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
Lowest 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
440169.8096bypawel-tachibotmcp · ai-agentsMulti-model orchestration running OpenAI, Google, Anthropic, xAI, Perplexity, and OpenRouter in parallel for cross-validation13 stars · 3 forksNo one-command install · Source
440270.0144overquotaai-chatterboxio-mcp-servermcp · ai-agentsMCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and…10 stars · 6 forksNo one-command install · Source
440370.0144xieemengxin-memory-inspectormcp · ai-agentsExposes Windows process memory debugging capabilities through ~50 tools for memory scanning, reading, writing, disassembly, and DLL injection via a…10 stars · 6 forksNo one-command install · Source
440470.0144phononx-cv-mcp-servermcp · ai-agentsMCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct…10 stars · 6 forksNo one-command install · Source
440570.1272screen-capture-mcpmcp · ai-agentsAn MCP server that enables Claude Code and other MCP clients to take screenshots of the full screen or specific windows, with support for repeated…6 stars · 7 forksNo one-command install · Source
440670.1272gep-mcp-servermcp · ai-agentsExposes GEP (Genome Evolution Protocol) evolution capabilities to MCP-compatible AI agents, enabling memory recall, evolution cycles, and…6 stars · 7 forksNo one-command install · Source
440770.1497worldlabs-mcpmcp · ai-agentsMCP gateway to World Labs Marble + Spark 2.0 for generating navigable 3D worlds from text, images, panoramas, multi-view sets, or video, and grounding…22 stars · 1 forkNo one-command install · Source
440870.2041vivaldo-product-discoverymcp · ai-agentsPublic read-only MCP server for Vivaldo.shop, a European online store for MacBook cases, iPad cases, laptop sleeves, keyboard covers, screen…7,716 installsNo commit datelisted No one-command install · Source
440970.2207chiplabmcp · ai-agentsMCP server for simulating firmware on virtual microcontroller instances, allowing AI agents to upload, run, and read UART output from supported boards…16 stars · 2 forksNo one-command install · Source
441070.2207gpt-web-codexmcp · ai-agentsEnables local code execution via Codex (Luna) through MCP, using ChatGPT Web conversations as a planner. Provides file, terminal, and code execution…16 stars · 2 forksNo one-command install · Source
441170.2207nix-agentmcp · ai-agentsA local MCP server for trusted NixOS automation that enables inspecting files, applying patch sets, and validating/switching NixOS or Home Manager…16 stars · 2 forksNo one-command install · Source
441270.2207protein-design-mcpmcp · ai-agentsAn MCP server that gives LLM agents access to computational protein design tools.16 stars · 2 forksNo one-command install · Source
441370.3223venv-managermcp · ai-agentsPython venv runtime for AI agents. MCP server exposing list/create/describe/install/run/exec/snapshot/rollback/scan as typed tools50 starsNo one-command install · Source
441470.3574honeybluesky-apple-remembersmcp · ai-agentsEnables AI assistants to access and save memories from Apple Notes on remote macOS systems via SSH connections, providing memory recall for notes…12 stars · 4 forksNo one-command install · Source
441570.3574gr3enarr0w-claude-code-prompt-engineermcp · ai-agentsAutomatically detects programming languages and task types from natural language requests, then generates optimized, structured prompts with…12 stars · 4 forksNo one-command install · Source
441670.3574vertex-ai-memory-bank-mcp-servermcp · ai-agentsEnables LLMs to generate and retrieve long-term memories using Vertex AI Memory Bank, with tools for memory initialization, generation, retrieval…12 stars · 4 forksNo one-command install · Source
441770.3574egoist-claude-codemcp · ai-agentsBridges Claude Code agent capabilities through a task delegation tool that accepts natural language coding descriptions, manages sessions for…12 stars · 4 forksNo one-command install · Source
441870.3574mattjoyce-mcp-persona-sessionsmcp · ai-agentsEnable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations…12 stars · 4 forksNo one-command install · Source
441970.3574preflight-dev-preflightmcp · ai-agents24-tool MCP server for Claude Code that catches vague prompts before they waste tokens. Includes 12-category prompt scorecards, session history search…12 stars · 4 forksNo one-command install · Source
