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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
430167.994evan-moon-firmamcp · ai-agentsLocal-first portfolio tracker for overseas investors with multi-currency support and Claude integration.35 starsNo commit datelisted No one-command install · Source
430267.994cdnsteve-remembrallmcp · ai-agentsPersistent memory and code dependency graph for AI agents using hybrid semantic search.35 starsNo one-command install · Source
430367.994bubble-agent-mcpmcp · ai-agentsMCP server that brings live Bubble Agent intelligence into Claude, Codex, Cursor, and other clients, enabling users to discover emerging conversation…35 starsNo one-command install · Source
430468.073houdinimcpmcp · ai-agentsConnects Claude AI to Houdini via the Model Context Protocol, enabling prompt-assisted 3D modeling, scene manipulation, and rendering within Houdini.11 stars · 3 forksNo one-command install · Source
430568.073mcp-server-generatormcp · ai-agentsCreates, manages, and registers custom MCP servers for Claude Desktop. Enables users to generate and configure new MCP servers through natural…11 stars · 3 forksNo one-command install · Source
430668.073globus-mcpmcp · ai-agentsMCP server enabling LLMs to manage Globus data transfers and compute tasks.11 stars · 3 forksNo one-command install · Source
430768.073sagemcp · ai-agentsUniversal development assistant that automatically selects optimal models across OpenAI, Anthropic, Google Gemini, OpenRouter, and local Ollama based…11 stars · 3 forksNo one-command install · Source
430868.073dorico-mcp-servermcp · ai-agentsAn MCP server that enables natural language control of Steinberg Dorico music notation software through Claude Desktop or ChatGPT, offering tools for…11 stars · 3 forksNo one-command install · Source
430968.073harness-research-mcpmcp · ai-agentsEnables AI agents to perform professional-grade deep research by aggregating real-time data from multiple sources, evaluating source credibility, and…11 stars · 3 forksNo one-command install · Source
431068.073acdpmcp · ai-agentsEnables multiple AI agents to coordinate work on the same codebase by providing real-time file locking, commit approval, and agent awareness through a…11 stars · 3 forksNo one-command install · Source
431168.073quink-black-tmux-mcp-agentmcp · ai-agentsControls tmux sessions with parallel command execution, connection safety, and comprehensive session management.11 stars · 3 forksNo one-command install · Source
431268.073convex-mcpmcp · ai-agentsEnables building a stateless MCP endpoint on top of Convex, allowing AI agents like Claude to discover and interact with Convex backend functions as…11 stars · 3 forksNo one-command install · Source
431368.073gpt-image-2-mcpmcp · ai-agentsExposes OpenAI's gpt-image-2 (image generation and editing) as an MCP server for tools like generate_image, edit_image, and iterative edit sessions.11 stars · 3 forksNo one-command install · Source
431468.073borys520-gpt-image-2mcp · ai-agentsExposes OpenAI's gpt-image-2 model for image generation and iterative editing through MCP tools.11 stars · 3 forksNo one-command install · Source
431568.073agentic-task-systemmcp · ai-agentsAbout Your task manager is the best agent memory you're not using. An agent-native context layer over your existing task app.11 stars · 3 forksNo one-command install · Source
431668.073ue-editor-mcpservermcp · ai-agentsWraps Unreal Editor as an MCP server, enabling AI agents to automate editor tasks through Python scripts.11 stars · 3 forksNo one-command install · Source
431768.108dotdogmcp · ai-agentsEnables AI agents to query and traverse spec genomes via MCP tools, providing structured access to entities, relationships, and graph data.7 stars · 6 forksNo one-command install · Source
431868.108unsloth-llm-fine-tuningmcp · ai-agentsUnsloth's MCP server optimizes large language model fine-tuning by reducing VRAM usage and training time, supporting 4-bit quantization and extended…7 stars · 6 forksNo one-command install · Source
431968.108himalaya-mcpmcp · ai-agentsPrivacy-first email MCP server wrapping the himalaya CLI, providing 22 tools, 6 prompts, and 3 resources for email management with multi-account…7 stars · 6 forksNo one-command install · Source
432068.196dangpolly927-eng-vision-bridgemcp · ai-agentsLocal MCP server bridging AI clients to OpenAI-compatible vision models for image analysis and web page content extraction.36 starsNo one-command install · Source
432168.256aliivaezii-kpi-lensmcp · ai-agentsSupply chain intelligence platform with anomaly detection and LLM root-cause analysis.10 stars · 4 forksNo one-command install · Source
432268.256omnispindlemcp · ai-agentsA Python FastMCP server with 33 tools that lets AI agents manage tasks, capture knowledge, and coordinate sessions across projects via a unified…10 stars · 4 forksNo one-command install · Source
432368.299cultural-intelligencemcp · ai-agentsThe cultural GPS for AI commerce. 504,472 aesthetic worlds mapped across 193 dimensions — from dark academia to k-beauty to quiet luxury. 3,154…6,604 installsNo commit datelisted No one-command install · Source
