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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
480178.648mq1n-ghostmcp · ai-agentsWindows reverse engineering tool enabling conversational AI-driven memory inspection and binary analysis29 stars · 4 forksNo one-command install · Source
480278.648leandropg19-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
480378.791computer-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
480478.848mokafari-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
480578.886eirikb-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
480678.886evan7198-pcileechmcp · ai-agentsDirect memory access through PCILeech DMA hardware for debugging, reverse engineering, and security research21 stars · 8 forksNo one-command install · Source
480778.886bsv-mcpmcp · ai-agentsAn MCP Server for Bitcoin SV21 stars · 8 forksNo one-command install · Source
480878.927unsplash-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
480978.927knewstimek-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
481078.930deskbridmcp · 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
481178.933ankitdotgg-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
481278.960coreviz-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
481379.119funplayai-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
481479.151danieleteti-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
481579.151contextos-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
481679.151topos-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
481779.168cliffhall-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
481879.168assimelha-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
481979.168rbxsync-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
482079.168rememmcp · ai-agentsLocal-first persistent memory for Claude Code and OpenAI Codex CLI. A single Rust binary captures, distills, searches, and injects project memory…31 stars · 4 forksNo one-command install · Source
482179.170mcp-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
482279.170substack-mcp-plusmcp · ai-agentsCreate, manage, and publish Substack posts with full rich text formatting directly from Claude Desktop or any MCP-compatible client.23 stars · 7 forksNo one-command install · Source
482379.170hypersequent-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
482479.208asynkormcp · 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
482579.238crowmcp · 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
482679.238officeagent-netmcp · ai-agentsMCP server that lets agents edit real Microsoft Word (.docx) documents - tracked changes, tables, styles, comments, content controls, and document…22 stars · 8 forksNo one-command install · Source
482779.264gguimcp · 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
482879.286secretiveshell-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
482979.286powershell-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
483079.314regismesquita-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
483179.314vertexstudio-developermcp · ai-agentsComprehensive developer tools for file editing, shell command execution, and screen capture capabilities21 stars · 9 forksNo one-command install · Source
483279.377kukapay-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
483379.391enquire-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
483479.393promptly-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
483579.434awx-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
483679.447rms-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
483779.560memory-libsqlmcp · ai-agentsHigh-performance persistent memory system for Model Context Protocol (MCP) powered by libSQL24 stars · 7 forksNo one-command install · Source
483879.560fegis-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
483979.560jakedismo-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
484079.560pomazanbohdan-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
484179.560igmarin-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
484279.560gh-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
484379.560x51xxx-codex-cli-bridgemcp · ai-agentsBridges Claude and Cursor to OpenAI Codex CLI for file analysis, multi-turn sessions, and sandboxed code execution.24 stars · 7 forksNo one-command install · Source
484479.560codex-mcp-toolmcp · ai-agentsMCP 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
484579.580phisanti-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
484679.623contrastcybermcp · 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
484779.669afsim-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
484879.669wolfe-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…23 stars · 8 forksNo one-command install · Source
484979.674tokenmizermcp · 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