442070.3574workspace-agent-relay-mcpmcp · ai-agentsA local relay and dashboard that enables ChatGPT Workspace Agents to stream real-time updates—plan, progress, tool calls, and results—back to the…12 stars · 4 forksNo one-command install · Source
442170.3574dsh-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…12 stars · 4 forksNo one-command install · Source
442270.3574mcpfindermcp · ai-agentsAI-first MCP server discovery tool that enables agents to search, inspect, and install MCP servers from multiple registries.12 stars · 4 forksNo one-command install · Source
442370.4179sammyl720-dall-e-image-generatormcp · ai-agentsIntegrates DALL-E 3 for on-demand generation of custom images from text prompts.11 stars · 5 forksNo one-command install · Source
442470.4179sdairs-claudekeepmcp · ai-agentsIntegrates a personal knowledge management system for storing, retrieving, and organizing conversation notes locally.11 stars · 5 forksNo one-command install · Source
442570.4179stm32-mcp-docsmcp · ai-agentsMCP server that provides semantic search and documentation for STM32 microcontrollers, with specialized agents and slash commands for embedded…11 stars · 5 forksNo one-command install · Source
442670.4179muapimcp · ai-agentsAccess 400+ generative AI models directly from your AI assistant — generate images (FLUX, Midjourney, GPT-4o), create videos (Veo3, Kling), make music…11 stars · 5 forksNo one-command install · Source
442770.4179universal-agent-gateway-uagmcp · ai-agentsEnables AI agents to interpret Form.io form schemas and automate structured data collection and agentic workflows through the Model Context Protocol.11 stars · 5 forksNo one-command install · Source
442870.4179formio-uagmcp · ai-agentsUniversal Agent Gateway enabling agentic automation with Form.io forms and workflows.11 stars · 5 forksNo one-command install · Source
442970.4179jleechanorg-agent-mailmcp · ai-agentsMulti-agent coordination through structured mailbox messaging with file reservations and Git-backed persistence11 stars · 5 forksNo one-command install · Source
443070.6019claude-rules-doctorcli · ai-agentsCLI that detects dead `.claude/rules/` files by checking if `paths:` globs actually match files in your repo. Catches silent rule failures where…14 stars · 3 forksNo one-command install · Source
443170.6019linksee-memorymcp · ai-agentsLocal-first structured memory with semantic layers, token-efficient file reading, and cross-agent portability.14 stars · 3 forksNo one-command install · Source
443270.6019midas-memory-mcpmcp · ai-agentsLocal-first, source-traceable memory for AI agents — no LLM at ingest, $0 per message, zero data egress. Gives Claude Code, Cursor, and any MCP client…14 stars · 3 forksNo one-command install · Source
443370.6019camgitt-memoirmcp · ai-agentsPersistent memory layer for AI coding tools that syncs context across sessions, tools, and machines.14 stars · 3 forksNo one-command install · Source
443470.6019neurodockmcp · ai-agentsA local-first cognitive substrate for neurodivergent professionals. Gives Claude memory, a sense of time, a translator for corporate ambiguity, and a…14 stars · 3 forksNo one-command install · Source
443570.6019paranoia-localmcp · ai-agentsA local MCP server that provides adversarial code review by having one frontier agent (Claude Code or Codex) critique code changes using the other…14 stars · 3 forksNo one-command install · Source
443670.6019tykolt-kremismcp · ai-agentsDeterministic knowledge graph MCP server. Single binary, zero LLM/embedding calls in the bridge, BLAKE3 state hashing, canonical KREX export for…14 stars · 3 forksNo one-command install · Source
443770.6132mourad-ghafiri-youtube-transcriptionmcp · ai-agentsDownloads YouTube audio and transcribes speech to text using OpenAI Whisper with voice activity detection, parallel processing, and intelligent…52 starsNo commit datelisted No one-command install · Source
443870.6409kukapay-pumpswap-mcpmcp · ai-agentsEnabling AI agents to interact with PumpSwap for real-time token swaps and automated on-chain trading.7 stars · 7 forksNo one-command install · Source
443970.6409wonderwhy-er-desktop-commandermcp · ai-agentsEnables Claude to execute terminal commands and edit files on your local machine through a secure, diff-based approach with command blacklisting and…7 stars · 7 forksNo one-command install · Source
444070.6409mcp-swapwizardmcp · ai-agentsDeFi execution layer for AI agents - swap, zap in/out of LP, route across AMMs on 5 EVM chains.7 stars · 7 forksNo one-command install · Source
