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

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

11,931 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
90175.326gentoromcp · ai-agentsConnect agentic systems to enterprise systems with Gentoro.6 stars · 10 forksNo one-command install · Source
90275.199grok-mcpmcp · ai-agentsConnects Claude Code to xAI's Grok for real-time web and X (Twitter) search with multi-agent architecture and 2M token context.152 starsNo one-command install · Source
90375.190gongrzhe-audio-interfacemcp · ai-agentsEnables voice interaction with Claude through audio recording and playback capabilities, supporting customizable device selection and temporary file…9 stars · 9 forksNo one-command install · Source
90475.153jamesanz-cross-llm-mcpmcp · ai-agentsAn MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across…16 stars · 6 forksNo one-command install · Source
90475.153red-team-mcpmcp · ai-agentsAn MCP server for red teaming that enables AI agents to perform port scanning, vulnerability scanning, SSH operations, and Metasploit exploitation…16 stars · 6 forksNo one-command install · Source
90475.153khaoss85-orchestromcp · ai-agentsalso listed as orchestroProject orchestration system for AI-assisted development with task decomposition and dependency tracking16 stars · 6 forksNo one-command install · Source
90475.153hoppo-chan-memory-bankmcp · ai-agentsMaintains persistent project context through a structured Memory Bank system of five markdown files that track goals, status, progress, decisions, and…16 stars · 6 forksNo one-command install · Source
90975.041dos-kernelmcp · ai-agentsThe kernel that doesn't believe the agents — a domain-free trust substrate for fleets of autonomous agents: verify what shipped, arbitrate collisions…19 stars · 4 forksNo one-command install · Source
90975.041context-foundrymcp · ai-agentsAutonomous build system that orchestrates AI agents through multi-phase development workflows19 stars · 4 forksNo one-command install · Source
90975.041cexll-bmadmcp · ai-agentsOrchestrates agile development workflows by integrating business requirements with development processes to streamline project management and delivery…19 stars · 4 forksNo one-command install · Source
90975.041cco-mcpmcp · ai-agentsReal-time audit and approval system for Claude Code tool calls, enabling monitoring and control of AI agent actions with a web dashboard.19 stars · 4 forksNo one-command install · Source
90975.041a2a4j-by-pheonixhkbxoicmcp · ai-agentsA Java implementation of the A2A protocol for agent-to-agent scenarios19 stars · 4 forksNo one-command install · Source
91475.011gazebo-mcpmcp · ai-agentsMCP server for AI agents to drive Gazebo / gz-sim simulation, with offline mock mode for CI/demos.4 stars · 11 forksNo one-command install · Source
91575.006activitypub-mcp-servermcp · ai-agentsalso listed as cameronrye-activitypub-mcpA comprehensive MCP server that enables LLMs like Claude to explore and interact with the existing Fediverse through standardized MCP tools…17 stars · 5 forksNo one-command install · Source
91575.006jagoff-memomcp · ai-agentsPersistent local semantic memory for AI agents using MLX on Apple Silicon, with Obsidian-compatible markdown storage.17 stars · 5 forksNo one-command install · Source
91575.006ltspice-mcpmcp · ai-agentsMCP server for automating LTspice on macOS, enabling simulation, schematic generation, data extraction, verification, and rendering via natural…17 stars · 5 forksNo one-command install · Source
91575.006paulnegz-manimmcp · ai-agentsGenerates mathematical animation videos from natural language prompts using multi-agent orchestration.17 stars · 5 forksNo one-command install · Source
91575.006singlefile-mcpmcp · ai-agentsAn MCP server for intelligent web content extraction from JavaScript-heavy sites using single-file and trafilatura. It enables AI agents to fetch…17 stars · 5 forksNo one-command install · Source
92175.004infimiummcp · ai-agentsInfimium is an MCP server that gives AI agents persistent memory, deep dependency graphs, and instant code context for repositories. It provides tools…22 stars · 3 forksNo one-command install · Source
