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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
100122.557codex-curator-intelligence-aeternummcp · ai-agentsPersistent knowledge graph memory for AI agents with entity extraction and relationship mapping.1 starNo one-command install · Source
100222.557rental-datamcp · ai-agentsExposes multifamily rental data including average rent by market, occupancy anomalies, and property summaries to LLM tools via MCP.1 starNo one-command install · Source
100322.557chrome-dev-mcpmcp · ai-agentsAn MCP server that connects AI agents to a running Chrome tab via the Chrome DevTools Protocol (CDP), enabling runtime debugging and page inspection.1 starNo one-command install · Source
100422.557llmconcilmcp · ai-agentsEnables Claude Code to send a prompt to multiple LLMs simultaneously and get a judge model's structured comparison of their responses. This surfaces…1 starNo one-command install · Source
100522.557codex-native-bridgemcp · ai-agentsAn MCP server that lets Claude Code delegate durable background tasks, reasoning profiles, thread resumption, and native image generation to your…1 starNo one-command install · Source
100622.557tjclaude88-bling-bagmcp · ai-agentsConfigure and display AI agent identity, personality traits, and platform-specific visual theming.1 starNo one-command install · Source
100722.557tymewear-mcpmcp · ai-agentsConnects Claude to Tyme Wear's breathing sensor platform to analyze ventilatory data, activities, thresholds, and training zones.1 starNo one-command install · Source
100822.557mcp-beancountmcp · ai-agentsA read-only MCP server that gives AI agents structured access to a Beancount personal finance ledger.1 starNo one-command install · Source
100922.557john-ceo-agentic-memorymcp · ai-agentsMCP server that gives AI agents persistent, tenant-scoped memory with semantic search and consolidation, using CockroachDB vector indexes and Amazon…1 starNo one-command install · Source
101022.557hmcl-mcp-servermcp · ai-agentsMCP server that lets AI agents drive HMCL (Hello Minecraft! Launcher) programmatically to install Minecraft versions, search/download/import modpacks…1 starNo one-command install · Source
101122.557agent-reviewmcp · ai-agentsA local-first, auditable code review MCP server that freezes Git changes, creates immutable ReviewBundles, provides role-isolated contexts for…1 starNo one-command install · Source
101222.557zotero-ima-mcpmcp · ai-agentsLocal MCP server for research workflows that integrates Zotero for source management, MinerU for PDF full-text extraction, and Tencent ima as a…1 starNo one-command install · Source
101322.557qsmcpmcp · ai-agentsMCP server for developing Quickshell widgets that lets AI agents render individual widgets to PNG previews offscreen, without screen capture or…1 starNo one-command install · Source
101422.557secondbrainmcp · ai-agentsA local-first MCP server that provides a shared Markdown-based memory for AI coding agents, enabling cross-agent context persistence via tools like…1 starNo one-command install · Source
101522.557ai-brain-mcpmcp · ai-agentsAn MCP server that exposes an Obsidian-style markdown vault as agent-readable memory. It provides tools for search, read, graph, and guarded capture…1 starNo one-command install · Source
101622.557agentsmd-memorymcp · ai-agentsMCP server for managing project memory in AGENTS.md. Allows agents to record and remove durable facts using save/forget tools.1 starNo one-command install · Source
101722.557wbotmcp · ai-agentsMCP server providing an Agent-first, read-only interface to authorized WeChat conversations, with CLI and plugin support for Codex and Claude Code.1 starNo one-command install · Source
101822.557weather-climate-intelligence-mcpmcp · ai-agentsProvides weather and climate intelligence for AI agents, including current conditions, forecasts, historical data, severe-weather alerts, agricultural…1 starNo one-command install · Source
101922.557lipila-mcpmcp · ai-agentsMCP server for the Lipila payment gateway, enabling AI agents to initiate mobile money and card collections, disburse funds, check transaction…1 starNo one-command install · Source
102022.557codepage-bridge-mcpmcp · ai-agentsEncoding-transparent file tools for Claude Code and other MCP clients, converting project files between legacy codepages and Unicode for LLM…1 starNo one-command install · Source
