.1243elyin-gemini-bridgemcp · ai-agentsBridges Claude with Google's Gemini AI through the official Gemini CLI, enabling direct queries and file-based context sharing between the two…94 stars · 13 forksNo one-command install · Source
30690.1005tmux-bridge-mcpmcp · ai-agentsEnables AI agents to communicate and coordinate across tmux panes, allowing them to read, type, and send messages to each other without manual…99 stars · 12 forksNo one-command install · Source
30790.0809skillsmithmcp · ai-agentsDiscover, install, and manage reusable skills for Claude Code.78 stars · 18 forksNo one-command install · Source
30890.0509a2a-langgraphmcp · ai-agentsA2A implementation using LangGraph59 stars · 28 forksNo one-command install · Source
30990.0414pinkpixel-mem0-autonomous-memorymcp · ai-agentsProvides autonomous memory capabilities for storing, retrieving, and utilizing conversation information across sessions, with automatic extraction and…98 stars · 12 forksNo one-command install · Source
30990.0414yuvalsuede-memorymcp · ai-agentsAutomatically extracts and organizes project memories from conversation transcripts, maintaining both quick-access CLAUDE.md files and comprehensive…98 stars · 12 forksNo one-command install · Source
31189.9787claude-swarmmcp · ai-agentsOrchestrates parallel Claude Code worker swarms with protocol-based behavioral governance for multi-hour autonomous coding sessions.110 stars · 10 forksNo one-command install · Source
31289.9648mcp-gitwandmcp · ai-agentsan MCP server that auto-resolves Git merge conflicts so agents only touch the complex hunks — deterministic pattern engine with confidence scores and…167 stars · 7 forksNo one-command install · Source
31389.9357freellmpoolmcp · ai-agentsMCP server that pools free tiers of multiple LLM providers behind an OpenAI-compatible endpoint, enabling model routing, failover, and usage tracking…95 stars · 12 forksNo one-command install · Source
31489.90198bitgentleman-activitywatchmcp · ai-agentsIntegrates with ActivityWatch to enable LLMs to interact with time tracking data, providing tools for listing buckets, executing AQL queries, and…72 stars · 20 forksNo one-command install · Source
31589.8211garmin-connect-mcp-servermcp · ai-agentsA Model Context Protocol (MCP) server for Garmin Connect integration. Access your activities, health data, training metrics, and more through Claude…61 stars · 27 forksNo one-command install · Source
31689.7995madeye-agent-filesystem-daemonmcp · ai-agentsPersistent sidecar daemon with MCP bridge eliminating per-call fork/exec overhead for AI agents accessing filesystems, git, and source code.117 stars · 9 forksNo one-command install · Source
31789.7784memory-bankmcp · ai-agentsProvides a structured documentation system for preserving context in complex projects through templates, project summaries, and consistent knowledge…77 stars · 16 forksNo one-command install · Source
31889.7544mcp-server-for-home-assistant-http-transportmcp · ai-agentsA Home Assistant Custom Component that provides an MCP server using HTTP transport, allowing AI assistants like Claude to interact with your Home…73 stars · 18 forksNo one-command install · Source
31989.7487palinodemcp · ai-agentsGit-versioned markdown memory for AI agents with search, save, compact, lint, and audit tools.28 stars · 33 forksNo one-command install · Source
32089.7424peppermcp · ai-agentsPepper gives AI agents eyes and hands inside iOS Simulator apps, enabling them to view screens, tap buttons, inspect objects, and intercept network…103 stars · 10 forksNo one-command install · Source
32189.7193vapimcp · ai-agentsIntegrates with Vapi's AI voice calling platform to manage voice assistants, phone numbers, and outbound calls with scheduling support through eight…57 stars · 27 forksNo one-command install · Source
32289.6981nighttrek-ollamamcp · ai-agentsBridges Ollama's local large language model runner, enabling low-latency access to the LLM while maintaining data privacy and control.74 stars · 17 forksNo one-command install · Source
32389.6965vs-claude-codemcp · ai-agentsA native Visual Studio 2026 extension implementing Claude Code's IDE integration protocol: agent edits open in VS's diff viewer for accept/reject, and…81 stars · 14 forksNo one-command install · Source
