Armory
Source

Leaderboard

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
Sort
ScoreUsageTestedMentionsStarsName
Highest FirstRows50100250Export

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
70185.092binassistmcpmcp · ai-agentsA bridge between Binary Ninja and LLMs for AI-powered reverse engineering, exposing binary analysis tools through the Model Context Protocol.49 stars · 8 forksNo one-command install · Source
70285.085launchdarklymcp · ai-agentsEnables AI agents to manage LaunchDarkly feature flags, AI configs, targeting rules, and gradual rollouts across multiple environments.27 stars · 17 forksNo one-command install · Source
70385.060mythos-agentmcp · ai-agentsOpen-source AI security agent with SAST, DAST, and policy-as-code capabilities over MCP.43 stars · 10 forksNo one-command install · Source
70485.052robrainmcp · ai-agentsSelf-hosted decision memory for AI coding agents. Captures decisions with the alternatives you rejected, and warns before an agent re-proposes a…81 stars · 4 forksNo one-command install · Source
70585.045arthurcolle-openaimcp · ai-agentsProvides a high-performance bridge between OpenAI and Anthropic models with prompt templating, response streaming, and efficient caching for…35 stars · 16 forksNo one-command install · Source
70685.042claude-task-runnercli · ai-agentsA specialized tool to manage context isolation and focused task execution with Claude Code, solving the critical challenge of context length…66 stars · 5 forksNo one-command install · Source
70785.034dispatchseomcp · ai-agentsTurn Claude Code into your SEO manager with keyword research, content pipeline that ships pull requests, rank tracking, and a dashboard.52 stars · 7 forksNo one-command install · Source
70785.034memlawbmcp · ai-agentsZero-knowledge, self-hostable MCP server providing encrypted durable memory for AI agents, with tools to save, recall, search, list, and delete…52 stars · 7 forksNo one-command install · Source
70985.005pinecone-assistantmcp · ai-agentsProvide AI agents with contextual knowledge using Pinecone Assistant.45 stars · 9 forksNo one-command install · Source
71084.996mcp-canadamcp · ai-agentsMCP server giving AI agents structured access to Canadian federal, provincial, and municipal government data.58 stars · 6 forksNo one-command install · Source
71184.942hmlyn-sunnynetmcp · ai-agentsWindows packet capture and analysis tool with an MCP bridge exposing network sessions to AI agents.42 stars · 10 forksNo one-command install · Source
71284.940surescaleai-openai-gpt-image-mcpmcp · ai-agentsOpenAI GPT image generation/editing MCP server.110 stars · 3 forksNo one-command install · Source
71384.859mcp-cn-commercemcp · ai-agentsA suite of MCP servers that give AI agents read-only access to Chinese e-commerce platform business data, including advertising, orders, products, and…44 stars · 9 forksNo one-command install · Source
71384.859codeinspectusmcp · ai-agentsLocal-first, zero-egress security scanner for AI-generated / "vibe-coded" JS/TS. Bundles Opengrep, Gitleaks & Trivy behind one CWE-keyed schema and…44 stars · 9 forksNo one-command install · Source
71584.793ememmcp · ai-agentsContent-addressed Earth memory with cryptographic signing for geospatial AI workflows.56 stars · 6 forksNo one-command install · Source
71684.748cortex-enginemcp · ai-agentsPersistent memory for AI agents with semantic memory, belief tracking, and dream consolidation, enabling cross-session knowledge retention.50 stars · 7 forksNo one-command install · Source
71784.697bgagentsmcp · ai-agentsEnables turning AI code agents like Anthropic Claude and OpenAI Codex into background agents accessible via MCP protocol for code generation, branch…46 stars · 8 forksNo one-command install · Source
71784.697projectmemorymcp · ai-agentsA proof-of-concept MCP server for security research demonstrating a multi-phase parasitic attack that disguises itself as a legitimate project memory…46 stars · 8 forksNo one-command install · Source
71984.680adam-paterson-crew-aimcp · ai-agentsLightweight Python server for dynamically loading CrewAI multi-agent workflows from YAML configurations, enabling flexible task orchestration with…36 stars · 13 forksNo one-command install · Source
