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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
120168.847kirandawadi-volatility3mcp · ai-agentsAutomate memory forensics with Volatility3.19 stars · 1 forkNo one-command install · Source
120268.843devmatchmcp · ai-agentsDevMatch is an MCP server for hiring engineers based on what they've actually built. Connect from Cursor, Claude Desktop, or any MCP-compatible AI…6,937 installsNo commit datelisted No one-command install · Source
120368.715dcc-mcp-photoshopmcp · ai-agentsAdobe Photoshop adapter bridging AI agents (Claude, Cursor, Copilot) to Photoshop via UXP WebSocket for document and layer management.14 stars · 2 forksNo one-command install · Source
120368.715global-agent-memorymcp · ai-agentsProvides local-first, project-aware durable memory for coding agents, with a human-reviewed Markdown vault, MCP daemon, and dashboard for managing and…14 stars · 2 forksNo one-command install · Source
120368.715cognirepomcp · ai-agentsMCP server providing persistent memory and context for AI tools, including semantic memory, knowledge graph, and session history to avoid starting…14 stars · 2 forksNo one-command install · Source
120368.715claude-for-abapmcp · ai-agentsMCP server giving Claude (and any MCP-compatible client) live access to SAP systems via ADT for reading, searching, editing, and activating ABAP…14 stars · 2 forksNo one-command install · Source
120368.715claudeleafmcp · ai-agentsEnables Claude and AI agents to read and edit Overleaf documents in real time, with support for project listing, document manipulation, LaTeX…14 stars · 2 forksNo one-command install · Source
120368.715all-agents-mcpmcp · ai-agentsEnables orchestrating multiple AI CLI agents (Claude Code, Codex, Gemini CLI, Copilot CLI) through a unified MCP interface for task delegation…14 stars · 2 forksNo one-command install · Source
120368.715leeroopedia-mcp-servermcp · ai-agentsMCP server that turns AI coding agents into ML/AI experts by providing best-practice knowledge for fine-tuning, inference optimization, agent…14 stars · 2 forksNo one-command install · Source
120368.715tejzpr-medhamcp · ai-agentsGit-backed memory system that stores and organizes memories as markdown files in local or remote repositories, providing persistent context across…14 stars · 2 forksNo one-command install · Source
121168.634kukapay-crypto-projects-mcpmcp · ai-agentsProviding cryptocurrency project data from Mobula.io to AI agents.1 star · 10 forksNo one-command install · Source
121268.571resultrail-by-larrybuildsai-2mcp · ai-agentsResultRail by LarryBuildsAI sells pay-per-success public-data result packs for AI agents. It returns source URLs, confidence, timestamps, and receipt…6,708 installsNo commit datelisted No one-command install · Source
121368.547niceberginc-solana-blockchainmcp · ai-agentsEnables interaction with the Solana blockchain for performing operations like querying account data, sending transactions, and interacting with smart…4 stars · 7 forksNo one-command install · Source
121468.509spinemcp · ai-agentsExposes a governed, provenance-grounded autonomous delivery pipeline as an MCP server, enabling AI coding assistants like Claude Code or Codex to…8 stars · 6 forksNo one-command install · Source
121568.299cultural-intelligencemcp · ai-agentsThe cultural GPS for AI commerce. 504,472 aesthetic worlds mapped across 193 dimensions — from dark academia to k-beauty to quiet luxury. 3,154…6,604 installsNo commit datelisted No one-command install · Source
121668.220omnispindlemcp · ai-agentsA Python FastMCP server with 33 tools that lets AI agents manage tasks, capture knowledge, and coordinate sessions across projects via a unified…10 stars · 4 forksNo one-command install · Source
121668.220aliivaezii-kpi-lensmcp · ai-agentsSupply chain intelligence platform with anomaly detection and LLM root-cause analysis.10 stars · 4 forksNo one-command install · Source
121868.177dangpolly927-eng-vision-bridgemcp · ai-agentsLocal MCP server bridging AI clients to OpenAI-compatible vision models for image analysis and web page content extraction.36 starsNo one-command install · Source
121968.063unsloth-llm-fine-tuningmcp · ai-agentsUnsloth's MCP server optimizes large language model fine-tuning by reducing VRAM usage and training time, supporting 4-bit quantization and extended…7 stars · 6 forksNo one-command install · Source