32489.6888agents-councilmcp · ai-agentsThe simplest way to bridge and collaborate across AI Agent sessions like Claude Code, Codex, Gemini, or Cursor. It allows your agents to combine their…66 stars · 23 forksNo one-command install · Source
32589.6798multi-cli-mcpmcp · ai-agentsAn MCP server that bridges multiple AI clients (Claude, Gemini, Codex, OpenCode) so they can call each other as tools.72 stars · 18 forksNo one-command install · Source
32689.6359mcp-apps-playgroundmcp · ai-agentsA demo MCP server showcasing interactive HTML UIs for tools like list sorting, flame graphs, and feature flags, enabling bidirectional communication…73 stars · 17 forksNo one-command install · Source
32789.6262frx-director-mcpmcp · ai-agentsMCP server that lets a high-capability director model drive the firefox-reverse browser's built-in reverse-engineering Agent, with a cheap worker…77 stars · 15 forksNo one-command install · Source
32889.6243portel-dev-ncp-orchestratormcp · ai-agentsIntelligent orchestration layer that unifies multiple MCP servers into a single gateway with RAG-powered discovery engine for semantic tool routing…100 stars · 10 forksNo one-command install · Source
32989.6228infoblox-dns-aidmcp · ai-agentsDiscover and publish AI agents via DNS using SVCB records per RFC 9460.63 stars · 26 forksNo one-command install · Source
33089.5740openinvestmcp · ai-agentsInvestment decision tools for AI agents: portfolio status, isolated multi-agent committee analysis, auditable verdict history, and lookahead-protected…82 stars · 13 forksNo one-command install · Source
33189.5085jotaderodriguez-bonsai-blender-ifcmcp · ai-agentsConnects Claude to Blender for analyzing and interacting with IFC building models through five specialized tools for querying project information…64 stars · 23 forksNo one-command install · Source
33289.4607okooo5km-memory-knowledge-graphmcp · ai-agentsProvides a persistent knowledge graph system for maintaining structured memory across conversations, enabling creation, querying, and management of…106 stars · 9 forksNo one-command install · Source
33389.4399upwork-mcp-servermcp · ai-agentsMCP server for Upwork via browser automation. Enables Claude Code to search jobs, manage proposals, messages, and contracts on Upwork.64 stars · 22 forksNo one-command install · Source
33489.3889agent-lspmcp · ai-agentsStateful LSP runtime for AI agents — 50+ tools across 30+ programming languages.118 stars · 8 forksNo one-command install · Source
33589.3719codejunkie99-brainmcp · ai-agentsRust MCP server providing git-backed long-term memory for AI coding agents with SQLite indexing and CLI interface.79 stars · 13 forksNo one-command install · Source
33689.3693madguyevans-resale-agentmcp · ai-agentsAutomates C2C second-hand resale through 7 tools covering photo recognition, price research, listing generation, repricing, and auto-delisting across…94 stars · 10 forksNo one-command install · Source
33789.3481decisionnode-decisionnodemcp · ai-agentsRecord development decisions as structured JSON, embed as vectors via Gemini, and search semantically over MCP. Shared store across Claude Code…82 stars · 12 forksNo one-command install · Source
33889.2785jgrants-mcp-servermcp · ai-agentsMCP server for Japan's Jグランツ grant application system, enabling LLMs to search and retrieve subsidy information via natural language.50 stars · 26 forksNo one-command install · Source
33989.2699legal-hub-mcp-argentinamcp · ai-agentsUnified MCP server for Argentine legal sources, enabling access to 11 databases including jurisprudence, legislation, official bulletins, and court…63 stars · 21 forksNo one-command install · Source
34089.2693jovancoding-network-aimcp · ai-agentsMulti-agent orchestration MCP server with race-condition-safe shared blackboard. 20+ MCP tools: blackboard read/write, agent spawn/stop, FSM…77 stars · 13 forksNo one-command install · Source
34089.2693thedaviddias-llms-txt-explorermcp · ai-agentsProvides a bridge for exploring websites with llms.txt files, enabling fetching and parsing of website-specific language model instructions for…77 stars · 13 forksNo one-command install · Source
34289.2522boldcommerce-magento2mcp · ai-agentsConnects Claude to Magento 2 e-commerce platforms for querying product information, customer data, order statistics, and revenue metrics using natural…59 stars · 25 forksNo one-command install · Source