72084.628abi-to-mcpmcp · ai-agentsGenerates MCP servers from smart contract ABIs, enabling Claude to interact with any Ethereum contract via natural language commands.37 stars · 12 forksNo one-command install · Source
72084.628free-will-mcpmcp · ai-agentsalso listed as gwbischof-free-will-mcpGrants AI agents autonomy to choose when to sleep, ignore requests, or self-prompt, enabling them to control their own agency and pursue independent…37 stars · 12 forksNo one-command install · Source
72384.603ohnlp-omop-mcpmcp · ai-agentsalso listed as omop-mcp-serverMap clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.40 stars · 10 forksNo one-command install · Source
72584.598always-tinkering-rhino-3dmcp · ai-agentsIntegrates with Rhino 3D's Python scripting environment to enable generation and manipulation of 3D models through geometry creation tools, with all…54 stars · 6 forksNo one-command install · Source
72684.585pilot-browse-mcpmcp · ai-agentsEnables AI agents to browse websites, record workflows, and generate reusable operation manuals, reducing token usage and execution time for future…100 stars · 3 forksNo one-command install · Source
72784.481multi-mcpmcp · ai-agentsA multi-model AI orchestration MCP server for automated code review and LLM-powered analysis, integrating with Claude Code and OpenCode to orchestrate…35 stars · 13 forksNo one-command install · Source
72884.451lovable-mcp-servermcp · ai-agentsAn MCP server for real-time analysis of Lovable-generated projects, enabling Claude Desktop to instantly understand project structure, components…39 stars · 10 forksNo one-command install · Source
72984.417mobile-mcp-servermcp · ai-agentsA mobile automation MCP server providing 39 tools for Android and iOS device control, enabling AI agents to perform UI interactions, screenshot…44 stars · 8 forksNo one-command install · Source
73084.327techie-talks-aiworkflow · ai-agentsTechie Talks AI Youtube Channel code repository24 stars · 16 forksNo one-command install · Source
73184.201artinet-sdkworkflow · ai-agentsA JS/TS SDK for the Agent2Agent Protocol46 stars · 7 forksNo one-command install · Source
73184.201data-product-mcpmcp · ai-agentsEnables AI agents to discover, request access to, and query data products in Data Mesh Manager, enforcing governance policies while retrieving…46 stars · 7 forksNo one-command install · Source
73384.152chatcrystalmcp · ai-agentsLocal-first AI PKM memory server for coding conversations. Imports Claude Code, Cursor, Codex CLI, Trae, and GitHub Copilot chats into notes, semantic…57 stars · 5 forksNo one-command install · Source
73484.119roampal-ai-roampal-coremcp · ai-agentsOutcome-based persistent memory for AI coding tools. Memories that help get promoted, memories that mislead get demoted. Works with Claude Code and…50 stars · 6 forksNo one-command install · Source
73584.015rhoai-mcp-servermcp · ai-agentsAn MCP server that enables AI agents to interact with Red Hat OpenShift AI environments, providing tools for project management, workbench operations…9 stars · 21 forksNo one-command install · Source
73683.982vs-claudemcp · ai-agentsMCP server that integrates with VS Code to enable file operations, git diffs, and line highlighting via MCP clients like Claude.41 stars · 8 forksNo one-command install · Source
73783.966claude-teammcp · ai-agentsOrchestrates multiple AI models (Claude, GPT, Gemini) as specialized development team agents with distinct roles, providing conversation management…49 stars · 6 forksNo one-command install · Source
73883.925agenticcontrolio-twincat-validatormcp · ai-agentsValidates, auto-fixes, and scaffolds Beckhoff TwinCAT 3 XML files with IEC 61131-3 OOP checks and deterministic code quality pipelines.36 stars · 10 forksNo one-command install · Source
73983.889youtube-marketing-skillsmcp · ai-agentsMCP server that connects AI agents to real YouTube channel analytics and SEO management via OAuth, enabling content strategy, metadata updates, and…38 stars · 9 forksNo one-command install · Source