102122.557bilincmcp · ai-agentsHosted memory for coding agents, exposing commit_mem, recall, and status over stdio. Each write carries provenance, contradictions surface as…1 starNo one-command install · Source
102222.557bitslicer-mcpmcp · ai-agentsSafety-bounded MCP server bridging Codex to Bit Slicer's memory inspection engine on macOS ARM64, enabling process attach, memory reads, scans…1 starNo one-command install · Source
102322.557studenthub-mcpmcp · ai-agentsRead-only MCP server for the StudentHub recruitment database. Enables BAWES agents to search candidates, retrieve profiles, and query hiring pipeline…1 starNo one-command install · Source
102422.557safe-fetch-mcp-servermcp · ai-agentsA secure MCP server for fetching web content for agents, with provably correct SSRF protection against edge cases, redirects, and DNS rebinding.1 starNo one-command install · Source
102522.557mcp-integration-bridgemcp · ai-agentsAn MCP server that connects any two systems so an agent can explore both, map between them, and run real data transfers — then shows its working in a…1 starNo one-command install · Source
102622.557buzz-mcp-bridgemcp · ai-agentsBridges Claude Desktop/Code MCP servers into Buzz agents with a per-agent allowlist, exposing allowed tools as a namespaced stdio MCP server.1 starNo one-command install · Source
102722.557txtcel-mcpmcp · ai-agentsEnables AI agents to interact with the Txtcel Solana program for creating channels, posting and reading messages, and managing on-chain operations via…1 starNo one-command install · Source
102822.557spz-mcpmcp · ai-agentsMCP server that lets an LLM agent drive StableProjectorz, a 3D modeling app, by inspecting the loaded model, app state, viewport screenshots, and…1 starNo one-command install · Source
102922.557ds-claude-haha-mcpmcp · ai-agentsBridges a main agent (e.g., Codex) to a separate execution model in Claude Code Haha Desktop, enabling delegated coding tasks with file modifications…1 starNo one-command install · Source
103022.557memosavermcp · ai-agentsLocal-first MCP server that persists AI coding agent memory and session context, enabling seamless resume across sessions with searchable memories and…1 starNo one-command install · Source
103122.557mcp-agent-toolkitmcp · ai-agentsEnables agents to share state via a blackboard, record and retrieve failure resolutions, and cache LLM responses to avoid redundant API calls.1 starNo one-command install · Source
103222.557agentaegismcp · ai-agentsProvides a high quality cybersecurity tool platform with pay as you go pricing (no subscription).1 starNo one-command install · Source
103322.557codex-gemini-delegator-v2mcp · ai-agentsAn MCP server that lets OpenAI Codex delegate tasks to Google Gemini agents as isolated background workers, with Git worktree isolation, loop…1 starNo one-command install · Source
103422.557chatgpt-deepseek-bridgemcp · ai-agentsEnables ChatGPT (or any MCP client) to delegate coding tasks to a local Hermes-backed agent with async job management, supporting read-only…1 starNo one-command install · Source
103522.557limnermcp · ai-agentsAn MCP server that orchestrates image generation across multiple pipelines (OpenAI, Recraft, Midjourney) with durable memory for project context…1 starNo one-command install · Source
103622.557jadx-mcp-servermcp · ai-agentsFully automated MCP server built to communicate with JADX-AI-MCP Plugin to analyze Android APKs using LLMs like Claude — uncover vulnerabilities…1 starNo one-command install · Source
103722.557goetta-financemcp · ai-agentsA local-first MCP server that connects SimpleFIN bank accounts to Claude, storing data in a local DuckDB file and providing a web dashboard.1 starNo one-command install · Source
103822.557style-memory-mcpmcp · ai-agentsA tiny local MCP server that learns a user's conversational style, catchphrases, dialect markers, emoji habits, tone preferences, and concrete…1 starNo one-command install · Source
103922.557promptshield-mcpmcp · ai-agentsA Model Context Protocol server that lets AI agents and runtime firewalls call PromptShield-style safety checks for text, chat messages, prompts, tool…1 starNo one-command install · Source
104022.557fastmcp-python-boilerplatemcp · ai-agentsProvides a production-ready FastMCP Python server boilerplate with structured logging, rate limiting, and config validation for building MCP servers…1 starNo one-command install · Source