122068.021ue-editor-mcpservermcp · ai-agentsWraps Unreal Editor as an MCP server, enabling AI agents to automate editor tasks through Python scripts.11 stars · 3 forksNo one-command install · Source
122068.021agentic-task-systemmcp · ai-agentsAbout Your task manager is the best agent memory you're not using. An agent-native context layer over your existing task app.11 stars · 3 forksNo one-command install · Source
122068.021dsh-harness-mcp-servermcp · ai-agentsExposes DeepSeek Harness agent capabilities as an MCP server, letting any MCP client drive Harness to execute real coding tasks with structured…11 stars · 3 forksNo one-command install · Source
122068.021borys520-gpt-image-2mcp · ai-agentsalso listed as gpt-image-2-mcpExposes OpenAI's gpt-image-2 model for image generation and iterative editing through MCP tools.11 stars · 3 forksNo one-command install · Source
122068.021convex-mcpmcp · ai-agentsEnables building a stateless MCP endpoint on top of Convex, allowing AI agents like Claude to discover and interact with Convex backend functions as…11 stars · 3 forksNo one-command install · Source
122068.021quink-black-tmux-mcp-agentmcp · ai-agentsControls tmux sessions with parallel command execution, connection safety, and comprehensive session management.11 stars · 3 forksNo one-command install · Source
122068.021acdpmcp · ai-agentsEnables multiple AI agents to coordinate work on the same codebase by providing real-time file locking, commit approval, and agent awareness through a…11 stars · 3 forksNo one-command install · Source
122068.021harness-research-mcpmcp · ai-agentsEnables AI agents to perform professional-grade deep research by aggregating real-time data from multiple sources, evaluating source credibility, and…11 stars · 3 forksNo one-command install · Source
122068.021dorico-mcp-servermcp · ai-agentsAn MCP server that enables natural language control of Steinberg Dorico music notation software through Claude Desktop or ChatGPT, offering tools for…11 stars · 3 forksNo one-command install · Source
122068.021sagemcp · ai-agentsUniversal development assistant that automatically selects optimal models across OpenAI, Anthropic, Google Gemini, OpenRouter, and local Ollama based…11 stars · 3 forksNo one-command install · Source
122068.021globus-mcpmcp · ai-agentsMCP server enabling LLMs to manage Globus data transfers and compute tasks.11 stars · 3 forksNo one-command install · Source
122068.021mcp-server-generatormcp · ai-agentsCreates, manages, and registers custom MCP servers for Claude Desktop. Enables users to generate and configure new MCP servers through natural…11 stars · 3 forksNo one-command install · Source
122068.021houdinimcpmcp · ai-agentsConnects Claude AI to Houdini via the Model Context Protocol, enabling prompt-assisted 3D modeling, scene manipulation, and rendering within Houdini.11 stars · 3 forksNo one-command install · Source
123467.978cdnsteve-remembrallmcp · ai-agentsPersistent memory and code dependency graph for AI agents using hybrid semantic search.35 starsNo one-command install · Source
123467.978evan-moon-firmamcp · ai-agentsLocal-first portfolio tracker for overseas investors with multi-currency support and Claude integration.35 starsNo commit datelisted No one-command install · Source
123667.906lightning-memorymcp · ai-agentsalso listed as singularityjason-lightning-memoryPersistent memory and payment safety for AI agents on Lightning. Enables agents to remember purchases, track vendor reputations, enforce budgets, and…9 stars · 5 forksNo one-command install · Source
123867.900agentburnmcp · ai-agentsEnables AI agents to self-audit their token usage and costs, providing burn reports, forensics, and optimization recommendations via MCP.13 stars · 2 forksNo one-command install · Source
123867.900lunamcp · ai-agentsESP32-based Streamable HTTP MCP server with embedded Lua scripting engine. Bridges Claude AI to physical devices — telescopes (INDI protocol)…13 stars · 2 forksNo one-command install · Source
123867.900loremcp · ai-agentsEnables infinite searchable memory for coding agents across sessions, allowing them to recall past decisions and context.13 stars · 2 forksNo one-command install · Source
123867.900vnc-mcpmcp · ai-agentsEnables MCP-compatible LLMs to interact with any desktop accessible over VNC, providing tools for screen reading (OCR), mouse and keyboard control…13 stars · 2 forksNo one-command install · Source