432468.351agent-bus-mcpmcp · ai-agentsA local MCP server that connects AI coding agents (Claude Code, Codex, Cursor, etc.) on the same machine via a shared message bus, enabling them to…18 stars · 1 forkNo one-command install · Source
432568.556spinemcp · ai-agentsExposes a governed, provenance-grounded autonomous delivery pipeline as an MCP server, enabling AI coding assistants like Claude Code or Codex to…8 stars · 6 forksNo one-command install · Source
432668.571resultrail-by-larrybuildsai-2mcp · ai-agentsResultRail by LarryBuildsAI sells pay-per-success public-data result packs for AI agents. It returns source URLs, confidence, timestamps, and receipt…6,708 installsNo commit datelisted No one-command install · Source
432768.613niceberginc-solana-blockchainmcp · ai-agentsEnables interaction with the Solana blockchain for performing operations like querying account data, sending transactions, and interacting with smart…4 stars · 7 forksNo one-command install · Source
432868.649kukapay-crypto-projects-mcpmcp · ai-agentsProviding cryptocurrency project data from Mobula.io to AI agents.1 star · 10 forksNo one-command install · Source
432968.750tejzpr-medhamcp · ai-agentsGit-backed memory system that stores and organizes memories as markdown files in local or remote repositories, providing persistent context across…14 stars · 2 forksNo one-command install · Source
433068.750leeroopedia-mcp-servermcp · ai-agentsMCP server that turns AI coding agents into ML/AI experts by providing best-practice knowledge for fine-tuning, inference optimization, agent…14 stars · 2 forksNo one-command install · Source
433168.750all-agents-mcpmcp · ai-agentsEnables orchestrating multiple AI CLI agents (Claude Code, Codex, Gemini CLI, Copilot CLI) through a unified MCP interface for task delegation…14 stars · 2 forksNo one-command install · Source
433268.750claudeleafmcp · ai-agentsEnables Claude and AI agents to read and edit Overleaf documents in real time, with support for project listing, document manipulation, LaTeX…14 stars · 2 forksNo one-command install · Source
433368.750cognirepomcp · ai-agentsMCP server providing persistent memory and context for AI tools, including semantic memory, knowledge graph, and session history to avoid starting…14 stars · 2 forksNo one-command install · Source
433468.750global-agent-memorymcp · ai-agentsProvides local-first, project-aware durable memory for coding agents, with a human-reviewed Markdown vault, MCP daemon, and dashboard for managing and…14 stars · 2 forksNo one-command install · Source
433568.750dcc-mcp-photoshopmcp · ai-agentsAdobe Photoshop adapter bridging AI agents (Claude, Cursor, Copilot) to Photoshop via UXP WebSocket for document and layer management.14 stars · 2 forksNo one-command install · Source
433668.843devmatchmcp · ai-agentsDevMatch is an MCP server for hiring engineers based on what they've actually built. Connect from Cursor, Claude Desktop, or any MCP-compatible AI…6,937 installsNo commit datelisted No one-command install · Source
433768.870upvote-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
433868.893kirandawadi-volatility3mcp · ai-agentsAutomate memory forensics with Volatility3.19 stars · 1 forkNo one-command install · Source
433968.893climuxmcp · 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
434068.893banco-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
434168.893blender-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
434268.893fixmapmcp · 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
434368.893dep-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
434468.893marp-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
434568.966linkedin-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
434668.966erp-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
434769.039humanloop-evalseval · ai-agentsHumanloop Python SDK with integrated evals, dataset versioning, and human + LLM judge scoring for production pipelines.12 stars · 3 forksNo one-command install · Source
434869.039cit-mcpmcp · ai-agentsGit-style conversation branching MCP server for Claude Code context management.12 stars · 3 forksNo one-command install · Source
434969.039memorybuddymcp · 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
435069.039sahmk-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
435169.115iwant-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
435269.282mcp-servermanmcp · ai-agentsEnables LLMs to manage MCP server configurations, including listing, enabling, disabling, and version control.10 stars · 5 forksNo one-command install · Source
435369.282benhaotang-mcp-servermanmcp · ai-agentsServer that manages Claude's configuration for other MCP servers.10 stars · 5 forksNo one-command install · Source
435469.282lroolle-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
435569.282akramiot-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
435669.282jalehman-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
435769.282writingmate-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
435869.282euler-ai-blogmcp · ai-agentsBlog posts of Euler AI10 stars · 5 forksNo one-command install · Source