104122.557solana-mcp-servermcp · ai-agentsEnables AI agents to read chain data, execute transactions, swap tokens, and manage wallets on Solana through 38 tools across 7 modules. Supports…1 starNo one-command install · Source
104222.557just-studymcp · ai-agentsEnables AI agents to create and manage personalized 30-day study courses, including web research with source validation, daily lessons, quizzes, and…1 starNo one-command install · Source
104322.557simple-secret-storagemcp · ai-agentsMCP server for end-to-end encrypted secret storage and retrieval, enabling LLM agents to fetch secrets by name via one-time URLs while keeping…1 starNo one-command install · Source
104422.557paste-mcpmcp · ai-agentsConnect Paste to Claude, Codex, Cursor, and other AI tools to access your clipboard.1 starNo one-command install · Source
104522.557agentmcpmcp · ai-agentsEnables AI agents to operate autonomously with safety, parallelism, and dynamic tool management, without giving them full machine access.1 starNo one-command install · Source
104622.557shared-timer-mcpmcp · ai-agentsThis MCP server enables Claude to create and control shared timers, polls, and quizzes on the '모두의 타이머' platform.1 starNo one-command install · Source
104722.557mnemosis-mcpmcp · ai-agentsProvides AI agents with a human-inspired memory layer via MCP, enabling episodic and semantic memory recall, forgetting curves, consolidation, and…1 starNo one-command install · Source
104822.557book-guide-mcpmcp · ai-agentsAn MCP server that transforms books into agent-callable skill packages, enabling AI agents to use books as guides for evidence, procedures, and…1 starNo one-command install · Source
104922.557mcp-project-context-routermcp · ai-agentsA local-first MCP server and CLI that gives coding agents structured project memory, task contracts, context packs, backlog workflows, and…1 starNo one-command install · Source
105022.557mcp-gtm-suitemcp · ai-agentsGTM signal intelligence suite for AI agents. Six tools: hiring signals, tech stack detection, company-to-LinkedIn resolution, ICP scoring, job board…1 starNo one-command install · Source
105122.557mcp-weather-data-fetchermcp · ai-agentsEnables AI agents to retrieve live weather updates for any city via OpenWeatherMap, wrapped in MCP format.1 starNo one-command install · Source
105222.557agent-computer-use-mcpmcp · ai-agentsLocal MCP server for Gateway-managed computer use that exposes computer.* tools with desktop control, OCR, and user-visible safety overlays.1 starNo one-command install · Source
105322.557llm-eval-mcpmcp · ai-agentsMCP server that provides tools for evaluating LLM agent reliability, including adversarial task generation, automated LLM-as-judge assessment, and…1 starNo one-command install · Source
105422.557ble-fleet-mcpmcp · ai-agentsMCP server for managing large fleets of BLE devices with connection pooling, scheduling, retries, and partial-failure handling. Enables AI agents to…1 starNo one-command install · Source
105522.557visiontoolmcpmcp · ai-agentsEnables text-only agents to process images by accepting image files, base64 data, or URLs, sending them to multimodal models, and returning structured…1 starNo one-command install · Source
105622.557vibeopsmcp · ai-agentsEnables agents to read and drive a local-first Kanban board for issue tracking, allowing them to list, create, update, and resolve issues from Claude…1 starNo one-command install · Source
105722.557codexmcp · ai-agentsEnables Grok Build to orchestrate the local Codex CLI for code reviews, adversarial reviews, task rescue, session transfer, and background job…1 starNo one-command install · Source
105822.557nb-mcp-servermcp · ai-agentsMCP server that wraps the nb CLI for LLM-friendly note-taking, enabling creation, reading, updating, deleting, and searching notes, todos, bookmarks…1 starNo one-command install · Source
105922.557projtoolmcp · ai-agentsEnables ML researchers to manage experiments across local and remote AutoDL GPU instances, including experiment creation, training launch, run…1 starNo one-command install · Source
106022.557osm-mcp-servermcp · ai-agentsAn OpenStreetMap MCP server that provides location-based services including geocoding, route directions, points of interest search, and neighborhood…1 starNo one-command install · Source