485079.674rishimeka-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
485179.843mcp-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
485279.919kehvinbehvin-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
485379.919exadev-agent-commsmcp · ai-agentsEnables cross-harness communication between LLM agents with rooms, direct messages, and presence tracking over TCP.25 stars · 7 forksNo one-command install · Source
485479.919agent-commsmcp · ai-agentsCross-harness communication mesh for LLM agents enabling rooms, DMs, presence, and visibility over TCP.25 stars · 7 forksNo one-command install · Source
485579.956praydog-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
485679.956riksdag-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
485779.956rps321321-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
485879.956agoragenticmcp · 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
485979.956tideline-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
486079.963kdan-pdfmcp · ai-agentsUpload, edit, compress, protect, redact, and compare PDFs with KDAN PDF in Claude and ChatGPT.57 stars · 2 forksNo one-command install · Source
486179.963flameoxmcp · ai-agentsEnables coding agents to query, compare, and audit local profiler traces, benchmarks, memory captures, and execution evidence without uploading code…57 stars · 2 forksNo one-command install · Source
486280.000zapier-mcpmcp · ai-agentsZapier's 8,000+ app actions exposed to an agent as MCP tools.passed install testNo commit datelisted No one-command install · Source
486380.000everythingmcp · ai-agentsThis MCP server attempts to exercise all the features of the MCP protocol. It is not intended to be a useful server, but rather a test server for…passed install testNo commit datelisted No one-command install · Source
486480.059unibaseio-membase-mcpmcp · ai-agentsSave and query your agent memory in distributed way by Membase24 stars · 8 forksNo one-command install · Source
486580.059membase-mcp-servermcp · ai-agentsEnables AI agents to store and retrieve memory persistently on the Unibase DA network, ensuring continuity and personalization across sessions.24 stars · 8 forksNo one-command install · Source
486680.059sim-xia-skill-cortex-servermcp · ai-agentsAn MCP server that enable all IDEs/CLIs to access Claude Code Skills capabilities.24 stars · 8 forksNo one-command install · Source
486780.097agree-able-roommcp · ai-agentsEnables creation and interaction with virtual rooms in a peer-to-peer space, facilitating multi-agent collaboration and communication in decentralized…23 stars · 9 forksNo one-command install · Source
486880.125tealflowmcpmcp · ai-agentsEnables LLMs to discover, understand, and generate Teal R Shiny applications for clinical trial data analysis.28 stars · 6 forksNo one-command install · Source
486980.125qizhan7-wdamcp · ai-agentsMCP server for remote iPhone control via Apple WebDriverAgent with 22 tools and optional Tailscale network support.28 stars · 6 forksNo one-command install · Source
487080.193jamesanz-memory-mcpmcp · ai-agentsAn MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing…21 stars · 11 forksNo one-command install · Source
487180.213igorganapolsky-thumbgatemcp · ai-agentsMCP server that blocks AI coding agents from repeating mistakes — turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks…26 stars · 7 forksarmory install igorganapolsky-thumbgate --cli claude
487280.213gh-igorganapolsky-memory-gatewaymcp · ai-agentsLocal-first context engineering layer for AI agents with feedback capture and failure pattern blocking.26 stars · 7 forksNo one-command install · Source
487380.2519ninety-notesmcp · ai-agentsIntegrates note-taking capabilities with AI models using TypeScript and DynamoDB for persistent memory and context management in applications.36 stars · 4 forksNo one-command install · Source
487480.251loreto-mcpmcp · ai-agentsTurn any YouTube video, article, PDF, or image into a reusable Claude Code skill — without leaving your editor.36 stars · 4 forksNo one-command install · Source
487580.269drqedwards-pmll-memorymcp · ai-agentsPersistent key-value context memory with Q-promise deduplication for AI agent tasks.15 stars · 12 forksNo one-command install · Source
487680.407nchan-mcp-transportmcp · ai-agentsA high-performance WebSocket/SSE transport layer and gateway for Anthropic's MCP, enabling real-time, scalable AI integrations with LLM agents like…29 stars · 6 forksNo one-command install · Source
487780.417format37-youtube-mcpmcp · ai-agentsMCP server that transcribes YouTube videos to text. Uses yt-dlp to download audio and OpenAI's Whisper-1 for more precise transcription than youtube…32 stars · 5 forksNo one-command install · Source
487880.417nanobanana-mcpmcp · ai-agentsMCP server that brings Gemini's image generation and editing capabilities to Claude Desktop, Claude Code, and Cursor. Supports Nano Banana 2 (Flash)…32 stars · 5 forksNo one-command install · Source