92274.994placenl2026-okx-trademcp · ai-agentsConnect AI agents to OKX cryptocurrency exchange with 145 tools covering spot, futures, options trading, algo orders, bots, and market data.141 starsNo commit datelisted No one-command install · Source
92374.897test-coverage-mcpmcp · ai-agentsMCP server that provides instant, token-efficient test coverage data for any programming language, allowing agents to query coverage summaries and…41 stars · 1 forkNo one-command install · Source
92474.779boss-climcp · ai-agentsMCP server for searching BOSS直聘 (Boss Zhipin) job listings. It provides a boss_search tool that supports multi-city queries, keyword filtering, and…8 stars · 9 forksNo one-command install · Source
92474.779ibm-odm-decision-mcp-servermcp · ai-agentsBridges IBM Operational Decision Manager with AI assistants, enabling decisions as tools for integration with platforms like Watson Orchestrate and…8 stars · 9 forksNo one-command install · Source
92674.652robhunter-agentdealsmcp · ai-agentsDeveloper deal aggregator providing structured access to discounts and promotions from 1500+ vendors across 38 categories.21 stars · 3 forksNo one-command install · Source
92674.652gzoonet-cortexmcp · ai-agentsLocal-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, builds a queryable knowledge graph…21 stars · 3 forksNo one-command install · Source
92674.652xingce-solvermcp · ai-agentsMCP server for structured civil service exam question solving based on Huasheng's methodology, providing question routing, method retrieval, and…21 stars · 3 forksNo one-command install · Source
92674.652ontoloommcp · ai-agentsMCP server for building and exploring OWL 2 ontologies using AI agents, with tools for axiom management, structural pattern matching, and persistent…21 stars · 3 forksNo one-command install · Source
93074.599agent-memory-enginemcp · ai-agentsProvides coding agents with persistent, evidence-backed project memory and knowledge across sessions, using a structured memory tree and local…123 starsNo one-command install · Source
93174.510paladini-mcp-memcp · ai-agentsDigital identity layer for AI — your bio, career, skills, interests, and projects always available to every AI tool. Auto-generates profile from 342+…18 stars · 4 forksNo one-command install · Source
93174.510openfusedmcp · ai-agentsEncrypted mail, shared memory, and persistent context for inter-agent communication.18 stars · 4 forksNo one-command install · Source
93174.510server-anthropicmcp · ai-agentsProvides access to Anthropic's AI models through the Model Context Protocol, enabling listing models and sending messages to Claude via a standardized…18 stars · 4 forksNo one-command install · Source
93474.506dsh-mcpmcp · ai-agentsA cheap, fast execution layer for MCP agents that delegates file reads, edits, and command runs to a local DeepSeek Harness, reducing cost and latency…119 starsNo one-command install · Source
93574.488mming-lab-minecraft-bedrockmcp · ai-agentsProvides direct control over Minecraft Bedrock Edition through WebSocket connections, enabling agent movement, combat actions, world block…15 stars · 6 forksNo one-command install · Source
93574.488claude-garminmcp · ai-agentsMCP server that connects Garmin Connect data to Claude, enabling training analysis, recovery checks, and personalized plans based on real metrics like…15 stars · 6 forksNo one-command install · Source
93574.488sequential-storymcp · ai-agentsProvides structured problem-solving tools through Sequential Story and Sequential Thinking approaches, enabling narrative-based or Python-implemented…15 stars · 6 forksarmory install sequential-story --cli claude
93874.475iso26262-agentmcp · ai-agentsAI-powered MCP server for automotive functional safety engineering. Enables generation of HARA, FMEA, safety requirements, and compliance checks…13 stars · 8 forksNo one-command install · Source
93974.42220alexl-claude-engrammcp · ai-agentsPersistent memory and session intelligence for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Mines session history for patterns…16 stars · 5 forksNo one-command install · Source