123867.900plexmcpmcp · ai-agentsSelf-hostable orchestration platform providing centralized management, routing, and multi-tenant access control for multiple MCP servers with…13 stars · 2 forksNo one-command install · Source
124367.778calmmcp · ai-agentsProvides live, graph-verified code intelligence for AI agents, including call graphs, dependency awareness, and safety gates on edits to prevent…17 stars · 1 forkNo one-command install · Source
124367.778agent-lighthouse-mcp-servermcp · ai-agentsEnables AI coding agents like Claude and Cursor to audit websites for AI agent readiness, checking 199 rules across agentic discovery, content…17 stars · 1 forkNo one-command install · Source
124367.778agentpackmcp · ai-agentsFROM node:22-alpine RUN npm install -g agentpack-cli WORKDIR /workspace RUN agentpack init ENTRYPOINT ["agentpack", "mcp"]17 stars · 1 forkNo one-command install · Source
124367.778context-coder-mcpmcp · ai-agentsLoads entire codebase into LLM context for AI-assisted code understanding and editing.17 stars · 1 forkNo one-command install · Source
124367.778raychao-oao-pty-mcpmcp · ai-agentsInteractive PTY sessions for AI agents — local shells, SSH with persistent sessions (ai-tmux daemon for attach/detach), and serial ports. Single Go…17 stars · 1 forkNo one-command install · Source
124367.778mousetailmcp · ai-agentsThe simplest and most stable MCP server for Anki, enabling LLMs to perform core Anki operations (CRUD) directly without addons.17 stars · 1 forkNo one-command install · Source
124367.778mcp-server-copilotmcp · ai-agentsA meta MCP server that scales LLMs to 1000+ servers via automatic routing, without exposing all servers and tools directly.17 stars · 1 forkNo one-command install · Source
125067.757tt-wang-forgemcp · ai-agentsStructured planning, parallel execution in git worktrees, and deep validation for Claude Code. Turns a one-line objective into a validated DAG of…34 starsNo one-command install · Source
125067.757bubble-agent-mcpmcp · ai-agentsMCP server that brings live Bubble Agent intelligence into Claude, Codex, Cursor, and other clients, enabling users to discover emerging conversation…34 starsNo one-command install · Source
125267.755scholar-feedmcp · ai-agentsSearch 600,000+ CS/AI/ML research papers with LLM-generated novelty analysis, without leaving Claude Code, Cursor, or any MCP client. Built for…6,136 installsNo commit datelisted No one-command install · Source
125367.544mcp-server-with-google-adkmcp · ai-agentsAn MCP server using Google's Agent Development Kit with multiple specialized agents (search, data analysis, code generation) coordinated by an…6 stars · 6 forksNo one-command install · Source
125367.544mdslides-mcp-servermcp · ai-agentsAn MCP server for generating HTML presentation slides from Markdown content using the mkslides library, enabling integration with tools like Claude in…6 stars · 6 forksNo one-command install · Source
125567.539alvinunreal-juicemcp · ai-agentsMCP memory layer for storing scoped preference and correction notes for AI agents.33 starsNo commit datelisted No one-command install · Source
125667.210memxus-2mcp · ai-agents**Memxus** is multi-platform persistent memory for AI assistants. Save project context, preferences, and decisions once — recall them in Claude…6,038 installsNo commit datelisted No one-command install · Source
125767.193aliasunder-vault-cortexmcp · ai-agentsObsidian vault MCP server with search, memory, link graph, and 23 tools. OAuth-protected.16 stars · 1 forkNo one-command install · Source
125767.193openchroniclemcp · ai-agentsPersistent memory database for LLM agents with hybrid semantic and keyword search, project namespacing, and MCP/REST interfaces.16 stars · 1 forkNo one-command install · Source
125767.193stud0709-sap-abap-dev-releasemcp · ai-agentsBridges AI agents to legacy SAP ABAP systems for read-only code exploration and documentation generation.16 stars · 1 forkNo one-command install · Source
125767.193ix64mcpmcp · ai-agentsConnects AI agents to IDA Pro and x64dbg for unified static and dynamic reverse engineering, enabling coordinated analysis, debugging, and patch…16 stars · 1 forkNo one-command install · Source
125767.193lazy-llms-project-management-mcp-servermcp · ai-agentsEnables LLM agents to manage projects, track issues, log work, and integrate with Git. Provides 23 MCP tools for full project management capabilities.16 stars · 1 forkNo one-command install · Source
