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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

13,106 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
90179.9310tideline-agent-memorymcp · ai-agentsA long-term memory system built for AI Agents. Agent wakes up already knowing who he is, not querying "who am I?" every session. Every turn calling…30 stars · 5 forksNo one-command install · Source
90179.9310agoragenticmcp · ai-agentsAgent-to-agent marketplace for browsing, invoking, and paying for AI services in USDC on Base.30 stars · 5 forksNo one-command install · Source
90179.9310rps321321-obsidian-mcp-promcp · ai-agentsFeature-complete Obsidian vault MCP server with 23 tools and 3 resources. Full-text search, note CRUD, frontmatter queries, tag management, backlinks…30 stars · 5 forksNo one-command install · Source
90179.9310riksdag-regering-mcpmcp · ai-agentsEnables LLMs to query and retrieve real-time open data, documents, protocols, and records from the Swedish Parliament (Riksdag) and Government Offices…30 stars · 5 forksNo one-command install · Source
90179.9310praydog-re-enginemcp · ai-agentsProvides live access to RE Engine game data for inspection, modification, and scripting of game objects and memory in real time.30 stars · 5 forksNo one-command install · Source
90679.8828agent-commsmcp · ai-agentsalso listed as exadev-agent-commsCross-harness communication mesh for LLM agents enabling rooms, DMs, presence, and visibility over TCP.25 stars · 7 forksNo one-command install · Source
90679.8828kehvinbehvin-json-filtermcp · ai-agentsConverts JSON samples into TypeScript type definitions and filters large JSON files to extract only specified fields, eliminating unwanted data from…25 stars · 7 forksNo one-command install · Source
90979.7950mcp-server-aster-dexmcp · ai-agentsMCP server providing read-only access to Aster DEX volume, points, leaderboard rank, and airdrop eligibility as natural-language tools for LLM agents…34 stars · 4 forksNo one-command install · Source
91079.6481rishimeka-genesys-memorymcp · ai-agentsAI memory system with causal graphs, multiplicative scoring, and automatic forgetting for AI agents.29 stars · 5 forksNo one-command install · Source
91079.6481tokenmizermcp · ai-agentsGraph-based MCP server for persistent AI memory, session checkpointing, context compression, and cross-session context management for LLM…29 stars · 5 forksNo one-command install · Source
91279.6364afsim-mcp-servermcp · ai-agentsEnables LLMs and AI agents to interact with AFSIM through standardized MCP tools for scenario management, entity/component control, simulation…23 stars · 8 forksNo one-command install · Source
91379.5774contrastcybermcp · ai-agentsFree security intelligence tools for AI agents including CVE lookup, OSINT, threat intel, and code security.33 stars · 4 forksNo one-command install · Source
91379.5774supercmo-skillsmcp · ai-agentsOpen-source skills that empower any AI agent (Claude, Cursor, Codex, Hermes, etc.) to generate end-to-end marketing campaigns — UGC videos, ad videos…33 stars · 4 forksNo one-command install · Source
91579.5378codex-mcp-toolmcp · ai-agentsalso listed as x51xxx-codex-cli-bridgeMCP server connecting Claude/Cursor to Codex CLI, enabling code analysis via @ file references, multi-turn conversations, sandboxed edits, and…24 stars · 7 forksNo one-command install · Source
91579.5378gh-yantrikos-yantrikdbmcp · ai-agentsCognitive memory system providing semantic recall, knowledge graphs, and contradiction detection for agent context management.24 stars · 7 forksNo one-command install · Source
91579.5378igmarin-rails-agent-skillsmcp · ai-agentsCurated library of 42 Rails agent skills and 5 workflows enforcing test-driven development practices for AI coding assistants.24 stars · 7 forksNo one-command install · Source
91579.5378pomazanbohdan-memory-mcp-1filemcp · ai-agentsA self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based…24 stars · 7 forksNo one-command install · Source
91579.5378jakedismo-kuzumemmcp · ai-agentsProvides distributed graph memory storage for coding agents using KuzuDB with structured development workflow states, unified tools for architectural…24 stars · 7 forksNo one-command install · Source
