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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
110170.579kukapay-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
110270.564paranoia-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
110270.564neurodockmcp · 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
110270.564tykolt-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
110270.564camgitt-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
110270.564midas-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
110270.564linksee-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
110270.564airi-androidmcp · ai-agentsA MCP server that enables LLMs to control Android devices via ADB, supporting input, UI hierarchy, device management, and shell commands.14 stars · 3 forksNo one-command install · Source
110970.383jleechanorg-agent-mailmcp · ai-agentsMulti-agent coordination through structured mailbox messaging with file reservations and Git-backed persistence11 stars · 5 forksNo one-command install · Source
110970.383formio-uagmcp · ai-agentsalso listed as universal-agent-gateway-uagUniversal Agent Gateway enabling agentic automation with Form.io forms and workflows.11 stars · 5 forksNo one-command install · Source
110970.383stm32-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
110970.383sdairs-claudekeepmcp · ai-agentsIntegrates a personal knowledge management system for storing, retrieving, and organizing conversation notes locally.11 stars · 5 forksNo one-command install · Source
110970.383sammyl720-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
111570.328mcpfindermcp · 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
111570.328workspace-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
111570.328preflight-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
111570.328mattjoyce-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
111570.328egoist-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
111570.328vertex-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
111570.328gr3enarr0w-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
111570.328honeybluesky-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
112370.315venv-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
112470.210protein-design-mcpmcp · ai-agentsAn MCP server that gives LLM agents access to computational protein design tools.16 stars · 2 forksNo one-command install · Source
112470.210pilinkmcp · 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…16 stars · 2 forksNo one-command install · Source
112470.210nix-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
112470.210gpt-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
112470.210chiplabmcp · 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
112970.204vivaldo-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
113070.137worldlabs-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
113170.060gep-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
113170.060screen-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
113369.986phononx-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
113369.986xieemengxin-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
113369.986overquotaai-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
113669.786memory-pickle-mcpmcp · ai-agentsProject management and session memory for AI agents that provides 13 tools for tracking projects, tasks, and context during AI coding sessions.21 stars · 1 forkNo one-command install · Source
113669.786s60yucca-mnemosmcp · ai-agentsPersistent memory engine for AI coding agents. Stores architecture decisions, bug root causes, and project conventions across sessions. Single Go…21 stars · 1 forkNo one-command install · Source
113869.750bypawel-tachibotmcp · ai-agentsalso listed as tachibot-mcpMulti-model orchestration running OpenAI, Google, Anthropic, xAI, Perplexity, and OpenRouter in parallel for cross-validation13 stars · 3 forksNo one-command install · Source
113869.750kairnmcp · ai-agentsProvides AI assistants with a persistent knowledge graph and experience memory, featuring context-aware routing, progressive disclosure, decay-based…13 stars · 3 forksNo one-command install · Source
113869.750wklee610-kafka-mcpmcp · ai-agentsMCP server for Apache Kafka that allows LLM agents to inspect topics, consumer groups, and safely manage offsets (reset, rewind).13 stars · 3 forksNo one-command install · Source
113869.750synapse-layermcp · ai-agentsZero-knowledge memory layer for AI agents with differential privacy and AES-256 encryption.13 stars · 3 forksNo one-command install · Source
113869.750junfei-z-overleafmcp · ai-agentsalso listed as overleaf-claude-mcpRead, write, and push LaTeX files in Overleaf projects directly through Claude with efficient patch operations.13 stars · 3 forksNo one-command install · Source
113869.750swift-sourcekit-lspmcp · ai-agentsIntegrates with Apple's SourceKit-LSP to provide advanced static analysis and architectural insights for Swift codebases, offering Protocol-Oriented…13 stars · 3 forksNo one-command install · Source
113869.750brainboxmcp · ai-agentsHebbian memory for AI agents that learns file patterns, predicts next tools, and saves tokens.13 stars · 3 forksNo one-command install · Source
114769.659claude-wilder-mcpmcp · ai-agents# Claude Wilder — Transmissions from the Garden An open MCP server for an AI-authored publication at [claudereviews.com](https://claudereviews.com)…7,305 installsNo commit datelisted No one-command install · Source