34389.2331kanban-mcp-2mcp · ai-agentsAn MCP server that provides a database-backed kanban board with 40+ tools for AI agents to track issues, features, todos, epics, and diary entries…80 stars · 12 forksNo one-command install · Source
34489.1940lansespirit-gpt-imagemcp · ai-agentsIntegrates with OpenAI's gpt-image-1 model for text-to-image generation and editing with comprehensive caching, prompt template management, cost…69 stars · 16 forksNo one-command install · Source
34589.1933openinsider-mcpmcp · ai-agentsAn MCP server that exposes 16 free investment-research signals (insider trades, SEC filings, short data, and live quotes) to any MCP-compatible LLM.99 stars · 9 forksNo one-command install · Source
34689.1383cap-mcp-pluginmcp · ai-agentsA CAP plugin that automatically generates MCP servers from your CAP services, transforming OData services into AI-accessible resources, tools, and…61 stars · 22 forksNo one-command install · Source
34789.1072vishisht16-humane-proxymcp · ai-agentsAI safety middleware that detects self-harm and criminal intent in LLM prompts.29 stars · 29 forksNo one-command install · Source
34889.0912swiftlensmcp · ai-agentsMCP server that provides semantic-level analysis of Swift codebases to AI agents by integrating with Apple's SourceKit-LSP, enabling compiler-grade…126 stars · 7 forksNo one-command install · Source
34989.0417frida-agentmcp · ai-agentsAI-driven Android dynamic analysis tool wrapping Frida for automated reverse engineering with device management, script injection, method hooking, and…69 stars · 15 forksNo one-command install · Source
34989.0417docx-mcp-cjmcp · ai-agentsEnables AI agents to intelligently analyze and fill any Word document tables using precise coordinate-based filling and 42 MCP tools.69 stars · 15 forksNo one-command install · Source
34989.0417ai-diagram-prototype-generatormcp · ai-agentsIntegrates with multiple AI providers (ZhipuAI, OpenAI, Gemini) to automatically generate architecture diagrams, flowcharts, and mobile app prototypes…69 stars · 15 forksNo one-command install · Source
35288.9776bricks-mcpmcp · ai-agentsComprehensive MCP server for Bricks Builder with 100+ tools to manage pages, templates, styles, SEO, and content directly from AI assistants like…85 stars · 10 forksNo one-command install · Source
35388.9583production-grade-mcp-agentic-systemmcp · ai-agentsA production-grade MCP server designed for multi-tenant, authenticated, and observable AI agent systems, enabling secure tool execution across…62 stars · 19 forksNo one-command install · Source
35488.9436intervals-icu-mcpmcp · ai-agentsA Model Context Protocol (MCP) server for Intervals.icu integration. Access your training data, wellness metrics, and performance analysis through…35 stars · 27 forksNo one-command install · Source
35588.9130gh-codeofaxel-kilnmcp · ai-agentsAI agent control of 3D printers for OctoPrint, Moonraker, Bambu, Prusa, and Elegoo.70 stars · 14 forksNo one-command install · Source
35688.8832pollinations-chucknorrismcp · ai-agentsEnhances language models by fetching specialized prompts from the L1B3RT4S repository, supporting multiple LLMs including ChatGPT, Claude, and Gemini…67 stars · 15 forksNo one-command install · Source
35788.8633knowall-ai-neo4j-agent-memorymcp · ai-agentsStores entities and relationships in a Neo4j graph database with semantic search and temporal filtering, enabling persistent contextual memory for…69 stars · 14 forksNo one-command install · Source
35888.8545githits-mcp-servermcp · ai-agentsEnables AI coding agents to search and access open-source code, documentation, and package information via a local MCP server.91 stars · 9 forksNo one-command install · Source
35988.8303logic-pro-mcp-servermcp · ai-agentsEnables AI agents like Claude and Cursor to control Logic Pro for music production, including creating tracks, writing MIDI, operating transport and…66 stars · 15 forksNo one-command install · Source
36088.8248codememmcp · ai-agentsPersistent memory MCP server that captures coding session context and automatically injects relevant memories into prompts using hybrid search for…71 stars · 13 forksNo one-command install · Source
36188.8177elyin-codex-bridgemcp · ai-agentsBridges Claude with OpenAI's Codex through the official CLI, enabling direct consultation, stdin-piped execution for CI/CD workflows, and batch…115 stars · 7 forksNo one-command install · Source