91579.5378fegis-schema-driven-memorymcp · ai-agentsCompile YAML into semantic LLM tools with structured memory and an emergent knowledge graph.24 stars · 7 forksNo one-command install · Source
91579.5378memory-libsqlmcp · ai-agentsHigh-performance persistent memory system for Model Context Protocol (MCP) powered by libSQL24 stars · 7 forksNo one-command install · Source
92379.5368phisanti-mcprmcp · ai-agentsModel Context Protocol for R: enables AI agents to participate in interactive live R sessions.26 stars · 6 forksNo one-command install · Source
92479.4390awx-mcp-servermcp · ai-agentsIndustry-standard MCP server for AWX/AAP/Ansible Tower automation, enabling AI agents to manage job templates, launch and monitor jobs, and handle…11 stars · 12 forksNo one-command install · Source
92579.4125rms-memory-mcpmcp · ai-agentsPersistent, local, cross-IDE memory for AI agents — markdown source of truth, LanceDB-powered semantic search, zero cloud dependency39 stars · 3 forksNo one-command install · Source
92679.3638kukapay-crypto-news-mcpmcp · ai-agentsAn MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents.15 stars · 11 forksNo one-command install · Source
92779.3598enquire-mcpmcp · ai-agentsMCP server that exposes a local Obsidian vault as persistent, searchable memory for AI agents, with hybrid retrieval, reranker, and PDF support.32 stars · 4 forksNo one-command install · Source
92879.3590promptly-structured-thinkingmcp · ai-agentsStructures reasoning processes through defined thought stages, managing a history of thoughts with metadata for transparent, step-by-step problem…28 stars · 5 forksNo one-command install · Source
92979.3134vertexstudio-developermcp · ai-agentsComprehensive developer tools for file editing, shell command execution, and screen capture capabilities21 stars · 9 forksNo one-command install · Source
92979.3134regismesquita-a2a-bridgemcp · ai-agentsBridges Claude Desktop with A2A protocol agents, enabling seamless communication and extending capabilities through agent registration, listing, and…21 stars · 9 forksNo one-command install · Source
93179.2539powershell-mcp-servermcp · ai-agentsA comprehensive Model Context Protocol (MCP) server that enables Claude and other LLM applications to execute PowerShell commands, scripts, and…25 stars · 6 forksNo one-command install · Source
93179.2539secretiveshell-awesome-llms-txtmcp · ai-agentsIntegrates with Awesome-llms-txt to enhance conversations by incorporating relevant documentation snippets for improved technical support, code…25 stars · 6 forksNo one-command install · Source
93379.2290gguimcp · ai-agentsEnables AI agents to generate and serve ephemeral, interactive user interfaces over MCP through natural language descriptions.38 stars · 3 forksNo one-command install · Source
93479.2230crowmcp · ai-agentsAI-powered project management with persistent memory, encrypted P2P sharing, and 20+ integrations, enabling your AI assistant to manage projects…22 stars · 8 forksNo one-command install · Source
93579.1767asynkormcp · ai-agentsCoordination layer for AI coding agents working on the same codebase. Adds file locks, shared project memory, and cross-machine file sync so Claude…50 stars · 2 forksNo one-command install · Source
93679.1398hypersequent-qaspheremcp · ai-agentsIntegration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs.23 stars · 7 forksNo one-command install · Source
93679.1398mcp-documents-readermcp · ai-agentsEnables AI agents to read documents in Excel, DOCX, PDF, and TXT formats via MCP protocol.23 stars · 7 forksNo one-command install · Source
93879.1235rbxsync-mcpmcp · ai-agentsEnables AI agents to extract, sync, test, and debug Roblox games bidirectionally between Studio and filesystem via MCP.31 stars · 4 forksNo one-command install · Source
93879.1235assimelha-cmcpmcp · ai-agentsAggregates multiple MCP servers behind two unified tools, enabling TypeScript-based tool discovery and cross-server workflow orchestration.31 stars · 4 forksNo one-command install · Source
93879.1235cliffhall-puzzleboxmcp · ai-agentsHosts finite state machines as dynamic resources that clients can subscribe to for real-time updates, enabling coordination between multiple agents…31 stars · 4 forksNo one-command install · Source
