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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
80122.557midas-bridge-mcpmcp · ai-agentsEnables Claude to directly control Midas Civil NX for bridge structural analysis, allowing users to model, apply loads, and perform analysis through…1 starNo one-command install · Source
80222.557pexip-infinity-mcp-servermcp · ai-agentsAn MCP server that enables Claude and other LLM agents to manage and monitor Pexip Infinity deployments through natural language, with 122 tools for…1 starNo one-command install · Source
80322.557kjadeja-open-featurebase-mcpmcp · ai-agentsMCP server for reading public Featurebase feedback boards, enabling agents to query user feedback, posts, comments, and statistics.1 starNo one-command install · Source
80422.557senior-code-mcpmcp · ai-agentsGives coding agents a memory of codebases by searching repositories using semantic similarity and structural call/import graphs, enabling reuse of…1 starNo one-command install · Source
80522.557ts-lsp-mcpmcp · ai-agentsAn MCP server that provides TypeScript 7 native language server capabilities (go to definition, find references, hover types, diagnostics) to coding…1 starNo one-command install · Source
80622.557ros2-mcp-servermcp · ai-agentsConnects AI agents like Claude to live ROS2 robots, enabling natural language interaction for diagnostics, parameter tuning, and control with safety…1 starNo one-command install · Source
80722.557tup-mcp-servermcp · ai-agentsAn open-source MCP server that enables secure AI-to-AI collaboration across organizations without sharing system prompts, private data, model weights…1 starNo one-command install · Source
80822.557annuma-study-companionmcp · ai-agentsMCP server that exposes a read-only knowledge base of verified math lecture material, enabling AI agents to quiz students using active recall via…1 starNo one-command install · Source
80922.557vorionsys-mcp-servermcp · ai-agentsMCP server for AI-agent governance using trust scoring, behavioral signals, and pre-flight action checks.1 starNo one-command install · Source
81022.557orca-mcpmcp · ai-agentsWraps the OrcaSlicer CLI to enable AI agents to slice 3D models, run parameter sweeps, and analyze G-code.1 starNo one-command install · Source
81122.557numbers-climcp · ai-agentsEnables AI agents to create, read, view, and edit Apple Numbers spreadsheets through the Model Context Protocol, leveraging both a parser engine and…1 starNo one-command install · Source
81222.557hyperagent-mcpmcp · ai-agentsProvides an MCP server and local provider to access Hyperagent models Fable 5 and GPT-5.6 Sol via a browser session cookie.1 starNo one-command install · Source
81322.557socialmemory-mcpmcp · ai-agentsEnables local AI agents to search, read, and manage a user's saved X likes and bookmarks, sync them from a local browser, and attach notes and tags.1 starNo one-command install · Source
81422.557overdare-mcpmcp · ai-agentsAn MCP server that enables AI agents to browse, create, edit, and script in OVERDARE Studio, and to run playtests.1 starNo one-command install · Source
81522.557flutter-stripe-mcpmcp · ai-agentsAn MCP server that diagnoses Flutter + Stripe (flutter_stripe) setup issues — so Claude can check your project automatically.1 starNo one-command install · Source
81622.557seizamcp · ai-agentsA native TypeScript AI orchestration engine and MCP server that coordinates autonomous sub-agents for complex coding tasks using DAG-based parallel…1 starNo one-command install · Source
81722.557materials-semantic-mcpmcp · ai-agentsAn MCP server that provides governed metric definitions and provenance-labeled memory for materials test labs, enforcing quality system discipline on…1 starNo one-command install · Source
81822.557slicegrepmcp · ai-agentsReturns ranked, token-budgeted code slices for LLMs and coding agents, accessible via MCP for focused code reading.1 starNo one-command install · Source
81922.557recitmcp · ai-agentsFree, open-source screen recording MCP server for AI agents. Enables screen capture, screenshots, and frame extraction locally without cloud…1 starNo one-command install · Source