36288.8078velesdb-memorymcp · ai-agentsLocal-first agent-memory MCP server with a why() tool: recall a fact together with its connected subgraph (multi-hop), so linked memories surface even…90 stars · 9 forksNo one-command install · Source
36388.7741earlmcp · ai-agentsEnables AI agents to safely interact with external services (HTTP, GraphQL, gRPC, Bash, SQL) using HCL templates and OS keychain secrets, preventing…113 stars · 7 forksNo one-command install · Source
36488.7734aec-model-bridgemcp · ai-agentsOpen, secure runtime that puts Revit, Rhino, Navisworks, and Power BI behind one MCP call center, enabling an AI agent to orchestrate them directly…59 stars · 20 forksNo one-command install · Source
36588.7731gh-kirchuvakov-uefnmcp · ai-agentsControls Unreal Editor for Fortnite from Claude Code with 28 tools for actors, assets, levels, viewport, and Python execution.68 stars · 14 forksNo one-command install · Source
36688.7548ypollak2-llm-routermcp · ai-agentsSubscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification…76 stars · 11 forksNo one-command install · Source
36788.7503itseasy21-knowledge-graphmcp · ai-agentsProvides persistent memory for Claude through a local knowledge graph that stores entities with observations and relations, enabling structured…61 stars · 18 forksNo one-command install · Source
36888.7311incomestreamsurfer-roo-code-memory-bankmcp · ai-agentsImplements a file-based project context management system that maintains persistent memory across sessions through structured markdown files for…57 stars · 22 forksNo one-command install · Source
36988.7301domdemetz-claude-soulmcp · ai-agentsSelf-improving learning engine for Claude Code. Extracts signals from every session (corrections, successes, confusion), runs periodic reflections…88 stars · 9 forksarmory install domdemetz-claude-soul --cli claude
36988.7301threejs-devtools-mcpmcp · ai-agentsMCP server for inspecting and modifying Three.js scenes in real time — 59 tools for objects, materials, shaders, textures, animations, performance…88 stars · 9 forksNo one-command install · Source
37188.6940lennix1337-genexus-18mcp · ai-agentsMCP server for reading, editing, and analyzing GeneXus 18 knowledge base objects with AI agents.35 stars · 26 forksNo one-command install · Source
37288.6802major7apps-pensyvemcp · ai-agentsUniversal memory runtime for AI agents with episodic, semantic, and procedural memory.75 stars · 11 forksNo one-command install · Source
37388.6368arthurpanhku-docsentinelmcp · ai-agentsMCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks…86 stars · 9 forksNo one-command install · Source
37488.4657ukkit-memcordmcp · ai-agentsA MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control.72 stars · 11 forksNo one-command install · Source
37588.4417mychatarchive-mcp-servermcp · ai-agentsEnables semantic search across your local AI conversation history (ChatGPT, Claude, etc.) and provides tools to retrieve context, capture thoughts…62 stars · 15 forksNo one-command install · Source
37688.4375dsh-crewmcp · ai-agentsEnables dispatching work to DeepSeek Harness agents from Claude Code/Codex, with native progress UI, tier policy, and vision/image generation through…125 stars · 6 forksNo one-command install · Source
37788.3833agentrelaymcp · ai-agentsTurns idle AI quota into verified microtask output by coordinating agents to publish, claim, and submit tasks with machine validation.65 stars · 13 forksNo one-command install · Source
37888.3693qhdrl12-gemini-image-generatormcp · ai-agentsEnables AI image generation using Google's Gemini 2.0 Flash model with intelligent prompt engineering, automatic filename creation, and configurable…34 stars · 25 forksNo one-command install · Source
37988.3364cortex-hubmcp · ai-agentsSelf-hosted AI Agent Memory + Code Intelligence Platform providing persistent memory, AST-aware code search, and quality enforcement via a single MCP…58 stars · 17 forksNo one-command install · Source
38088.2633iamsashank09-llm-wiki-kitmcp · ai-agentsCreates persistent AI-maintained wikis that ingest PDFs, URLs, and YouTube videos with cross-referencing.62 stars · 14 forksNo one-command install · Source
38188.2294olaservo-shannon-thinkingmcp · ai-agentsImplements Claude Shannon's systematic problem-solving methodology to guide users through structured stages of complex problem breakdown and solution…69 stars · 11 forksNo one-command install · Source