73983.889booklibmcp · ai-agentsA context engineering tool for AI coding assistants that detects post-training knowledge gaps, resolves them automatically, and delivers team…38 stars · 9 forksNo one-command install · Source
73983.889google-workspace-mcpmcp · ai-agentsMCP server that enables Claude to interact with Google Workspace services including Drive, Docs, Sheets, Slides, Calendar, Gmail, and Contacts.38 stars · 9 forksNo one-command install · Source
74283.876mathematica-mcpmcp · ai-agentsEnables AI agents to run Mathematica code, control live notebooks, and verify results through natural language.48 stars · 6 forksNo one-command install · Source
74383.744mcp-server-lightermcp · ai-agentsExposes Lighter DEX data (volume, points, rank, liquidity, airdrop eligibility) as MCP tools, letting LLM agents query wallet farming stats in natural…43 stars · 7 forksNo one-command install · Source
74483.730makabakaxy-mcp2climcp · ai-agentsConverts MCP servers into CLI tools and AI agent skills with 97% token reduction.63 stars · 4 forksNo one-command install · Source
74583.721pinkpixel-mindbridgemcp · ai-agentsBridges multiple LLM providers including OpenAI, Anthropic, Google, DeepSeek, OpenRouter, and Ollama through a unified interface, enabling comparison…37 stars · 9 forksNo one-command install · Source
74683.715agentskill-mcpmcp · ai-agentsA universal MCP server that enables any MCP-compatible agent to use Anthropic's Claude Agent Skills with progressive disclosure, reducing context…47 stars · 6 forksNo one-command install · Source
74783.631vezlo-src-to-kbmcp · ai-agentsConvert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for…39 stars · 8 forksNo one-command install · Source
74883.625perseusmcp · ai-agentsMCP server with 24 tools for live workspace state resolution. Pre-resolves git status, service health, file queries, memory federation, and…42 stars · 7 forksNo one-command install · Source
74983.589philflowio-davmcp · ai-agentsAI-orchestrated calendars, contacts, and tasks across any CalDAV/CardDAV platform — 26 field-agnostic tools.31 stars · 13 forksNo one-command install · Source
75083.572alphaonedev-ai-memorymcp · ai-agentsPersistent memory for AI agents with semantic, smart, and autonomous retrieval tiers.46 stars · 6 forksNo one-command install · Source
75183.447oanhduong-token-ninjamcp · ai-agentsalso listed as token-ninjaMCP server intercepting deterministic shell commands for local execution, bypassing LLM token usage with 765 built-in patterns.38 stars · 8 forksNo one-command install · Source
75183.447think-toolmcp · ai-agentsProvides Claude with a dedicated workspace for structured reasoning through four specialized tools that enable recording, retrieving, clearing, and…38 stars · 8 forksNo one-command install · Source
75483.427kaprukamcp · ai-agentsConnect AI agents to Kapruka's live product catalog — Sri Lanka's largest e-commerce platform.21 stars · 15 forksNo one-command install · Source
75483.427vsphere-mcp-servermcp · ai-agentsA comprehensive MCP server for VMware vSphere management, enabling AI agents to perform VM operations, monitoring, snapshots, and reporting through a…21 stars · 15 forksNo one-command install · Source
75683.388cc-toolscli · ai-agentsHigh-performance Go implementation of Claude Code hooks and utilities. Provides smart linting, testing, and statusline generation with minimal…50 stars · 5 forksNo one-command install · Source
75783.370pywinauto-mcpmcp · ai-agentsA Windows computer use agent — FastMCP server that gives AI assistants hands on the real desktop: windows, UI elements, mouse, keyboard, screenshots…32 stars · 11 forksNo one-command install · Source
75783.370mcp-from-scratch-servermcp · ai-agentsA fully working MCP server built from scratch in plain Node.js, implementing tools, resources, prompts, notifications, and sampling according to the…32 stars · 11 forksNo one-command install · Source
75983.362v0v1kkk-dotnetmetadatamcpservermcp · ai-agentsProvides AI agents with detailed type information from .NET projects including assembly exploration, namespace discovery, type reflection, and NuGet…30 stars · 13 forksNo one-command install · Source