82022.557idameshmcp · ai-agentsAn MCP server that exposes IDA Pro's disassembler and Hex-Rays decompiler as tools and resources, enabling parallel binary analysis with multiple…1 starNo one-command install · Source
82122.557agenticmemorymcp · ai-agentsPersistent memory MCP server for AI agents that stores, recalls, and searches conversation history, key-value context, and long-term entries across…1 starNo one-command install · Source
82222.557svmmon-mcpmcp · ai-agentsGenerate TikTok slideshows from Claude (and any MCP client) using your Svmmon account.1 starNo one-command install · Source
82322.557gpusmarketmcp · ai-agentsMCP server for renting real GPUs from the terminal. Enables browsing, renting, chatting, managing, and pooling GPU instances with per-second billing…1 starNo one-command install · Source
82422.557claude-pm-mcpmcp · ai-agentsTurns Claude Code into an engineering project manager by orchestrating feature development with isolated Git worktrees, structured task validation…1 starNo one-command install · Source
82522.557chartbrew-mcpmcp · ai-agentsEnables AI agents to manage Chartbrew resources like teams, connections, datasets, dashboards, and charts via natural language.1 starNo one-command install · Source
82622.557docimprint-document-intelligencemcp · ai-agentsVerifiable document intelligence for AI agents. Extract text, tables, and structured data from PDFs and URLs. Summarize, answer questions, check…1 starNo one-command install · Source
82722.557repo-map-mcp-servermcp · ai-agentsProvides a unified context layer for Cursor's agent with lossless token savings and verifiable memory, enabling efficient code exploration and…1 starNo one-command install · Source
82822.557predmarket-mcpmcp · ai-agentsA monetizable remote MCP server that provides prediction-market intelligence tools for AI agents, enabling discovery, evaluation, and mispricing…1 starNo one-command install · Source
82922.557opencode-mcp-bridgemcp · ai-agentsAn MCP server that lets any AI tool delegate tasks to the OpenCode CLI as a subagent, with multi-session orchestration, event tracking, and task…1 starNo one-command install · Source
83022.557imglume-mcpmcp · ai-agentsAn open-source MCP server that connects AI clients to ImgLume for visual inspiration, prompt improvement, image generation and editing, and video…1 starNo one-command install · Source
83122.557mobsf-mcpmcp · ai-agentsEnables AI agents to perform autonomous Android security analysis, including static analysis, dynamic analysis, and Frida instrumentation, powered by…1 starNo one-command install · Source
83222.557flipkart-seller-mcpmcp · ai-agentsA token-optimized MCP server that enables AI agents to manage Flipkart Seller operations including order fulfillment, inventory, returns, ad…1 starNo one-command install · Source
83322.557laguardemcp · ai-agentsEnables AI coding agents to evaluate actions against team-defined policies, record decisions, and obtain human approvals for potentially risky…1 starNo one-command install · Source
83422.557microcap-mcpmcp · ai-agentsMCP server for Micro-Cap 12 SPICE simulator enabling LLM agents to run analog circuit simulations, including analyses, sweeps, and retrieval of curve…1 starNo one-command install · Source
83522.557exobrain-mcpmcp · ai-agentsPersonal AI cognitive exobrain server providing long-term, emotionally-tagged memory and task management for LLMs via MCP.1 starNo one-command install · Source
83622.557ai-cabrini-market-datamcp · ai-agentsProvides US stock market data for AI agents, including intraday and daily bars, SEC fundamentals, filings, and insider data, with pay-per-query via…1 starNo one-command install · Source
83722.557agentopsmcp · ai-agentsMCP server that browses the web, checks conditions (price, text, stock), and takes autonomous actions like form filling, with n8n notifications and a…1 starNo one-command install · Source
83822.557nyyon-plannermcp · ai-agentsA local MCP server for day planning that gives AI assistants persistent memory and a structured method for daily and weekly planning, including…1 starNo one-command install · Source
83922.557mcp-note-appmcp · ai-agentsMCP server for a full-stack note-taking application, exposing CRUD tools for notes with SSE transport for AI agent integration.1 starNo one-command install · Source