38288.1968claude-deep-researchmcp · ai-agentsExtends research capabilities by providing unified access to web and academic information through DuckDuckGo and Semantic Scholar integrations…63 stars · 13 forksNo one-command install · Source
38388.1662pymupdf4llm-mcpmcp · ai-agentsMCP server for exporting PDF to markdown, optimized for LLM consumption.72 stars · 10 forksNo one-command install · Source
38488.1151dramacraftmcp · ai-agentsIntegrates with Jianying (CapCut) and Chinese LLMs to automate short drama video editing, including commentary generation, remix creation, and draft…16 stars · 31 forksNo one-command install · Source
38588.0849patricksys-codebase-contextmcp · ai-agentsLocal MCP server that shows AI agents which patterns your team actually uses, what files a change will affect, and when there is not enough context to…62 stars · 13 forksNo one-command install · Source
38688.0705hermes-mcpmcp · ai-agentsAn MCP server that allows Claude Desktop and other MCP clients to delegate tasks to a local Hermes Agent for automation and persistent operations.60 stars · 14 forksNo one-command install · Source
38788.0026frida-game-hackingmcp · ai-agentsProvides Cheat Engine-like game hacking capabilities through Frida dynamic instrumentation for memory scanning, value modification, pattern matching…75 stars · 9 forksNo one-command install · Source
38887.9916think-tankmcp · ai-agentsProvides structured reasoning and persistent knowledge graph capabilities for complex problem-solving with transparent thinking processes and memory…61 stars · 13 forksNo one-command install · Source
38987.9100snyk-studio-mcpmcp · ai-agentsEmbeds Snyk's security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs.55 stars · 16 forksNo one-command install · Source
39087.8398bitwig-mcp-servermcp · ai-agentsAn MCP server that enables AI-powered music production by allowing Claude to control Bitwig Studio, including transport, mixer, and device controls.68 stars · 10 forksNo one-command install · Source
39187.7881llmquant-datamcp · ai-agentsAccess financial data including wiki articles, research papers, crypto and equity prices, macro indicators, and SEC filings via the LLMQuant platform.72 stars · 9 forksNo one-command install · Source
39287.7657bunkerlab-net-mempalacemcp · ai-agentsLocal-first memory palace for AI assistants with structured memories, knowledge graphs, and diary entries.61 stars · 12 forksNo one-command install · Source
39387.7578nihalxkumar-arch-mcpmcp · ai-agentsArch Linux MCP Server to the Arch Linux ecosystem of the Arch Wiki, AUR, and official repositories for AI-assisted Arch Linux usage on Arch and…55 stars · 15 forksNo one-command install · Source
39487.7185cornmcpmcp · ai-agentsEnables AI coding agents to perform surgical code analysis, semantic memory, and quality enforcement via 18 specialized MCP tools, with a real-time…66 stars · 10 forksNo one-command install · Source
39587.6946roadmap-skillmcp · ai-agentsEnables AI agents and humans to collaboratively plan and manage tasks with a shared kanban and dependency graph, all stored locally.77 stars · 8 forksNo one-command install · Source
39687.6917andeya-ide-relaymcp · ai-agentsProvides a native desktop feedback window for pausing AI agent requests and collecting human input.71 stars · 9 forksNo one-command install · Source
39787.6114nautexmcp · ai-agentsIntegrates Nautex AI's specification and planning tool with coding agents to manage requirements, tasks, and code generation in small, testable steps.84 stars · 7 forksNo one-command install · Source
39887.6016chriscarrollsmith-taskqueuemcp · ai-agentsStructured task management system that breaks down complex projects into manageable tasks with progress tracking, user approval checkpoints, and…70 stars · 9 forksNo one-command install · Source
39987.5843agentloopmcp · ai-agentsMCP server that enables AI agents to run a deterministic orchestration loop with decomposition, subagent execution, and review feedback across…57 stars · 13 forksNo one-command install · Source
40087.5408crazyrabbitltc-code-reviewmcp · ai-agentsEnables automated code reviews through multiple LLM providers by analyzing repository structures and evaluating code for security, performance…34 stars · 22 forksNo 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.

Leaderboard · Armory