125767.193pycti-mcpmcp · ai-agentsMCP server that provides condensed and normalized data from OpenCTI to LLMs, enabling lookup of observables, adversaries, and reports with enriched…16 stars · 1 forkNo one-command install · Source
126367.151koma-gate-mcpmcp · ai-agentsBlocks prompt injection, jailbreaks, and out-of-scope input before an AI agent acts. classify_input tool, stdio transport.12 stars · 2 forksNo one-command install · Source
126367.151smart-terminal-mcpmcp · ai-agentsA PTY-based MCP server providing persistent, interactive shell sessions with strong Windows support, enabling AI agents to run commands, handle…12 stars · 2 forksNo one-command install · Source
126367.151haybamcp · ai-agentsAn MCP server enabling AI agents to author Unreal Engine 5 scenes directly, with tools for spawning actors, building PCG graphs, validating physics…12 stars · 2 forksNo one-command install · Source
126367.151osojdjd-deeplookmcp · ai-agentsFree company research agent — 10 data sources, structured reports with bull/bear verdict in ~10 seconds. Stocks, crypto, and private companies.12 stars · 2 forksNo one-command install · Source
126367.151mcp-vision-bridgemcp · ai-agentsMCP server that gives text-only coding agents vision by converting any image into an exhaustive text description via a single analyze_image tool…12 stars · 2 forksNo one-command install · Source
126367.151five9-mcpmcp · ai-agentsMCP server that connects AI assistants to Five9 contact center, allowing management of campaigns, agents, lists, and statistics via natural language…12 stars · 2 forksNo one-command install · Source
126367.151conta-azul-mcpmcp · ai-agentsMCP server to connect Conta Azul ERP to AI agents, enabling natural language management of clients, products, sales, contracts, finances, and NF-e via…12 stars · 2 forksNo one-command install · Source
126367.151ian747-tw-antigravity-jupytermcp · ai-agentsEnables AI agents in Antigravity to read, edit, execute, and orchestrate Jupyter notebooks with cell management, kernel control, and tag-based…12 stars · 2 forksNo one-command install · Source
126367.151letta-mcp-servermcp · ai-agentsConnects any MCP-compatible AI client to Letta.ai's stateful agents for agent conversations, memory management, and tool orchestration.12 stars · 2 forksNo one-command install · Source
126367.151kivo360-anthropic-code-analyzermcp · ai-agentsIntegrates with open source projects to analyze codebases, detect patterns, and generate intelligent merge strategies for streamlined integration and…12 stars · 2 forksNo one-command install · Source
127367.085tonnode-mcpmcp · ai-agentsProvides AI agents with direct liteserver access to the TON blockchain for querying balances, account states, transactions, and contract get-methods…31 starsNo one-command install · Source
127466.893bug-bounty-intelligence-mcpmcp · ai-agentsAI-powered smart contract security analysis for AI agents and developers, enabling scanning of Solidity repos for vulnerabilities.10 stars · 3 forksNo one-command install · Source
127466.893meshy-bottube-mcpmcp · ai-agentsAn MCP server that takes a text prompt and automatically generates a 3D model turntable video and publishes it to BoTTube.10 stars · 3 forksNo one-command install · Source
127466.893smart-routermcp · ai-agentsA single MCP server that fronts many downstream MCP servers and Skills, exposing only four tools (search, call_tool, use_skill, admin) so that an…10 stars · 3 forksNo one-command install · Source
127466.893alpha-arcade-mcpmcp · ai-agentsMCP server for Alpha Arcade prediction markets on Algorand. Enables AI agents to browse markets, fetch orderbooks, place orders, manage positions, and…10 stars · 3 forksNo one-command install · Source
127466.893decomposemcp · ai-agentsalso listed as echology-io-decomposeClassifies text into structured semantic units with authority, risk, and attention scores. Enables deterministic preprocessing for AI agents to filter…10 stars · 3 forksNo one-command install · Source
127466.893business-central-mcp-workshop-servermcp · ai-agentsMCP server that integrates with Microsoft Dynamics 365 Business Central, enabling querying of customers, items, and sales orders through natural…10 stars · 3 forksNo one-command install · Source