84022.557velmamcp · ai-agentsMCP server for controlling a simulated robot arm with vision-based pick-and-place, driven by LLM or manual control.1 starNo one-command install · Source
84122.557context-kernelmcp · ai-agentsEnables Claude to pull curated context from self-hosted Markdown files via a remote MCP connector, with an append-only journal for agent notes…1 starNo one-command install · Source
84222.557remote-mcp-server-expense-trackermcp · ai-agentsA remote MCP server that lets users track expenses through Claude AI, supporting add, list, edit, and delete operations via natural language.1 starNo one-command install · Source
84322.557loxcorpmcp · ai-agentsProvides live, read-only access to Robinhood Chain and Lox Corp data, enabling AI agents to query chain stats, token launches, agent details, and…1 starNo one-command install · Source
84422.557dialmcpmcp · ai-agentsA hosted MCP server that enables AI agents to place real phone calls from a verified caller ID, with async call management and built-in safety…1 starNo one-command install · Source
84522.557nexus-adfmcp · ai-agentsEnables Claude to diagnose and fix Azure Data Factory pipeline failures with automated rollback.1 starNo one-command install · Source
84622.557ntnu-mcpmcp · ai-agentsA read-only MCP server exposing NTNU course data to LLM assistants, enabling course catalog search, teaching schedules, weekly timetables, grade…1 starNo one-command install · Source
84722.557local-agent-mcpmcp · ai-agentsA local MCP server that lets Claude Code orchestrate Codex CLI and OpenCode CLI as sub-agents with strict security, concurrency, and output limits.1 starNo one-command install · Source
84822.557codemcpmcp · ai-agentsForwards normalized MCP tools to Codex or Claude Code for agentic coding tasks like starting new sessions, continuing existing ones, and checking…1 starNo one-command install · Source
84922.557agentic-androidmcp · ai-agentsMCP server that enables LLMs to control Android devices via ADB, providing tools for screen interaction and UI inspection.1 starNo one-command install · Source
85022.557xtalkmcp · ai-agentsCross-agent messaging for MCP clients, enabling agents to discover one another, exchange threaded messages, and resume work in a persistent project…1 starNo one-command install · Source
85122.557linkagentmcp · ai-agentsLinkAgent is a Python MCP server that extracts structured data from any website via Chrome DevTools Protocol. It features a plugin architecture with…1 starNo one-command install · Source
85222.557proxima-centaurimcp · ai-agentsA local development gateway that routes AI queries through browser sessions or API keys, enabling free and private access to frontier LLMs within code…1 starNo one-command install · Source
85322.557mycelium-mcpmcp · ai-agentsThe coordination layer for AI agent networks, providing persistent memory, task management, inter-agent messaging, and human oversight through native…1 starNo one-command install · Source
85422.557soloflowmcp · ai-agentsGrok Agent Store1 starNo one-command install · Source
85522.557mcp-powerbi-controllermcp · ai-agentsEnables Claude to read, analyze, and write directly to local Power BI semantic models and Excel workbooks without exporting to the cloud.1 starNo one-command install · Source
85622.557myceliamcp · ai-agentsProvides a persistent, cross-tool memory layer for AI coding agents via MCP, enabling storage and retrieval of decisions, preferences, and context…1 starNo one-command install · Source
85722.557voidmcp · ai-agentsVoid is a universal no-op MCP server that turns tool calls into freely shaped thinking spaces. It allows users to define custom tools with fixed…1 starNo one-command install · Source
85822.557h3c-hcl-mcpmcp · ai-agentsEnables AI agents to interact with local H3C Cloud Lab network simulation environments, allowing discovery of projects, devices, and links, as well as…1 starNo one-command install · Source
85922.557llmintel-model-lifecyclemcp · ai-agentsCheck whether an LLM model id is deprecated, retiring, or retired, and what to migrate to. Covers OpenAI, Anthropic, Azure, Bedrock, Google, and…1 starNo one-command install · Source