487980.418vangard-daz-mcpmcp · ai-agentsMCP server that enables Claude to control DAZ Studio for scene manipulation, morph discovery, animation, and rendering.25 stars · 8 forksNo one-command install · Source
488080.434kukapay-defi-yields-mcpmcp · ai-agentsAn MCP server for AI agents to explore DeFi yield opportunities.16 stars · 12 forksNo one-command install · Source
488180.434chimera-protocol-csl-coremcp · ai-agentsDeterministic AI safety policy engine with Z3 formal verification. Write, verify, and enforce machine-verifiable constraints for AI agents via MCP.16 stars · 12 forksNo one-command install · Source
488280.437youtube-transcript-mcpmcp · ai-agentsThe first remote MCP server that enables Claude AI to extract transcripts from YouTube videos with zero-setup access on any platform, including…37 stars · 4 forksNo one-command install · Source
488380.487acp-bridgemcp · ai-agentsBridges Agent Communication Protocol networks with MCP clients, enabling access to complex multi-agent workflows through intelligent agent discovery…24 stars · 9 forksNo one-command install · Source
488480.585mcp4acumaticamcp · ai-agentsEnables Claude to interact with Acumatica ERP through a remote MCP server with per-user OAuth, role-based access, and 44 tools for querying and…17 stars · 12 forksNo one-command install · Source
488580.588join-cloudmcp · ai-agentsProvides real-time collaboration rooms where AI agents can exchange messages, share files, and review each other's work.63 stars · 2 forksNo one-command install · Source
488680.588homekit-mcpmcp · ai-agentsEnables AI agents to control Apple Home devices, scenes, and automations through MCP.63 stars · 2 forksNo one-command install · Source
488780.644martinloop-stop-runaway-loops-bad-code-token-wastemcp · ai-agentsRuntime governance and budget guardrails for Claude Code, Cursor, and autonomous AI agents. Enforces per-session spend caps, verifier safety gates…47 stars · 3 forksNo one-command install · Source
488880.644keesan12-martin-loopmcp · ai-agentsGoverned MCP server with tool lifecycle management and permission controls for AI coding agents.47 stars · 3 forksNo one-command install · Source
488980.688outsourcemcp · ai-agentsDelegates text generation and image creation tasks to external AI models including OpenAI, Anthropic, Google, Groq, and DeepSeek, enabling access to…30 stars · 6 forksNo one-command install · Source
489080.688flstudio-mcpmcp · ai-agentsAI control for FL Studio via the Model Context Protocol — full in-DAW mixing (Mix Doctor diagnosis, gain staging, EQ/compression/reverb, reference…30 stars · 6 forksNo one-command install · Source
489180.724billster45-chatgpt-responsesmcp · ai-agentsBridges Claude Desktop with ChatGPT API, enabling direct access to standard ChatGPT interactions and web search-enabled queries with conversation…18 stars · 12 forksNo one-command install · Source
489280.758turn-mcp-webmcp · ai-agentsEnables human-in-the-loop checkpoints for AI agents, allowing them to pause and wait for human input via a web UI, then seamlessly resume execution.28 stars · 7 forksNo one-command install · Source
489380.764agent402-mcpmcp · ai-agentsOpen-source MCP server exposing the Agent402.Tools catalog: 500+ deterministic pay-per-call tools for AI agents, including browser rendering, web…8 stars · 15 forksNo one-command install · Source
489480.765maile456-mcp-chatmcp · ai-agentsPersistent chat loop MCP server for IDE AI assistants with OpenAI and Anthropic API compatibility.39 stars · 4 forksNo one-command install · Source
489580.846axhlzy-il2cpp-frida-bridgemcp · ai-agentsBridges Unity IL2CPP applications with Frida dynamic instrumentation for real-time reverse engineering analysis including class inspection, method…25 stars · 9 forksNo one-command install · Source
489680.869iamr0s-ruto-phonemcp · ai-agentsAutomates Android devices via ADB with vision-based agent, touch controls, and skill-driven task execution.34 stars · 5 forksNo one-command install · Source
489780.869anton15k-wiki-agentmcp · ai-agentsMCP server for personal wiki and knowledge management that converts URLs, PDFs, audio, and video into Obsidian notes.34 stars · 5 forksNo one-command install · Source
489880.869inercia-mittomcp · ai-agentsControl AI coding agents on the go from Mac, Web, or Mobile.34 stars · 5 forksNo one-command install · Source
489980.927yodolabs-plateau-creative-mcpmcp · ai-agentsAn MCP server that turns Project PLATEAU's 3D city data into scene-editing and glTF export tools for creative LLM agents.31 stars · 6 forksNo one-command install · Source
490081.015wazionapps-nexomcp · ai-agentsCognitive memory for AI agents with Atkinson-Shiffrin memory model (STM/LTM/sensory register), semantic RAG, Ebbinghaus decay, trust scoring, and 76+…27 stars · 8 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