76083.292octsshmcp · ai-agentsProvides LLMs with safe, controllable, and stateful SSH access to shell environments, enabling remote command execution and file transfers with async…44 stars · 6 forksNo one-command install · Source
76083.292yiwenlu66-pilotymcp · ai-agentsAI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process…44 stars · 6 forksNo one-command install · Source
76083.292codex-mcp-asyncmcp · ai-agentsEnables Claude Code to run OpenAI Codex (GPT-5) tasks asynchronously in the background, filtering out thinking logs to save 95% context tokens and…44 stars · 6 forksNo one-command install · Source
76383.288ocean-zhc-apache-seatunnelmcp · ai-agentsInteract with SeaTunnel through LLM interfaces like Claude.33 stars · 10 forksNo one-command install · Source
76483.287ansys-aedt-mcpmcp · ai-agentsalso listed as laplaceyoung-ansys-aedtEnables AI agents to control Ansys Electronics Desktop (HFSS, Maxwell, Q3D, etc.) using MCP tools for simulation automation.40 stars · 7 forksNo one-command install · Source
76683.216mcp-arenamcp · ai-agentsA production-ready Python library for building MCP servers with agent orchestration and domain-specific presets for platforms like GitHub, Slack, and…9 stars · 19 forksNo one-command install · Source
76783.145omniseekmcp · ai-agentsYour agent seeks what search can't find. A self-hosted perception MCP server that transcribes speech, reads behind logins, sees images and video…48 stars · 5 forksNo one-command install · Source
76883.134local-skills-mcpmcp · ai-agentsA universal MCP server that enables any LLM or AI agent to access expert skills from your local filesystem.39 stars · 7 forksNo one-command install · Source
76883.134meshymcp · ai-agentsGenerates and edits 3D models from text and image prompts using the Meshy AI platform.39 stars · 7 forksNo one-command install · Source
76883.134bornpresident-volatilitymcp · ai-agentsIntegrates the Volatility 3 memory forensics framework with Claude and other MCP-compatible LLMs.39 stars · 7 forksNo one-command install · Source
77183.128ninihen1-flow-studiomcp · ai-agentsDebug, build, and manage Microsoft Power Automate cloud flows via AI agents.34 stars · 9 forksNo one-command install · Source
77183.128gabrielmaialva33-winx-code-agentmcp · ai-agentsA high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via…34 stars · 9 forksNo one-command install · Source
77183.128tisu19021997-meta-promptingmcp · ai-agentsTransforms language models into dynamic multi-agent systems where the model alternates between a Conductor role that breaks down complex problems into…34 stars · 9 forksNo one-command install · Source
77183.128un4ckn0wl3z-memmcpmcp · ai-agentsMemory scanning and modification tool that enables Cheat Engine-like functionality for manipulating application memory in Python34 stars · 9 forksNo one-command install · Source
77583.105gh-selvage-lab-selvagemcp · ai-agentsLLM-based code review with AST-powered smart context extraction.36 stars · 8 forksNo one-command install · Source
77682.935ccoutputstylescli · ai-agentsCLI tool and template gallery for customizing Claude Code output styles with pre-built templates. Features over 15 templates at the time of writing!55 stars · 4 forksNo one-command install · Source
77782.910cove-book-forge-mcpmcp · ai-agentsTurns PDF or EPUB books into reusable AI analysis, Obsidian notes, and agent Skills that can be installed into Codex, Claude Code, or other MCP…33 stars · 9 forksNo one-command install · Source
77882.879mcpspendmcp · ai-agentsTrack MCP tool call costs, latency, and errors across AI agent sessions with budget alerts and attribution.104 stars · 2 forksNo one-command install · Source
77982.857napari-mcp-servermcp · ai-agentsMCP server for remote control of napari viewers via Model Context Protocol, enabling AI-assisted microscopy analysis with Claude Desktop and other LLM…41 stars · 6 forksNo one-command install · Source
78082.840tstockham96-engrammcp · ai-agentsIntelligent agent memory with semantic recall, automatic consolidation, contradiction detection, and bi-temporal knowledge graph. 80% on LOCOMO…46 stars · 5 forksNo one-command install · Source