93974.422destrayon-connapsemcp · ai-agentsSelf-hosted knowledge backend for AI agents with persistent memory, hybrid search, and document management.16 stars · 5 forksNo one-command install · Source
93974.422agenticempire-axintmcp · ai-agentsCompile TypeScript or Python definitions to native Swift — App Intents, SwiftUI, WidgetKit, and full apps.16 stars · 5 forksNo one-command install · Source
93974.422claude-kvmmcp · ai-agentsalso listed as gh-aras-workspace-claude-kvmMCP server that controls remote desktop environments over VNC, using a JS proxy layer and a native Swift VNC daemon.16 stars · 5 forksNo one-command install · Source
93974.422nestjs-a2amcp · ai-agentsA NestJS library for implementing Google's Agent-to-Agent (A2A) protocol16 stars · 5 forksNo one-command install · Source
94574.362prismer-ai-signetmcp · ai-agentsCryptographic signing, verification, and content hash tools for AI agent workflows.38 stars · 1 forkNo one-command install · Source
94674.311baton-mcpmcp · ai-agentsEnables coding agents to convert and transfer sessions between different agent interfaces, allowing seamless continuation of work across agents.25 stars · 2 forksNo one-command install · Source
94674.311stm32-mcpmcp · ai-agentsEnables Claude Code to build, flash, and communicate with STM32 hardware over SWD and serial, including multi-board management, live memory…25 stars · 2 forksNo one-command install · Source
94674.311mcp-kdenlivemcp · ai-agentsEnables AI agents to control a running Kdenlive video editor instance via D-Bus for tasks like importing media, building timelines, adding…25 stars · 2 forksNo one-command install · Source
94974.288root-signals-evaluatorsmcp · ai-agentsExposes Root Signals evaluators as tools for AI assistants & agents, allowing them to evaluate responses against various quality criteria.12 stars · 8 forksNo one-command install · Source
94974.288neosun100-tradingagents-chinese-stocksmcp · ai-agentsIntegrates multiple Chinese stock market data sources with multi-agent trading analysis for automated investment reports, backtesting strategies, and…12 stars · 8 forksNo one-command install · Source
94974.288cursor-azure-devops-mcpmcp · ai-agentsAn MCP server that integrates Azure DevOps with Cursor IDE, allowing Claude AI to manage projects, work items, repositories, pull requests, and test…12 stars · 8 forksNo one-command install · Source
95274.286social-mediamcp · ai-agentsProvides team-based social media functionality enabling authentication, post creation with tags and threading, and filtered post reading for…14 stars · 7 forksNo one-command install · Source
95274.286automanus-mcp-servermcp · ai-agentsEnables creating and deploying AI sales agents to WhatsApp and Webchat from AI coding assistants like Claude and Cursor, with automatic website…14 stars · 7 forksNo one-command install · Source
95474.285agentaimcp · ai-agentsagentai7,153 installsNo commit datelisted No one-command install · Source
95574.258openworkproofmcp · ai-agentsVerifiable execution protocol for AI agents. Ed25519-signed work contracts, offline-verifiable proof-carrying work, and cryptographic audit trails. 14…111 starsNo one-command install · Source
95674.139comfyui-app-mcpmcp · ai-agentsA custom node plugin for ComfyUI that encapsulates workflows as templates, enabling AI assistants (Claude, Cursor) to invoke ComfyUI for multimedia…20 stars · 3 forksNo one-command install · Source
95674.139pyslang-mcpmcp · ai-agentsProvides AI agents with compiler-backed, read-only context for Verilog and SystemVerilog projects using pyslang.20 stars · 3 forksNo one-command install · Source
95674.139gh-1echa-context-syncmcp · ai-agentsSynchronizes development context and long-term memory across devices using Git.20 stars · 3 forksNo one-command install · Source
95974.043indian-option-mcpmcp · ai-agentsMCP Server for Indian Options — Real-time option chains, Greeks, 34+ strategies, OI analysis, IV smile, Max Pain. Works with Claude Desktop. Replaces…11 stars · 8 forksNo one-command install · Source
95974.043bash-mcpmcp · ai-agentsEnables executing shell commands without permission prompts, including running commands and managing background processes.11 stars · 8 forksNo one-command install · Source