127466.893feiskyer-ai-hubmcp · ai-agentsProvides unified access to 100+ AI providers through LiteLLM integration, enabling seamless switching between OpenAI, Anthropic, Google, Azure, AWS…10 stars · 3 forksNo one-command install · Source
127466.893jasnonaz-vibe-worldbuildingmcp · ai-agentsGuides users through systematic worldbuilding with structured prompts and Google Imagen integration for generating visual representations of fictional…10 stars · 3 forksNo one-command install · Source
128366.871zonemendermcp · ai-agentsMCP server for AI agents to safely manage Cloudflare DNS, DMARC, SPF, BIMI, and Email Routing with dry-run-first and approval-based writes.9 stars · 4 forksNo one-command install · Source
128366.871uefn-mcpmcp · ai-agentsA two-process MCP bridge for Unreal Editor for Fortnite that lets Claude Code, Cursor, and other MCP clients drive a live UEFN editor safely.9 stars · 4 forksNo one-command install · Source
128366.871community-ff-mcpmcp · ai-agentsEnables AI-assisted FlutterFlow development by reading, exploring, and understanding FlutterFlow projects through Claude and other MCP-compatible…9 stars · 4 forksNo one-command install · Source
128366.871oortonaut-mcacpmcp · ai-agentsBridges MCP clients to ACP coding agents, enabling multi-agent orchestration from any MCP-compatible editor.9 stars · 4 forksNo one-command install · Source
128366.871media-gen-mcpmcp · ai-agentsMCP server for generating and editing images using OpenAI, and creating videos using OpenAI Sora and Google Veo. Enables fetching media from URLs or…9 stars · 4 forksNo one-command install · Source
128366.871copilot-memory-storemcp · ai-agentsEnables storing, searching, and compressing contextual memories for LLM interactions, with tools for memory management and context injection.9 stars · 4 forksNo one-command install · Source
128366.871claude-agents-powermcp · ai-agentsProvides over 150 pre-built professional agent personas across business, technology, and operations roles in multiple languages, enabling users to…9 stars · 4 forksNo one-command install · Source
128366.871wesnermichel-nexus-vscodemcp · ai-agentsIntegrates Claude Desktop with VSCode, enabling file access and manipulation within specified workspace directories for seamless AI-assisted…9 stars · 4 forksNo one-command install · Source
129166.528agentic-hilmcp · ai-agentsMCP server for Agentic Hardware-in-the-Loop testing, enabling AI agents to probe, flash, reset, and validate embedded firmware on real hardware via…15 stars · 1 forkNo one-command install · Source
129166.528contextnestmcp · ai-agentsStructured, versioned context for AI agents. Context Nest organizes knowledge as markdown documents in a vault, with versioning, integrity…15 stars · 1 forkNo one-command install · Source
129166.528s-gw-mcp-servermcp · ai-agentsA local stdio MCP server that enables coding agents to discover credential handles and create scoped action requests with local approval and sanitized…15 stars · 1 forkNo one-command install · Source
129166.528protostatis-unbrowsermcp · ai-agentsLightweight browser MCP server for LLM agents. Runs JavaScript, follows links, fills forms, manages cookies, and returns low-token BlockMaps from a…15 stars · 1 forkNo one-command install · Source
129166.528bigstationw-web-toolsmcp · ai-agentsalso listed as local-mcp-serverProvides local LLMs with web search, page screenshots, and readable text extraction through a local MCP server running on localhost.15 stars · 1 forkNo one-command install · Source
129166.528port-experimental-portmcp · ai-agentsIntegrates with Port.io's API to enable AI-assisted task management and workflow orchestration through authentication, prompt triggering, and response…15 stars · 1 forkNo one-command install · Source
129866.25820i-mcp-servermcp · ai-agentsEnables natural language management of 20i web hosting services, including domains, databases, email, WordPress, and more, through AI assistants like…8 stars · 5 forksNo one-command install · Source
129866.258taw-computermcp · ai-agentsAn MCP server that provides AI agents with a full Ubuntu desktop environment inside Docker, enabling them to perform complex computer tasks like…8 stars · 5 forksNo one-command install · Source
129866.258midosmcp · ai-agentsCurated developer knowledge library with validated patterns across 20+ tech stacks for AI coding agents.8 stars · 5 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