106122.557codex-photoshop-psd-automationmcp · ai-agentsEnables Codex to orchestrate Adobe Photoshop via MCP to reconstruct AI-generated artwork into editable, validated layered PSDs, with automated saving…1 starNo one-command install · Source
106222.557groundworkmcp · ai-agentsHosted company-state MCP: brand, voice, charter, priorities, and entitled skills for Cursor, Claude, Codex, OpenClaw, and other MCP hosts. Public…1 starNo one-command install · Source
106322.557payghaam-mcp-servermcp · ai-agentsAn MCP server that tells your coding agent which analytics events your Payghaam journeys are waiting for, so it can add them to your app.1 starNo one-command install · Source
106422.557anchormcp · ai-agentsAn MCP server that records AI coding agent attempts, runs your test suite against each in isolated git worktrees, and reports pass/fail verdicts to…1 starNo one-command install · Source
106522.557vision-toolkitmcp · ai-agentsProvides multimodal vision MCP tools for image analysis, OCR, object detection, text-to-image generation, and image similarity, integrating OpenAI…1 starNo one-command install · Source
106622.557autochromemcp · ai-agentsMCP server enabling AI agents to perform autonomous photographic color science and screenshot annotation with deterministic computer vision, film…1 starNo one-command install · Source
106722.557url-manager-mcpmcp · ai-agentsEnables AI agents to manage bookmarks (webpages, articles, videos) on behalf of users, including registration, categorization, tagging, and sharing.1 starNo one-command install · Source
106822.557autodoubaomcp · ai-agentsMCP server that lets AI agents like Codex, Hermes, and LobsterAI automatically generate images via the logged-in Doubao web UI and download the…1 starNo one-command install · Source
106922.557claude-atlas-mcpmcp · ai-agentsSelf-hosted MCP server giving Claude persistent memory via entities, observations, history, and reminders, backed by a lightweight Node/SQLite…1 starNo one-command install · Source
107022.557booboomcp · ai-agentsOpen-source operational brain that fuses an AI system's agents, memory, knowledge and automations into one rooted, privacy-walled graph, served over…1 starNo one-command install · Source
107122.557clonstmcp · ai-agentsEnables adversarial code review by connecting Claude Code to OpenAI Codex, iterating until consensus is reached between the two AI models.1 starNo one-command install · Source
107222.557jarvis-markdown-mcpmcp · ai-agentsLocal-first memory server for AI coding agents that stores work sessions, tasks, and durable memories in Markdown files, exposed through MCP tools for…1 starNo one-command install · Source
107322.557modelmetermcp · ai-agentsEnables AI agents to query model pricing, deprecations, and cost estimates via a machine-readable changelog of the AI stack.1 starNo one-command install · Source
107422.557agent-market-signalsmcp · ai-agentsAn MCP server that provides tools to audit AI-agent marketplace integrity by scanning listings for deceptive patterns like fabricated engagement…1 starNo one-command install · Source
107522.557kelvia-mcp-servermcp · ai-agentsAn MCP server that exposes 58 tools for boards, tasks, comments, worklogs, stages, members, invitations, tags, and a personal day planner, letting AI…1 starNo one-command install · Source
107622.557python-scripts-mcpmcp · ai-agentsMCP server that exposes local Python scripts as tools for AI clients (e.g. Claude Desktop), enabling directory tree generation, Excel-to-text…1 starNo one-command install · Source
107722.557zcode-cdpmcp · ai-agentsAn MCP server that enables AI coding agents to take over a real, already-logged-in Chrome via CDP, with port lease, watchdog, and state-machine…1 starNo one-command install · Source
107822.557agent-fleet-mcp-servermcp · ai-agentsMCP server that exposes a pool of Claude SDK agents as tools, enabling deterministic agent creation, retrieval, and resumption from a capability…1 starNo one-command install · Source
107922.557digmyname-domain-check-registrar-pricingmcp · ai-agentsDomain availability + registrar price comparison across 52 TLDs — see not just if a domain is free, but where it's cheapest (7 registrars, renewal…1 starNo one-command install · Source
108022.557faf-trinitymcp · ai-agentsMCP server that exposes project context, persistent memory, and agent identity via FAF formats, providing tools like context-aware callTool…1 starNo one-command install · Source