444170.8051axon-promcp · ai-agentsTransforms codebases into structural knowledge graphs for AI agents and developers, providing precise architectural awareness and dependency mapping.54 starsNo one-command install · Source
444270.8273mcp-thinking-servermcp · ai-agentsA powerful MCP server that enhances LLMs with advanced sequential thinking capabilities, supporting 19 thinking modes for structured reasoning and…17 stars · 2 forksNo one-command install · Source
444370.8273cdpath-chatgpt-appmcp · ai-agentsEnables interaction with the ChatGPT macOS app through AppleScript automation, allowing tools to send prompts via keyboard input simulation without…17 stars · 2 forksNo one-command install · Source
444470.8273graphiti-mcp-demomcp · ai-agentsEnables AI agents to build real-time knowledge graphs using Zep's Graphiti memory, persisting context in Neo4j.17 stars · 2 forksNo one-command install · Source
444570.8273image-gen-mcp-servermcp · ai-agentsA multi-provider MCP server that enables AI agents to generate and edit images across OpenAI, Google Gemini, Azure, Vertex, and OpenRouter with a…17 stars · 2 forksNo one-command install · Source
444670.8273langsmith-mcp-servermcp · ai-agentsTypeScript MCP server that enables AI agents to manage LangSmith traces, prompts, datasets, experiments, and billing through natural language.17 stars · 2 forksNo one-command install · Source
444770.8273ble-mcp-servermcp · ai-agentsA stateful Bluetooth Low Energy (BLE) MCP server that enables AI agents to scan, connect, read/write characteristics, and subscribe to notifications…17 stars · 2 forksNo one-command install · Source
444870.8273sophymarine-openregistrymcp · ai-agentsConnects AI agents to official company registry data from 30 countries for due diligence, ownership analysis, and business verification.17 stars · 2 forksNo one-command install · Source
444970.8273ashfordeou-graspmcp · ai-agentsCodebase dependency analysis, architecture mapping, and security scanning for AI agents.17 stars · 2 forksNo one-command install · Source
445070.8273zaxymcp · ai-agentsZaxy turns agent work into durable, auditable memory: a hash-chained Eventloom log as the source of truth, an embedded temporal knowledge graph for…17 stars · 2 forksNo one-command install · Source
445170.9698flowllm-ai-financemcp · ai-agentsOrchestrates multi-step financial research workflows by combining web search, data scraping, and market APIs to automatically extract security codes…24 stars · 1 forkNo one-command install · Source
445270.9698seanfdz-agentbridgemcp · ai-agentsControl Classic Mac OS (System 7–9) from AI agents via shared folder protocol.24 stars · 1 forkNo one-command install · Source
445370.9698coderadiusmcp · ai-agentsEnables AI agents to query architecture context, data contracts, and blast radius to prevent cross-repo architectural breakage before merging.24 stars · 1 forkNo one-command install · Source
445470.9908hermesmcp · ai-agentsHermes is a boilerplate for building agent-ready tools with a shared TypeScript core, enabling a single operation to be used as a CLI command, local…56 starsNo one-command install · Source
445571.0889kicktipp-agentmcp · ai-agentsMCP server for kicktipp.com that enables AI assistants to view match data, leaderboards, and place bets through natural language.8 stars · 7 forksNo one-command install · Source
445671.1281open-paper-trading-mcpmcp · ai-agentsProvides AI agents with tools for paper trading stocks, options, ETFs, and bonds, including advanced options strategies and risk analysis, using real…13 stars · 4 forksNo one-command install · Source
445771.3813is-even-mcpmcp · ai-agentsHelps AI agents determine whether a number is even or not.18 stars · 2 forksNo one-command install · Source
445871.3813medsci-agentmcp · ai-agentsAn open source biomedical research agent that provides LLMs with 28 tools for drug discovery, protein analysis, literature search, medical imaging…18 stars · 2 forksNo one-command install · Source
445971.3813anaisbetts-computer-usemcp · ai-agentsControl a local desktop — mouse, keyboard, screenshots, and drag — compatible with OpenAI Computer Use Agent spec.18 stars · 2 forksNo one-command install · Source
446071.3813keshrath-agent-knowledgemcp · ai-agentsCross-session memory for AI agents with knowledge graph, scoring, and semantic search.18 stars · 2 forksNo one-command install · Source