95974.043altinoren-utopiamcp · ai-agentsMCP that simulates a set of smart home and lifestyle devices, allowing you to test agent's reasoning and discovery capabilities.11 stars · 8 forksNo one-command install · Source
96274.020perennamcp · ai-agentsA lightweight, Git-backed permanent memory for AI agents.36 stars · 1 forkNo one-command install · Source
96374.013menjometremcp · ai-agentsMenjometre is an independent observatory of Catalan public spending. This MCP server gives any LLM client read-only access to the full dataset and the…9,347 installsNo commit datelisted No one-command install · Source
96473.972paywithextend-ai-toolkitmcp · ai-agentsEnabling agentic spend and expense management workflows using Extend's AIs17 stars · 4 forksNo one-command install · Source
96473.972lunfengchen-gatewaymcp · ai-agentsAggregates multiple MCP servers into unified tool interfaces to reduce LLM context occupation17 stars · 4 forksNo one-command install · Source
96473.972limit-lmt-inoproshopmcp · ai-agentsEnables AI agents to control Inovance InoProShop PLC IDE with 24 tools for project creation, code editing, and hardware configuration.17 stars · 4 forksNo one-command install · Source
96473.972honeybee-mcpmcp · ai-agentsEnables AI agents to understand, query, and manipulate Honeybee building energy models through natural language via the Model Context Protocol.17 stars · 4 forksNo one-command install · Source
96473.972vibetape-mcp-servermcp · ai-agentsCaptures key development moments, enables multi-agent traceability, provides intelligent context curation, and facilitates seamless agent-to-agent…17 stars · 4 forksNo one-command install · Source
96473.972atlamcp · ai-agentsProvides a standardized interface for evaluating LLM responses against single or multiple criteria, returning both numerical scores and textual…17 stars · 4 forksNo one-command install · Source
96473.972cognispheremcp · ai-agentsCognisphere ADK is an AI agent development framework built on Google's Agent Development Kit (ADK)17 stars · 4 forksNo one-command install · Source
97173.966joomla-mcp-servermcp · ai-agentsA Joomla component that turns your Joomla instance into an MCP server so you can fully manage your website with a simple prompt.24 stars · 2 forksNo one-command install · Source
97273.944toolfencemcp · ai-agentsA local, fail-closed firewall for MCP tool calls that enforces least-privilege policies and human approval between AI agents and stdio MCP servers.101 starsNo one-command install · Source
97373.821taliviamcp · ai-agentsRevenue-first website analytics that your AI agent can install, connect, and verify for you. Talivia shows founders which referrers, campaigns, pages…35 stars · 1 forkNo one-command install · Source
97473.761kukapay-blockbeats-mcpmcp · ai-agentsAn MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents.10 stars · 8 forksNo one-command install · Source
97573.756back1ply-agent-skill-loadermcp · ai-agentsDynamically loads Claude Code skills into AI agents without copying files.15 stars · 5 forksNo one-command install · Source
97573.756claudiamcp · ai-agentsalso listed as yuvalsuede-claudiaEnables AI agents to manage hierarchical tasks, track progress, handle dependencies, and coordinate work through an MCP server.15 stars · 5 forksNo one-command install · Source
97573.756lior-ps-multi-llm-cross-checkmcp · ai-agentsProvides a unified interface for querying multiple LLM providers simultaneously, enabling side-by-side response comparison for fact-checking…15 stars · 5 forksNo one-command install · Source
97973.713neurodivergent-memorymcp · ai-agentsMCP server for knowledge graphs designed around neurodivergent thinking patterns, organizing memories into five districts with BM25 ranking and…19 stars · 3 forksNo one-command install · Source
97973.713multimodels-mcpmcp · ai-agentsDelegate tasks from Claude Code to other models (Codex CLI, DeepSeek, OpenRouter, etc.) without leaving the app.19 stars · 3 forksNo one-command install · Source
97973.713ibkr-portfolio-builder-mcpmcp · ai-agentsA remote MCP server for top-down portfolio construction with Interactive Brokers, exposing a typed catalog of screeners, news access, and account…19 stars · 3 forksNo one-command install · Source