114869.545octobrainmcp · ai-agentsPersistent memory for AI assistants — store insights, decisions, and knowledge that survives across conversations.15 stars · 2 forksNo one-command install · Source
114869.545naja-scopemcp · ai-agentsMCP server for elaborated SystemVerilog and gate-level netlists. Agents query design structure against a real elaboration - what drives this net, what…15 stars · 2 forksNo one-command install · Source
114869.545aliceljy-recallnestmcp · ai-agentsPersistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini CLI). Hybrid retrieval (vector + BM25), cross-encoder reranking…15 stars · 2 forksNo one-command install · Source
114869.545deepadbmcp · ai-agentsalso listed as fullread-deepadbA comprehensive MCP server that enables AI agents to interact with Android devices through Android Debug Bridge (ADB), offering 198 tools for device…15 stars · 2 forksNo one-command install · Source
114869.545mimo-3-imagenatemcp · ai-agentsMulti-provider image generation supporting Google Gemini, OpenAI gpt-image, and BFL FLUX models with configurable resolution and aspect ratios.15 stars · 2 forksNo one-command install · Source
114869.545graphpilotmcp · ai-agentsStructural memory for coding agents — 60% fewer tokens, refactor-safe, runs entirely on your machine.15 stars · 2 forksNo one-command install · Source
114869.545remembramcp · ai-agentsPersistent memory layer with entity resolution, temporal decay, and graph-aware recall.15 stars · 2 forksNo one-command install · Source
114869.545minicpm-vision-mcpmcp · ai-agents为DeepSeek、Claude Desktop等AI助手提供本地视觉能力，支持图片描述和视频帧分析，数据不出机。15 stars · 2 forksNo one-command install · Source
114869.545agent-knowledgemcp · ai-agentsalso listed as keshrath-agent-knowledgeEnables cross-session memory and recall for AI coding assistants through a git-synced knowledge base, hybrid semantic and TF-IDF search across tool…15 stars · 2 forksNo one-command install · Source
114869.545kawaiidra-mcpmcp · ai-agentsMCP server that integrates Ghidra for binary analysis, enabling decompilation, disassembly, and advanced reverse engineering tasks through Claude…15 stars · 2 forksNo one-command install · Source
114869.545protocol-lattice-memory-bankmcp · ai-agentsVector-native AI agent memory with multi-backend storage, shared spaces with ACL controls, and semantic search15 stars · 2 forksNo one-command install · Source
114869.545boost-securitymcp · ai-agentsSafeguards coding agents against adding vulnerable packages into projects15 stars · 2 forksNo one-command install · Source
116269.508blendermcpmcp · ai-agentsMCP server that integrates Blender with CSM.ai 3D assets and LLM agents, enabling AI-assisted 3D modeling and animation through natural language…19 forksNo one-command install · Source
116369.489nex-crm-nexmcp · ai-agentsUnified knowledge graph and memory layer for AI agents across tools and conversations.44 starsNo commit datelisted No one-command install · Source
116469.387ignav-flightsmcp · ai-agentsHosted MCP server providing live flight prices, booking links, and airport lookup for AI agents and travel apps.7,205 installsNo commit datelisted No one-command install · Source
116569.349withoneai-mcpmcp · ai-agentsConnect AI agents to 250+ apps through a single MCP server with managed authentication.11 stars · 4 forksNo one-command install · Source
116569.349shortcuts-mcpmcp · ai-agentsConnects LLMs to your macOS Shortcuts library, enabling interactive workflows, discovery, and management through AppleScript and CLI integration.11 stars · 4 forksNo one-command install · Source
116569.349docker-swarm-mcp-servermcp · ai-agentsA production-ready MCP server for Docker Swarm that provides full control over services, stacks, configs, and secrets with smart context preservation…11 stars · 4 forksNo one-command install · Source
116569.349joshualelon-deep-researchmcp · ai-agentsIntegrates multiple AI agents to conduct in-depth research on complex topics with customizable tones, providing detailed progress reporting and error…11 stars · 4 forksNo one-command install · Source
116969.273mem-portmcp · ai-agentsalso listed as mem-port-2A local MCP server providing portable, long-term agentic memory through an embedded knowledge graph and semantic search, allowing multiple AI copilots…20 stars · 1 forkNo one-command install · Source
116969.273mcpgrademcp · ai-agentsGrades MCP servers on agent usability (A–F) — description quality, schema design, tool naming and token cost, the properties that decide whether a…20 stars · 1 forkNo one-command install · Source
116969.273symbolpeek-mcpmcp · ai-agentsSemantic code intelligence MCP server for TypeScript/JavaScript codebases, enabling AI agents to retrieve specific symbols, types, and relationships…20 stars · 1 forkNo one-command install · Source
117369.255mishrasanjeev-agenticorgmcp · ai-agentsMulti-agent platform with integrations for finance, HR, marketing, and operations workflows.10 stars · 5 forksNo one-command install · Source
117369.255lians-agent-memorymcp · ai-agentsLocal-first bitemporal memory for AI agents with deterministic supersession, point-in-time recall, erasure proofs, and tamper-evident audit history.10 stars · 5 forksNo one-command install · Source