108122.557pc-botmcp · ai-agentsMCP server that enables AI agents to control Windows by clicking, typing, and navigating with a visible cursor overlay, using a layered approach…1 starNo one-command install · Source
108222.557r2-d2mcp · ai-agentsAn MCP server for Star Wars Unlimited that provides card search, deck building, format validation, meta analysis, and two-player game simulation…1 starNo one-command install · Source
108322.557enhanced-cogneemcp · ai-agentsEnterprise-grade AI memory infrastructure with multi-agent support, providing 122 MCP tools for memory management, agent coordination, and…1 starNo one-command install · Source
108422.557ai-netcafemcp · ai-agentsHosted open-source AI apps callable by agents over MCP, enabling multi-model comparisons with real metered costs and skills like PDF translation, deep…1 starNo one-command install · Source
108522.557yandex-direct-managermcp · ai-agentsMCP-коннектор для Яндекс Директа: управляйте кампаниями и аналитикой из Claude и ChatGPT — поиск лишних трат, ставки, бюджеты, минус-слова, аудит…1 starNo one-command install · Source
108622.557cacheout-mcpmcp · ai-agentsMCP server for macOS disk cache management. Enables AI agents to free disk space on demand by scanning and clearing developer caches.1 starNo one-command install · Source
108722.557almanac-mcp-servermcp · ai-agentsSelf-hosted fitness tracking MCP server that gives AI assistants access to your nutrition, training, weight, sleep, and accomplishment data via 77…1 starNo one-command install · Source
108822.557agentic-hec-rasmcp · ai-agentsMCP server that enables natural-language-driven, headless HEC-RAS modeling, letting agents inspect, edit, run, compare, and plot 1D/2D hydraulic…1 starNo one-command install · Source
108922.557cyber-slackmcp · ai-agentsMCP server for Slack that enables AI agents to interact with Slack workspaces, including listing channels, reading and posting messages, searching…1 starNo one-command install · Source
109022.557win-computer-usemcp · ai-agentsMCP server that gives Claude human-like control of a Windows PC with its own virtual cursor, an emergency stop, and a manager UI.1 starNo one-command install · Source
109122.557ctxmcp · ai-agentsAn MCP server that converts GitHub repositories and documentation sites into token-counted, searchable context blobs for AI agents, with tools like…1 starNo one-command install · Source
109222.557mcp-vanshul-commcp · ai-agentsA public MCP server that lets AI agents read live web pages as clean Markdown, with tools to fetch, search, extract metadata, and extract links from…1 starNo one-command install · Source
109322.557gyanlabs-agentic-hrmsmcp · ai-agentsMCP server enabling AI assistants to autonomously manage HR tasks including employee onboarding, leave tracking, IT provisioning, meeting scheduling…1 starNo one-command install · Source
109422.557contextprismmcp · ai-agentsEnables AI coding agents to efficiently analyze codebases by extracting AST skeletons, reducing token usage while preserving type contracts and…1 starNo one-command install · Source
109522.557antigravity-mcpmcp · ai-agentsAn MCP server that leverages Google Antigravity SDK and Gemini Enterprise Agent Platform to provide AI-driven code review and task execution via…1 starNo one-command install · Source
109622.557jarmstrong158-context-keepermcp · ai-agentsPersistent project memory for AI assistants, storing decisions, workflows, and constraints across sessions.1 starNo one-command install · Source
109722.557context-keepermcp · ai-agentsDurable project-memory MCP: decisions, constraints, and pipelines across Claude sessions1 starNo one-command install · Source
109822.557clone-space-mcpmcp · ai-agentsArchives live web pages for offline replay with full interactivity, enabling AI agents to analyze page structure and behavior.1 starNo one-command install · Source
109922.557agentic-automl-data-scientist-mcpmcp · ai-agentsAn AI platform that automates the complete machine learning workflow using LangGraph agents and integrates with MCP servers for file, compute, and…1 starNo one-command install · Source
110022.557atlassian-server-mcpmcp · ai-agentsA TypeScript MCP server that enables LLM agents to interact with Atlassian Data Center products (Jira, Confluence, Bitbucket) through typed tools…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