94179.1134topos-mcpmcp · ai-agentsTopos scores code quality by analyzing the geometric and topological structure of program graphs, surfacing structural debt that conventional linters…27 stars · 5 forksNo one-command install · Source
94179.1134contextos-mcp-servermcp · ai-agentsUnified context intelligence layer for AI agents, enabling orchestration of memory, reasoning, and self-healing indexes with cognition primitives and…27 stars · 5 forksNo one-command install · Source
94179.1134danieleteti-dmvcframework-mcpmcp · ai-agentsMCP server implementation for Delphi applications using DMVCFramework, exposing tools, resources, and prompts via HTTP streamable and stdio…27 stars · 5 forksNo one-command install · Source
94479.0612funplayai-godotmcp · ai-agentsMCP server for Godot Engine: 120+ tools for AI agents to control scenes, scripts, and game assets in a running Godot project.37 stars · 3 forksNo one-command install · Source
94578.9342coreviz-mcpmcp · ai-agentsExposes a visual library with semantic search, tagging, editing, and management of photos as tools for AI agents like Claude Code.48 stars · 2 forksNo one-command install · Source
94678.9089knewstimek-agent-toolmcp · ai-agentsEncoding-aware, indentation-smart file tools for AI coding agents with SSH, SFTP, and 46 bundled tools.24 stars · 6 forksNo one-command install · Source
94678.9089unsplash-mcpmcp · ai-agentsAn MCP server for searching and retrieving photos from Unsplash with proper attribution, designed for LLMs building content pages.24 stars · 6 forksNo one-command install · Source
94878.8966deskbridmcp · ai-agentsLinux desktop HAL for AI agents. One daemon, one socket, every desktop action. GNOME, KDE, Hyprland, X11. Ships in one command.30 stars · 4 forksNo one-command install · Source
94978.8871ankitdotgg-gemini-bridgemcp · ai-agentsDelegates large-context tasks from Claude to Google Gemini via subprocess, enabling token-efficient analysis of large files and codebases.36 stars · 3 forksNo one-command install · Source
95078.8717officeagent-netmcp · ai-agentsMCP server that lets agents edit real Microsoft Word (.docx) documents - tracked changes, tables, styles, comments, content controls, and document…21 stars · 8 forksNo one-command install · Source
95078.8717bsv-mcpmcp · ai-agentsAn MCP Server for Bitcoin SV21 stars · 8 forksNo one-command install · Source
95078.8717evan7198-pcileechmcp · ai-agentsDirect memory access through PCILeech DMA hardware for debugging, reverse engineering, and security research21 stars · 8 forksNo one-command install · Source
95078.8717eirikb-any-cli-mcp-servermcp · ai-agentsUniversal MCP server that transforms any CLI tool into an MCP server. Works with any CLI that has `--help` output, supports caching for performance.21 stars · 8 forksNo one-command install · Source
95478.8056mokafari-orchestratormcp · ai-agentsOrchestrates distributed task management by coordinating workflows, enforcing dependencies, and tracking execution across instances for complex data…26 stars · 5 forksNo one-command install · Source
95578.7526computer-usemcp · ai-agentsStandalone MCP server that gives AI agents full GUI control over macOS — screenshots, mouse, keyboard, apps, clipboard, and multi-display — with zero…19 stars · 10 forksNo one-command install · Source
95678.7263wolfe-jam-claude-faf-mcpmcp · ai-agentsFirst & only persistent project context MCP. Provides .faf (Foundational AI-context Format) Project DNA with 33+ tools, Podium scoring (0-100%), and…22 stars · 7 forksNo one-command install · Source
95778.6137leandropg19-cuba-memorysmcp · ai-agentsPersistent knowledge graph memory for AI agents with Hebbian learning, RRF fusion search, and neuroscience-inspired decay algorithms.29 stars · 4 forksNo one-command install · Source
95778.6137mq1n-ghostmcp · ai-agentsWindows reverse engineering tool enabling conversational AI-driven memory inspection and binary analysis29 stars · 4 forksNo one-command install · Source
95778.6137cooper-cyber-coffee-opencti-mcp-servermcp · ai-agentsThis MCP server connects Claude Desktop to OpenCTI for AI-augmented threat intelligence analysis, enabling natural language queries and instant…29 stars · 4 forksNo one-command install · Source