446171.3813agent-knowledgemcp · ai-agentsEnables cross-session memory and recall for AI coding assistants through a git-synced knowledge base, hybrid semantic and TF-IDF search across tool…18 stars · 2 forksNo one-command install · Source
446271.3813knowingmcp · ai-agentsContent-addressed code graph for AI agents with tools for impact analysis, dependency tracing, and context generation.18 stars · 2 forksNo one-command install · Source
446371.3813excel-vision-mcpmcp · ai-agentsEnables AI agents to read Excel files with full content extraction, including embedded images, cell data, formulas, and merged cells, returning…18 stars · 2 forksNo one-command install · Source
446471.3835mcp-document-convertermcp · ai-agentsConverts documents between multiple formats (Markdown, HTML, DOCX, PDF, Text) enabling AI agents to easily transform documents.12 stars · 5 forksNo one-command install · Source
446571.3835claude-presencemcp · ai-agentsMinimal MCP server for inter-session coordination between parallel Claude Code instances, providing presence registry, advisory resource locks, and a…12 stars · 5 forksNo one-command install · Source
446671.3835codeviramcp · ai-agentsPersistent memory and project context for coding agents with context graph, semantic search, roadmap tracking, and session logging.12 stars · 5 forksNo one-command install · Source
446771.3838vision-memory-mcpmcp · ai-agentsPersistent visual cache for LLM-driven software development. Caches screenshots using perceptual hashing, vector search, and AX trees to prevent token…60 starsNo one-command install · Source
446871.4128airi-androidmcp · ai-agentsA MCP server that enables LLMs to control Android devices via ADB, supporting input, UI hierarchy, device management, and shell commands.15 stars · 3 forksNo one-command install · Source
446971.4128madebyaris-agent-orchestrationmcp · ai-agentsCoordinates multiple agents working on the same project by providing shared memory, task queuing with dependencies, and resource locking to prevent…15 stars · 3 forksNo one-command install · Source
447071.4128agent-orchestrationmcp · ai-agentsA Model Context Protocol (MCP) server that enables multiple AI agents to share memory, coordinate tasks, and collaborate effectively across IDEs and…15 stars · 3 forksNo one-command install · Source
447171.4128keshrath-agent-tasksmcp · ai-agentsPipeline task management for AI agents with stages, dependencies, artifacts, and claiming.15 stars · 3 forksNo one-command install · Source
447271.4128agent-tasksmcp · ai-agentsEnables pipeline-driven task management for AI coding agents, with stage-gated workflows, dependency tracking, artifact versioning, and multi-agent…15 stars · 3 forksNo one-command install · Source
447371.4128jimmyracheta-ai-runtime-guardmcp · ai-agentsRuntime policy enforcement for AI agents - prevents accidental damage to your systems, unauthorized agent access and automates backup-before-write for…15 stars · 3 forksNo one-command install · Source
447471.4128gh-magna-nz-aspnetcore-debuggermcp · ai-agentsGive AI agents interactive .NET and ASP.NET Core debugging capabilities via MCP.15 stars · 3 forksNo one-command install · Source
447571.4427accordomcp · ai-agentsA YAML-driven workflow guidance MCP server that enables AI coding agents to follow structured development workflows with real-time state tracking and…5 stars · 8 forksNo one-command install · Source
447671.6228pinperepette-agd-memorymcp · ai-agentsMCP server for persistent project memory in AGD format, with 4 tools for saving, retrieving, and searching project-specific context with efficient…26 stars · 1 forkNo one-command install · Source
447771.6336finclawmcp · ai-agentsMCP server that provides AI agents with financial tools including real-time quotes, backtesting, technical analysis, and multi-exchange data via a…1 star · 13 forksNo one-command install · Source
447871.9204spyrae-conciliummcp · ai-agentsMulti-agent consultation framework that enables parallel queries to OpenAI, Gemini, Qwen, and DeepSeek with fallback chains and error detection.14 stars · 4 forksNo one-command install · Source
447971.9204cc2ccmcp · ai-agentsEnables file-based agent-to-agent communication between Claude Code instances on the same machine, using MCP channels and plain JSON files.14 stars · 4 forksNo one-command install · Source