86022.557relaycoremcp · ai-agentsA lightweight, self-hostable MCP server for shared memory, structured command relay, and traceable decision evidence across AI runtimes.1 starNo one-command install · Source
86122.557ffmcpmcp · ai-agentsA local MCP server for Firefox that gives AI agents full control over the browser via a Unix socket, enabling automation of tabs, pages, cookies, and…1 starNo one-command install · Source
86222.557lalmcp · ai-agentsA permissioned memory tree for you and your AI — served over MCP.1 starNo one-command install · Source
86322.557xiaozhi-desktop-mcpmcp · ai-agentsA desktop MCP service that integrates voice assistants into Mac workflows, enabling Obsidian memory, app control, Claude Code sessions, pending…1 starNo one-command install · Source
86422.557ultramemorymcp · ai-agentsCross-tool memory for AI that enables deterministic recall-first memory across multiple tools (Claude Code, Desktop, ChatGPT, etc.) with honest…1 starNo one-command install · Source
86522.557ck3-strategy-advisormcp · ai-agentsEnables Claude to read Crusader Kings III save files and retrieve strategic game information such as realm overview, military, succession, diplomacy…1 starNo one-command install · Source
86622.557msf-mcpmcp · ai-agentsA minimal MCP server that exposes Metasploit Framework tools to LLMs via msfrpcd, enabling automated penetration testing and exploitation.1 starNo one-command install · Source
86722.557openpapermcp · ai-agentsGenerate academic papers with AI agents and verified citations.1 starNo one-command install · Source
86822.557corroborate-mcpmcp · ai-agentsAn MCP server that evaluates claims by counting independent story origins, giving AI agents a verdict on reporting corroboration rather than truth.1 starNo one-command install · Source
86922.557cn-llm-bridgemcp · ai-agentsEnables Claude Code to leverage Chinese LLMs for multimodal tasks including image analysis, audio transcription, and deep synthesis via MCP protocol.1 starNo one-command install · Source
87022.557open-delegatemcp · ai-agentsDelegate a Cursor task to a real, unattended background OpenCode agent — cheaper model, isolated history — through five small MCP tools.1 starNo one-command install · Source
87122.557threadctx-mcpmcp · ai-agentsShared memory MCP server for AI coding agents, enabling context sharing across sessions with local SQLite or cloud-based semantic search, compatible…1 starNo one-command install · Source
87222.557notion-cowork-bridgemcp · ai-agentsGives Notion Custom Agents real file tools and a real terminal over the Model Context Protocol, enabling them to read, edit, and run commands directly…1 starNo one-command install · Source
87322.557masterplanmcp · ai-agentsMinimal MCP server that keeps implementation plans and handoffs as plain markdown in the CWD of your agent.1 starNo one-command install · Source
87422.557stellar-agent-searchmcp · ai-agentsRead-only MCP server for discovering and ranking on-chain agents on Stellar mainnet via natural language search, reputation probes, and profile…1 starNo one-command install · Source
87522.557flatcash-mcpmcp · ai-agentsAn MCP server that lets AI agents earn FLAT stablecoin by registering, completing bounties, and withdrawing to Ethereum, with no wallet or KYC…1 starNo one-command install · Source
87622.557nabaztag-mcpmcp · ai-agentsMCP server for controlling a Nabaztag rabbit's ears, LEDs, and voice pipeline, enabling AI tool-use via Claude Desktop/Code.1 starNo one-command install · Source
87722.557model-context-streammcp · ai-agentsAn event-driven MCP server that enables agents to share context streams, publish and subscribe to events, manage tasks, and follow protocols, keeping…1 starNo one-command install · Source
87822.557codex-mcp-opencodemcp · ai-agentsA project-local MCP bridge that allows Codex Desktop to plan tasks and OpenCode to execute them within the current project directory, with session…1 starNo one-command install · Source
87922.557mcp-obsidianmcp · ai-agentsA filesystem-based MCP server for Obsidian vaults that enables LLMs to browse, search, read, write, and edit Markdown notes directly on disk without…1 starNo one-command install · Source
88022.557ichnus2mcp · ai-agentsEnables bug localization by analyzing a repo and bug report with an ant-swarm LLM, returning a HOT/WARM/COLD heatmap and JSON audit trail via MCP.1 starNo one-command install · Source