435969.282windchill-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
436069.282teamsafeai-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
436169.282p6xer-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
436269.282lians-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
436369.282mishrasanjeev-agenticorgmcp · ai-agentsMulti-agent platform with integrations for finance, HR, marketing, and operations workflows.10 stars · 5 forksNo one-command install · Source
436469.298symbolpeek-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
436569.298mcpgrademcp · 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
436669.298mem-port-2mcp · ai-agentsA local MCP server that gives AI copilots a shared, portable long-term memory backed by an embedded knowledge graph, with semantic search and…20 stars · 1 forkNo one-command install · Source
436769.298mem-portmcp · ai-agentsA 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
436869.387ignav-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
436969.391joshualelon-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
437069.391docker-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
437169.391shortcuts-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
437269.391withoneai-mcpmcp · ai-agentsConnect AI agents to 250+ apps through a single MCP server with managed authentication.11 stars · 4 forksNo one-command install · Source
437369.502nex-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
437469.511blendermcpmcp · 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
437569.561boost-securitymcp · ai-agentsSafeguards coding agents against adding vulnerable packages into projects15 stars · 2 forksNo one-command install · Source
437669.561protocol-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
437769.561kawaiidra-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
437869.561minicpm-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
437969.561remembramcp · ai-agentsPersistent memory layer with entity resolution, temporal decay, and graph-aware recall.15 stars · 2 forksNo one-command install · Source
438069.561graphpilotmcp · ai-agentsStructural memory for coding agents — 60% fewer tokens, refactor-safe, runs entirely on your machine.15 stars · 2 forksNo one-command install · Source
438169.561mimo-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
438269.561fullread-deepadbmcp · ai-agentsFull-featured Android Debug Bridge integration with 180 tools across 43 modules for AI agents.15 stars · 2 forksNo one-command install · Source
438369.561deepadbmcp · ai-agentsA 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
438469.561aliceljy-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
438569.561naja-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
438669.561agent-switchboardmcp · ai-agentsA local MCP server that connects AI coding agents like Claude, Codex, and Gemini, enabling task routing, cross-model debates, and token-efficient…15 stars · 2 forksNo one-command install · Source
438769.561octobrainmcp · ai-agentsPersistent memory for AI assistants — store insights, decisions, and knowledge that survives across conversations.15 stars · 2 forksNo one-command install · Source
438869.659claude-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
438969.796s60yucca-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
439069.796memory-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
439169.809brainboxmcp · ai-agentsHebbian memory for AI agents that learns file patterns, predicts next tools, and saves tokens.13 stars · 3 forksNo one-command install · Source
439269.809csmar-mcpmcp · ai-agentsProvides CSMAR metadata discovery, query feasibility probing, and local materialization for agent workflows, with caching and rate-limit management.13 stars · 3 forksNo one-command install · Source
439369.809swift-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
439469.809obsidian-pkmmcp · ai-agentsThis MCP server enables Claude to interact with an Obsidian vault for persistent, structured memory, providing tools for note creation, semantic…13 stars · 3 forksNo one-command install · Source
439569.809overleaf-claude-mcpmcp · ai-agentsAn MCP server that lets Claude read, write, and push Overleaf LaTeX projects from the chat, with token-efficient features like sparse checkout and…13 stars · 3 forksNo one-command install · Source
439669.809junfei-z-overleafmcp · ai-agentsRead, write, and push LaTeX files in Overleaf projects directly through Claude with efficient patch operations.13 stars · 3 forksNo one-command install · Source
439769.809synapse-layermcp · ai-agentsZero-knowledge memory layer for AI agents with differential privacy and AES-256 encryption.13 stars · 3 forksNo one-command install · Source
439869.809wklee610-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
439969.809kairnmcp · 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
440069.809tachibot-mcpmcp · ai-agentsMulti-model AI orchestration platform with 64 tools across 12 AI providers, enabling intelligent workflows from any MCP client.13 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