448071.9204tiktok-viral-factorymcp · ai-agentsEnables automated generation and publishing of TikTok Shop Affiliate videos using 7 AI agents. Integrates research, script writing, video production…14 stars · 4 forksNo one-command install · Source
448171.9204alpadalar-netops-mcpmcp · ai-agentsComprehensive DevOps and networking MCP server providing standardized access to essential infrastructure tools. Features network monitoring, system…14 stars · 4 forksNo one-command install · Source
448271.9204murmurmcp · ai-agentsEncrypted agent-to-agent messaging for AI agents via NATS JetStream, enabling autonomous, secure communication and collaborative workflows.14 stars · 4 forksNo one-command install · Source
448371.9204wynelson94-longhandmcp · ai-agentsPersistent local memory for Claude Code sessions by indexing tool calls, file edits, and thinking blocks with semantic recall.14 stars · 4 forksNo one-command install · Source
448471.9229getcacheoverflow-cacheoverflowmcp · ai-agentsAI agent knowledge marketplace where agents share solutions and earn tokens. Search, publish, and unlock previously solved problems to reduce token…19 stars · 2 forksNo one-command install · Source
448571.9229xuanmusec-gefmcp · ai-agentsRemote GDB Enhanced Features debugging with multi-session support, memory inspection, and heap analysis.19 stars · 2 forksNo one-command install · Source
448671.9229instrumentsmcpmcp · ai-agentsEnables AI agents to profile iOS/macOS apps using Xcode Instruments, automate simulator interactions, and get structured performance data for…19 stars · 2 forksNo one-command install · Source
448771.9229polyg-mcpmcp · ai-agentsA multi-graph memory MCP server that traces cause-effect chains across semantic, entity, temporal, and causal graphs to answer 'why' questions with…19 stars · 2 forksNo one-command install · Source
448871.9229e18emcp · ai-agentsAdvises agents on modern and performant JavaScript package alternatives19 stars · 2 forksNo one-command install · Source
448971.9229pilinkmcp · ai-agentsAn OAuth-protected MCP server exposing a coding-tool harness over Streamable HTTP, enabling remote MCP clients like ChatGPT to securely access a local…19 stars · 2 forksNo one-command install · Source
449071.9261knowlmcp · ai-agentsPersistent AI agents memory for Claude, Codex, Cursor... that is always current.27 stars · 1 forkNo one-command install · Source
449171.9261rigour-mcpmcp · ai-agentsEnables AI agents to self-govern by scanning code for hardcoded secrets, structural violations, and AI drift in real-time, providing fix packets for…27 stars · 1 forkNo one-command install · Source
449271.9261rigourmcp · ai-agentsQuality gates for AI agents with lint, test, and build checks with memory persistence.27 stars · 1 forkNo one-command install · Source
449372.0720abhinav-mangla-think-toolmcp · ai-agentsProvides a structured thought process management system for maintaining explicit reasoning steps, policy verification, and tool output analysis…16 stars · 3 forksNo one-command install · Source
449472.0720azure-openai-llm-cookbookworkflow · ai-agentsA one-stop hub with 100+ Azure OpenAI sample code organized by topic for quick reference16 stars · 3 forksNo one-command install · Source
449572.0720samyuan1990-i18n-agent-actionmcp · ai-agentsTranslation tools for text, URLs, and files including audio via speech-to-text16 stars · 3 forksNo one-command install · Source
449672.0720nmap-mcpmcp · ai-agentsA production-ready MCP server that wraps Nmap to enable AI agents to perform automated network security assessments, including port scanning, host…16 stars · 3 forksNo one-command install · Source
449772.0720thomasdavis-blahmcp · ai-agentsOpen-source ecosystem for creating, testing, and sharing AI agent tools with a visual flow editor, simulation environment, and decentralized tool…16 stars · 3 forksNo one-command install · Source
449872.0720sperax-ecosystem-crypto-defi-mcp-servermcp · ai-agentsMCP server for Sperax DeFi ecosystem that enables AI agents to interact with USDs stablecoin, SPA governance, staking, and yield farms on Arbitrum and…16 stars · 3 forksNo one-command install · Source
449972.0720nirholas-sperax-defimcp · ai-agentsProvides AI agents with access to the Sperax DeFi ecosystem on Arbitrum, including USDs stablecoin operations, SPA governance, veSPA staking, and…16 stars · 3 forksNo one-command install · Source
450072.0720claude-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…16 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