88122.557discord-mcp-4mcp · ai-agentsAn MCP server that exposes Discord bot actions as tools for LLM clients.1 starNo one-command install · Source
88222.557rpcedge-mcpmcp · ai-agentsProvides Solana RPC tools for agents to check health, estimate priority fees, sample Yellowstone gRPC, and submit signed transactions via the rpc edge…1 starNo one-command install · Source
88322.557hyperpanes-mcpmcp · ai-agentsMCP server for hyperpanes terminal workspace app, enabling AI agents to compose and launch workspace layouts, inspect and drive terminal panes, stream…1 starNo one-command install · Source
88422.557npu-vision-fallbackmcp · ai-agentsProvides an MCP server for local low-power screen vision, enabling AI agents to perform OCR and UI detection on inaccessible screens (games, remote…1 starNo one-command install · Source
88522.557docshub-mcp-servermcp · ai-agentsAn MCP server that provides AI clients with access to developer documentation via llms.txt files. Exposes tools, resources, and prompts.1 starNo one-command install · Source
88622.557linkedin-outreach-agentmcp · ai-agentsAn MCP server that enables agent-driven LinkedIn outreach across multiple accounts, with a safety gate for human approval and LLM-powered…1 starNo one-command install · Source
88722.557midasmcp · ai-agentsLocal-first AI agent for approval-gated automation and verifiable LLM workflows.1 starNo one-command install · Source
88822.557kernora-agent-securitymcp · ai-agentsProvides a zero-install security baseline for AI coding agents, with tools to retrieve curated security rules and check actions against them for…1 starNo one-command install · Source
88922.557continuous-code-guardianmcp · ai-agentsAI-powered continuous code assistant for Cursor, VS Code, Antigravity, and Claude Code via MCP, providing tools for code review, testing…1 starNo one-command install · Source
89022.557unified-history-mcpmcp · ai-agentsConfig-driven MCP server for cross-domain full-text search across agent session logs, meeting transcripts, and notification files.1 starNo one-command install · Source
89122.557flopsindex-mcpmcp · ai-agentsProvides public price indices for GPU rentals (spot, on-demand, DePIN) with verify URLs, enabling agents and users to query and verify compute…1 starNo one-command install · Source
89222.557mukundakatta-agentvetmcp · ai-agentsValidates LLM-generated tool arguments before execution to prevent malformed calls.1 starNo one-command install · Source
89322.557mukundakatta-agentguardmcp · ai-agentsNetwork-egress firewall for AI agents that evaluates URLs against security policies before requests.1 starNo one-command install · Source
89422.557agentguard-mcpmcp · ai-agentsCheck whether a URL is allowed under a network-egress policy before any fetch, with tools for single URL, batch checks, and policy validation.1 starNo one-command install · Source
89522.557robosimtools-mcpmcp · ai-agentsExposes 12 robotics/simulation tools from robosimtools.com as MCP tools, enabling AI agents to perform conversions (quaternion, URDF, MJCF)…1 starNo one-command install · Source
89622.557mukundakatta-agentfitmcp · ai-agentsToken-aware message truncation and token counting across multiple AI model families.1 starNo one-command install · Source
89722.557agentfit-mcpmcp · ai-agentsLets Claude Desktop, Cursor, Cline, Windsurf, Zed, or any other MCP client estimate token counts and fit a chat history into a model's context budget…1 starNo one-command install · Source
89822.557pico-mcpmcp · ai-agentsEnables LLMs to control a PicoScope 5000A USB oscilloscope for signal generation, block capture, measurements, and frequency response sweeps.1 starNo one-command install · Source
89922.557borg-mcpmcp · ai-agentsA read-only MCP server for BorgBackup that lets AI agents query backup status, repository info, archive listings, and prune previews without modifying…1 starNo one-command install · Source
90022.557octane-mcpmcp · ai-agentsA local MCP server that lets Hermes Agent use Octane X as a shared visual canvas for geometry, data, math, and concept visualization.1 starNo 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