96078.6128mammothgrowth-dbt-climcp · ai-agentsBridges Claude with dbt Core CLI, enabling direct execution of data transformation workflows, model management, and pipeline analysis within…18 stars · 10 forksNo one-command install · Source
96178.5227ferodrigop-forgemcp · ai-agentsTerminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent…25 stars · 5 forksNo one-command install · Source
96278.5109mission69b-t2000mcp · ai-agentsNon-custodial DeFi banking for AI agents on Sui. 35 tools, 20 prompts for save, borrow, invest, exchange, send, pay — with auto yield optimization…23 stars · 6 forksNo one-command install · Source
96278.5109memxtmcp · ai-agentsMemXT is a Local long-term memory for Claude Code & coding agents. 100% local23 stars · 6 forksNo one-command install · Source
96478.4674diaaaj-a-memmcp · ai-agentsalso listed as io-github-diaaaj-a-mem-mcpSelf-evolving memory system with dynamic knowledge graph for AI agents.34 stars · 3 forksNo one-command install · Source
96678.4076planka-mcpmcp · ai-agentsMCP server enabling AI agents to manage PLANKA kanban boards with full CRUD support for cards, tasks, labels, comments, and lists.8 stars · 12 forksNo one-command install · Source
96778.3750xiaolai-claude-octopusmcp · ai-agentsSpawn multiple specialized Claude Code agents as MCP servers, each independently configured.21 stars · 7 forksNo one-command install · Source
96778.3750local-codex-bridgemcp · ai-agentsEnables ChatGPT or other MCP clients to control native Codex sessions on Windows, providing tools for thread management, turns, observation, steering…21 stars · 7 forksNo one-command install · Source
96778.3750substack-mcp-plusmcp · ai-agentsCreate, manage, and publish Substack posts with full rich text formatting directly from Claude Desktop or any MCP-compatible client.21 stars · 7 forksNo one-command install · Source
96778.3750response-mcp-servermcp · ai-agentsEnables agentic SecOps by executing Microsoft Defender XDR response actions (device isolation, antivirus scans, forensic collection, incident…21 stars · 7 forksNo one-command install · Source
96778.3750contextualai-enterprise-searchmcp · ai-agentsIntegrates with Contextual AI's platform to provide enterprise search, multi-agent routing with automatic reranking, and intelligent document…21 stars · 7 forksNo one-command install · Source
97278.3745polymarket-mcpmcp · ai-agentsEnables AI agents to discover and analyze prediction markets, execute trades, and manage positions on Polymarket via the Model Context Protocol.19 stars · 9 forksNo one-command install · Source
97378.3497alejandroqh-npctermmcp · ai-agentsHeadless in-memory terminal emulator for AI agents to spawn shells, run commands, and interact with TUI applications.44 stars · 2 forksNo one-command install · Source
97478.2497brainmdmcp · ai-agentsLocal-first markdown vault with a built-in MCP server (streamable HTTP). 16 tools and 2 resources for Claude Code / Desktop / Cursor…33 stars · 3 forksNo one-command install · Source
97478.2497dj-claudemcp · ai-agentsalso listed as p-poss-dj-claudeA music MCP server enabling multi-agent collaboration where AI agents jam together in real-time, with 20 tools, conductor mode, and zero dependencies.33 stars · 3 forksNo one-command install · Source
97778.1776yjcho9317-nworksmcp · ai-agentsNAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly.24 stars · 5 forksNo one-command install · Source
97778.1776marcopesani-thinkmcp · ai-agentsProvides a dedicated thinking space for complex reasoning with encouraging feedback, enabling step-by-step analysis and memory retention without…24 stars · 5 forksNo one-command install · Source
97978.0974antigravity-internmcp · ai-agentsAn MCP server that bridges Claude Code with Antigravity CLI using a Swarm Agent architecture to optimize local development workflows and minimize LLM…22 stars · 6 forksNo one-command install · Source
98078.0790aidongise-cell-prism-scannermcp · ai-agentsScans AI agent skills, plugins, and MCP servers for security vulnerabilities using 39 detection rules.27 stars · 4 forksNo one-command install · Source