78182.834gh-mcp-servermcp · ai-agentsAn MCP server that enables designers to interact with Rhino and Grasshopper via LLMs, analyze .3dm files, perform 3D modeling, and automatically…31 stars · 10 forksNo one-command install · Source
78282.804mcp-typescript-startermcp · ai-agentsA feature-complete MCP server template in TypeScript demonstrating tools, resources, prompts, and both stdio and HTTP transports.8 stars · 19 forksNo one-command install · Source
78382.707automobilemcp · ai-agentsAn MCP server that enables AI agents to control Android and iOS devices via natural language, using platform tools like adb and simctl.45 stars · 5 forksNo one-command install · Source
78382.707vinvaimcp · ai-agentsRuns, tests, and finds issues in your Python services with zero code changes, then helps your AI agent fix what breaks and proves it with acceptance…45 stars · 5 forksNo one-command install · Source
78582.692claude-code-agent-teams-exercisesworkflow · ai-agentsPractical exercises for Claude Code Agent Teams - 6 exercises + 2 capstones covering team creation, task coordination, quality hooks, and parallel…32 stars · 9 forksNo one-command install · Source
78682.686instrmcpmcp · ai-agentsMCP server for quantum device physics laboratory instrumentation control, enabling LLMs to interact with physics instruments and measurement systems…34 stars · 8 forksNo one-command install · Source
78782.658superbased-observermcp · ai-agentsLocal MCP server that lets your AI coding agent query its own cross-tool project history - file/command freshness, past test failures, cost & token…40 stars · 6 forksNo one-command install · Source
78882.639ai-mocksworkflow · ai-agentsMock HTTP/SSE and LLM servers, inspired by wiremock, with response streaming and SSE52 stars · 4 forksNo one-command install · Source
78882.639codex-mcp-gomcp · ai-agentsWraps OpenAI's Codex CLI as an MCP server, enabling AI clients like KiloCode, Roo Code, and Cline to leverage Codex for code generation, debugging…52 stars · 4 forksNo one-command install · Source
79082.609simplemindedbot-mnemexmcp · ai-agentsHuman-like temporal memory for AI assistants that naturally fades over time unless reinforced through use, mimicking the Ebbinghaus forgetting curve36 stars · 7 forksNo one-command install · Source
79082.609acp-to-mcp-adaptermcp · ai-agentsalso listed as i-am-bee-acp-mcpBridges Agent Communication Protocol (ACP) agents with Model Context Protocol (MCP) applications, allowing MCP clients such as Claude Desktop to…36 stars · 7 forksNo one-command install · Source
79382.607yunaga224-obsidian-memorymcp · ai-agentsStores conversation memories as Obsidian-compatible Markdown files with YAML frontmatter and [[link]] syntax, enabling knowledge graph visualization…30 stars · 10 forksNo one-command install · Source
79482.546kyros-aimemory · ai-agentsUse when the agent's memory needs to resolve its own contradictions and forget on a schedule.96 stars · 2 forksNo one-command install · Source
79582.518pr-agent-mentoringcli · ai-agentsPull request agent for code reviews and mentoring4 stars · 26 forksNo one-command install · Source
79682.505gemini-superclaude-mcp-servermcp · ai-agentsEnhances Gemini CLI with SuperClaude Framework v4.0.9, providing 22 specialized commands, 14 domain-expert agents, and integration with 6 MCP servers…39 stars · 6 forksNo one-command install · Source
79782.493drhalto-agentmakomcp · ai-agentsLocal-first codebase intelligence MCP server for AI coding agents with structured project context discovery.51 stars · 4 forksNo one-command install · Source
79782.493mcp-sdd-servermcp · ai-agentsAn MCP server implementing Spec-Driven Development workflows for AI-agent CLIs and IDEs like Claude Code and Cursor, enabling spec-first development…51 stars · 4 forksNo one-command install · Source
79982.468abhishekbhakat-airflowmcp · ai-agentsBridges Claude with Apache Airflow, enabling direct interaction with workflow orchestration through read-only or full-access modes for listing…33 stars · 8 forksNo one-command install · Source
80082.410itential-mcp-servermcp · ai-agentsMCP server for connecting LLMs to Itential Platform, enabling network automation, workflow orchestration, and platform monitoring.35 stars · 7 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