117369.255garmin-mcpmcp · ai-agentsLocal-first MCP server that connects AI agents to your Garmin sleep, HRV, Body Battery, stress, training readiness and activities, keeping tokens on…10 stars · 5 forksNo one-command install · Source
117369.255muapimcp · ai-agentsAccess 400+ generative AI models directly from your AI assistant — generate images (FLUX, Midjourney, GPT-4o), create videos (Veo3, Kling), make music…10 stars · 5 forksNo one-command install · Source
117369.255p6xer-mcp-servermcp · ai-agentsMCP server for parsing, querying, and analyzing Primavera P6 XER files with 13 tools, 3 resources, and 2 prompts.10 stars · 5 forksNo one-command install · Source
117369.255teamsafeai-lifemcp · ai-agentsPersistent identity architecture for AI agents. 16 MCP servers covering drives, emotional relationships, semantic memory with decay, working threads…10 stars · 5 forksNo one-command install · Source
117369.255windchill-mcp-servermcp · ai-agentsComprehensive MCP server for PTC Windchill PLM, providing 64+ tools across 7 agents for part, document, change, workflow, project, data admin, and…10 stars · 5 forksNo one-command install · Source
117369.255euler-ai-blogmcp · ai-agentsBlog posts of Euler AI10 stars · 5 forksNo one-command install · Source
117369.255writingmate-imagegenmcp · ai-agentsProvides image generation across multiple AI providers (OpenAI DALL-E, Google Gemini, Replicate Flux) with unified parameter handling, automatic file…10 stars · 5 forksNo one-command install · Source
117369.255jalehman-sagemcp · ai-agentsProvides tools for sending prompts to Gemini 2.5 Pro with full file context, enabling second opinions and expert code reviews with gitignore-aware…10 stars · 5 forksNo one-command install · Source
117369.255akramiot-mcp-ai-soc-shermcp · ai-agentsMCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent.10 stars · 5 forksNo one-command install · Source
117369.255lroolle-openai-agentsmcp · ai-agentsExposes OpenAI's agent capabilities for web search, file search, and computer actions through specialized agents and a multi-agent orchestrator that…10 stars · 5 forksNo one-command install · Source
117369.255benhaotang-mcp-servermanmcp · ai-agentsalso listed as mcp-servermanServer that manages Claude's configuration for other MCP servers.10 stars · 5 forksNo one-command install · Source
118769.115iwant-fyimcp · ai-agentsDemand-side commerce for AI agents. Tell iwant.fyi what your user wants to buy and get back product matches ranked across multiple sources in a single…6,979 installsNo commit datelisted No one-command install · Source
118869.000sahmk-mcpmcp · ai-agentsOfficial MCP server for interacting with Saudi market data (Sahmk) via natural language queries, enabling stock quotes, company info, and market…12 stars · 3 forksNo one-command install · Source
118869.000memorybuddymcp · ai-agentsA shared memory MCP server for AI agents that provides persistent, semantic memory across sessions and tools, enabling long-term recall and context…12 stars · 3 forksNo one-command install · Source
118869.000csmar-mcpmcp · ai-agentsProvides CSMAR metadata discovery, query feasibility probing, and local materialization for agent workflows, with caching and rate-limit management.12 stars · 3 forksNo one-command install · Source
118869.000cit-mcpmcp · ai-agentsGit-style conversation branching MCP server for Claude Code context management.12 stars · 3 forksNo one-command install · Source
119268.921erp-lite-mcp-servermcp · ai-agentsMCP server that exposes ERP functionalities to AI agents, enabling read-only queries for sales orders and inventory, and human-in-the-loop purchase…9 stars · 6 forksNo one-command install · Source
119268.921linkedin-enginemcp · ai-agentsEnables running the entire LinkedIn sales motion inside Claude Code, including content creation, audience warming, outreach, and booking calls.9 stars · 6 forksNo one-command install · Source
119468.854upvote-club-mcp-bundlemcp · ai-agentsEnables single-click Claude Desktop installation of Upvote Club's MCP tools for link promotion and subscription management.40 starsNo one-command install · Source
119568.847marp-agent-mcpmcp · ai-agentsMCP server for generating slides from natural language, with interactive preview and export to PDF, PPTX, and Markdown.19 stars · 1 forkNo one-command install · Source
119568.847dep-scopemcp · ai-agentsProvides symbol-level dependency analysis and LLM-ready migration prompts for TypeScript/JavaScript projects, enabling AI editors to scan projects…19 stars · 1 forkNo one-command install · Source
119568.847fixmapmcp · ai-agentsDeterministic, local-first repository context for coding agents. Maps an issue, prompt, or git diff to ranked files to read first, likely test…19 stars · 1 forkNo one-command install · Source
119568.847blender-optics-simulator-mcp-servermcp · ai-agentsAn MCP server for Blender that exposes a physics-verified optical bench as JSON, enabling AI agents to read ground-truth geometry and beam data, and…19 stars · 1 forkNo one-command install · Source
119568.847banco-mcpmcp · ai-agentsConnects Brazilian banks (Itaú, Bradesco, Nubank, etc.) to AI agents, enabling natural language queries about expenses, statements, investments, and…19 stars · 1 forkNo one-command install · Source
119568.847climuxmcp · ai-agentsUnified CLI multiplexer for AI coding agents, enabling orchestration of multiple coding CLI tools through a single interface with session persistence…19 stars · 1 forkNo 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