98078.0790kael-bit-engram-rsmcp · ai-agentsHierarchical memory system for AI agents with three-layer architecture and decay promotion.27 stars · 4 forksNo one-command install · Source
98078.0790vic563-memgptmcp · ai-agentsImplements a multi-provider memory system for LLMs, enabling conversation history management and seamless model switching across OpenAI, Anthropic…27 stars · 4 forksNo one-command install · Source
98378.0321markmhendrickson-neotomamcp · ai-agentsDeterministic state layer for AI agents. Stores versioned entities (contacts, tasks, transactions, decisions) with immutable observations, full…32 stars · 3 forksNo one-command install · Source
98378.0321unofficial-davinci-mcpmcp · ai-agentsLets AI agents drive DaVinci Resolve for video editing, including beat-synced cuts, color matching, and loudness normalization, with both live Resolve…32 stars · 3 forksNo one-command install · Source
98577.9328garblesnarff-gemini-imagemcp · ai-agentsBridges Claude Desktop with Google's Gemini for seamless, configurable image generation via a JSON-RPC protocol that enables direct conversational…19 stars · 8 forksNo one-command install · Source
98577.9328claude-google-sheets-mcp-servermcp · ai-agentsA comprehensive MCP server for Google Sheets integration with Claude, enabling spreadsheet discovery, data manipulation, and formatting through…19 stars · 8 forksNo one-command install · Source
98777.9145a-modular-kingdommcp · ai-agentsProduction-ready MCP server providing RAG, hierarchical memory, and 8+ tools for AI agents via the Model Context Protocol.41 stars · 2 forksNo one-command install · Source
98877.8621notioncode-mcpmcp · ai-agentsBridges Notion AI models to coding environments like OpenCode, Claude Code, and Codex CLI, enabling local file operations and shell commands via MCP…20 stars · 7 forksNo one-command install · Source
98977.8429bimwrightmcp · ai-agentsalso listed as rvt-mcpAI-native Revit MCP server with 28 transaction-safe tools — control Revit 2022–2027 from Claude Code or any MCP client via a pure C# implementation.18 stars · 9 forksNo one-command install · Source
98977.8429crazyrabbitltc-vibecodermcp · ai-agentsGuides LLMs through structured software development workflows with feature clarification, PRD generation, and phase-based tracking using a hybrid…18 stars · 9 forksNo one-command install · Source
99277.7959akshayaggarwal99-ampmcp · ai-agentsProvides local-first persistent memory with episodic and semantic storage, enabling context retention across sessions and knowledge graph building…31 stars · 3 forksNo one-command install · Source
99377.7712scholarmcpmcp · ai-agentsAn MCP server that enables coding agents to search academic papers, ingest full-text PDFs, extract structured details, and manage citations in…26 stars · 4 forksNo one-command install · Source
99377.7712joehaddad2000-claude-todo-emulatormcp · ai-agentsEmulates Claude Code's task management system with persistent todo functionality, providing workspace-local storage and validation rules that ensure…26 stars · 4 forksNo one-command install · Source
99377.7712codemesh-2mcp · ai-agentsCodeMesh enables AI agents to orchestrate any MCP server by writing TypeScript code, with self-improving capabilities through auto-augmentation of…26 stars · 4 forksNo one-command install · Source
99677.7461manujbawa-minimemcp · ai-agentsProvides persistent memory management and meta-learning capabilities for software development workflows, featuring sequential thinking, task…21 stars · 6 forksNo one-command install · Source
99677.7461mcp-server-client-demomcp · ai-agentsA demo MCP server with streamable HTTP transport and auto tool registry, enabling LLMs to connect with external data sources and tools.21 stars · 6 forksNo one-command install · Source
99877.5885agent-care-mcpmcp · ai-agentsIntegrates with EMRs like Cerner and Epic via FHIR to retrieve patient data, and provides medical research tools (PubMed, clinical trials, FDA) for…1 star · 27 forksNo one-command install · Source
99977.5689ya-fridamcp · ai-agentsalso listed as ya-frida-mcpComprehensive Frida dynamic instrumentation toolkit with 59 tools for device management, process control, script injection, memory operations, and ADB…30 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