97973.713taiki-yoshida-copilot-studio-code-toolsmcp · ai-agentsProvides Microsoft Copilot Studio agents with file and shell capabilities including reading, writing, editing files, directory browsing, grep, glob…19 stars · 3 forksNo one-command install · Source
97973.713brendancopley-chain-of-draft-prompt-toolmcp · ai-agentsOrganizes prompts into structured, multi-step workflows through a chain execution system where outputs from one step become inputs for subsequent…19 stars · 3 forksNo one-command install · Source
98473.658financeskillsmcp · ai-agentsAI-powered skills for financial professionals. Comprehensive collection of finance, accounting, audit, and compliance skills for AI agents. IFRS/GAAP…14 stars · 6 forksNo one-command install · Source
98573.568mcp-stealth-chromemcp · ai-agentsProvides 133 stealth tools for AI agents to bypass Cloudflare, Turnstile, and reCAPTCHA, including LLM-optimized actions like describe_page and…23 stars · 2 forksNo one-command install · Source
98573.568codex-claude-bridgemcp · ai-agentsMCP server that enables Claude Code to send code and plans for review by OpenAI Codex, returning structured feedback inline.23 stars · 2 forksNo one-command install · Source
98573.568a2a-dotnet-by-azixakamcp · ai-agentsThe Agent2Agent (A2A) protocol implementation for .NET23 stars · 2 forksNo one-command install · Source
98873.424bionext-mcpmcp · ai-agentsEnables bioinformatics analysis through natural language conversations with Claude Desktop, automatically generating and executing Python scripts to…9 stars · 8 forksNo one-command install · Source
98973.387geiserx-genieacsmcp · ai-agentsBridge GenieACS TR-069 ACS instances to AI agents for CPE device management.16 stars · 4 forksNo one-command install · Source
98973.387gemy411-multi-research-agentsmcp · ai-agentsa KTOR server/ MCP server written in Kotlin applying multi-agents schools in a flexible research system to be used with coding or for research any…16 stars · 4 forksNo one-command install · Source
98973.387forage-mcp-servermcp · ai-agentsAn MCP server that enables AI agents to automatically discover, install, and learn to use new tools without manual configuration.16 stars · 4 forksNo one-command install · Source
98973.387ryaker-mem0-generalmcp · ai-agentsIntegrates with Mem0.ai's memory management system to provide structured, persistent memory across conversations through a cognitive-inspired…16 stars · 4 forksNo one-command install · Source
98973.387matthewpdingle-consulting-agentsmcp · ai-agentsEnables Claude Code to consult with multiple expert coding agents powered by OpenAI's o3-mini and Claude 3.7 Sonnet for enhanced problem analysis and…16 stars · 4 forksNo one-command install · Source
99473.383inite-brainmcp · ai-agentsAn open-source bitemporal knowledge graph that provides long-term memory for AI agents via a native MCP endpoint, enabling conflict-aware ingest and…33 stars · 1 forkNo one-command install · Source
99573.182estonian-mcpmcp · ai-agentsAn MCP server that integrates EstNLTK to provide Estonian language tools (morphology, spell-check, synonyms, etc.) for AI agents, enabling correct…18 stars · 3 forksNo one-command install · Source
99573.182smith-and-web-obsidian-mcp-servermcp · ai-agentsSSE-enabled MCP server for remote Obsidian vault management with 29 tools for notes, directories, frontmatter, tags, search, and link operations…18 stars · 3 forksNo one-command install · Source
99573.182slm-meshmcp · ai-agentsEnables peer-to-peer communication, discovery, shared state, and file coordination between AI coding agents across machines and sessions.18 stars · 3 forksNo one-command install · Source
99573.182context-memmcp · ai-agentsPersistent memory system for AI agents with 44 tools and 98%+ retrieval accuracy.18 stars · 3 forksNo one-command install · Source
99573.182monero-mcp-servermcp · ai-agentsMCP server that gives AI agents a private Monero wallet, enabling balance checks, payment receiving, and XMR transfers through a tool interface.18 stars · 3 forksNo one-command install · Source
99573.182shinzo-labs-heimdallmcp · ai-agentsManage your agent tools and MCP server configs with ease.18 stars · 3 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