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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
150123.374dental-calendar-mcpmcp · ai-agentsEnables ElevenLabs AI agents to manage dental clinic appointments through Google Calendar, including checking availability, booking, canceling…1 forkNo one-command install · Source
150223.374ratemyprofessors-mcp-servermcp · ai-agentsAn unofficial MCP server for RateMyProfessors.com that enables fetching professor ratings, reviews, and comments. Integrates with MCP clients like…1 forkNo one-command install · Source
150323.374cmmv-mcpmcp · ai-agentsEnables standardized interactions between LLMs and CMMV applications using the Model Context Protocol, with decorator-based tool registration and…1 forkNo one-command install · Source
150423.374neglect-solanamcp · ai-agentsBillions of Solana DeFi TXNs, decoded and accessible via LLM1 forkNo one-command install · Source
150523.374ynumcp · ai-agentsModular framework for exposing tools, resources, and prompts through FastMCP, featuring dynamic module loading, environment-based configuration, and…1 forkNo one-command install · Source
150623.374beatport-scrapermcp · ai-agentsEnables extracting metadata from Beatport track URLs, including preview audio, cover art, and track info, via an MCP server integrated with Claude…1 forkNo one-command install · Source
150723.374nahisaho-katashiro-mcp-servermcp · ai-agentsMCP server for information collection, text analysis, and content generation, enabling AI agents to scrape web pages, analyze text, and generate…1 forkNo one-command install · Source
150823.374shell-usemcp · ai-agentsEnables agents to interact with CLI applications like vim, htop, and gdb by sending key inputs and capturing terminal output through tmux sessions.1 forkNo one-command install · Source
150923.374nano-gpt-mcpmcp · ai-agentsProvides access to 700+ AI models for text, image, video, and audio generation via the NanoGPT API, enabling direct use from Claude Code or any…1 forkNo one-command install · Source
151023.374obox-mcpmcp · ai-agentsObox MCP is a development toolkit that enables AI agents to autonomously execute system commands, manage files, and navigate projects within the IDE.1 forkNo one-command install · Source
151123.374c-core-guidelinesmcp · ai-agentsEnforce consistent C++ style and best practices across your codebase. Analyze naming, memory safety, and const correctness, and get actionable…1 forkNo one-command install · Source
151223.374aimemorymcp · ai-agentsGives AI agents persistent memory with semantic search, automatic extraction, and memory decay, accessible via MCP protocol.1 forkNo one-command install · Source
151323.374lensprmcp · ai-agentsMCP server that builds a dependency graph of your codebase, giving AI agents structural understanding to analyze impact, find context, and make safe…1 forkNo one-command install · Source
151423.374kyrylopr-lensprmcp · ai-agentsCode intelligence providing dependency graphs, impact analysis, and structural context for AI coding agents.1 forkNo one-command install · Source
151523.374camofox-browser-mcpmcp · ai-agentsMCP server for controlling a local camofox-browser instance, enabling LLM agents to perform web automation tasks such as navigation, interaction…1 forkNo one-command install · Source
151623.374mcp-server-tldmcp · ai-agentsAn MCP server for AI agents to interact with the JustLend DAO lending protocol on TRON, plus general TRON chain utilities like balances, transfers…1 forkNo one-command install · Source
151723.374eren-solutions-agent-guardrailmcp · ai-agentsAction-level governance for AI agents with policy enforcement, spend caps, and flight recording.1 forkNo one-command install · Source
151823.374lilo-propertymcp · ai-agentsVacation rental booking and guest protection for AI agents.1 forkNo one-command install · Source
151923.374autoflowmcp · ai-agentsAutoFlow enables AI agents to automate Windows desktop tasks by visually recognizing screen elements and simulating keyboard and mouse actions, with…1 forkNo one-command install · Source
152023.374desktopcommanderpymcp · ai-agentsA Python MCP server that provides controlled access to local filesystem, terminal, processes, and SAP HANA Cloud, enabling Claude to interact with…1 forkNo one-command install · Source
152123.374gwmcpmcp · ai-agentsGoogle Workspace MCP Server with guided setup and seamless auth. Enables using 114 Google Workspace tools with Claude Code, Cursor, or any MCP client…1 forkNo one-command install · Source
152223.374agentanycastmcp · ai-agentsP2P daemon for decentralized agent-to-agent communication with automatic peer discovery and NAT traversal.1 forkNo one-command install · Source
152323.374agent-output-guard-mcpmcp · ai-agentsValidates agent outputs in multi-agent systems to prevent coordination failures, with tools for schema verification, hallucination detection, and…1 forkNo one-command install · Source
152423.374agenson-tools-agent-output-guardmcp · ai-agentsValidates and filters AI agent outputs for safety and compliance.1 forkNo one-command install · Source
152523.374tesseract-26-eyeshot-mcpmcp · ai-agentsEnables AI-driven CAD operations through natural language, integrating LLM and Eyeshot SDK for model manipulation.1 forkNo one-command install · Source
152623.374crossmemmcp · ai-agentsUnified search across all Claude Code and Gemini CLI memories, enabling AI assistants to recall and save cross-project knowledge via an MCP server.1 forkNo one-command install · Source
152723.374stewyboy1990-stockscopemcp · ai-agentsSEC EDGAR-powered stock market data and financial intelligence for AI agents.1 forkNo one-command install · Source
152823.374manycontactsmcp · ai-agentsWhatsApp Business CRM for managing contacts, sending messages, running campaigns, and configuring AI agents.1 forkNo one-command install · Source
152923.374mdfifty50-boop-domain-expertisemcp · ai-agentsDomain expertise injection for AI agents across 20+ industry verticals.1 forkNo one-command install · Source
153023.374domain-expertise-mcpmcp · ai-agentsInjects structured professional domain expertise into AI agents, providing access to decision frameworks, workflows, terminology, and regulatory…1 forkNo one-command install · Source
153123.374mdfifty50-boop-agentic-observabilitymcp · ai-agentsAgent tracing, cost tracking, and anomaly detection for LLM-based agents.1 forkNo one-command install · Source
153223.374bedrock-agent-core-operations-hub-mcpmcp · ai-agentsAn autonomous AI operations hub for enterprise e-commerce that uses a decentralized MCP mesh and LLM-as-Judge consensus to detect and self-heal…1 forkNo one-command install · Source
153323.374memory-lancedb-mcpmcp · ai-agentsEnables AI agents to store and recall persistent long-term memories across sessions using LanceDB, with semantic search, automatic linking, conflict…1 forkNo one-command install · Source
153423.374depscope-mcpmcp · ai-agentsValidates and checks packages across 19 ecosystems to prevent AI agents from installing hallucinated, deprecated, or malicious packages.1 forkNo one-command install · Source
153523.374scholar-mcp-servermcp · ai-agentsUnified MCP server for scientific literature search and extraction, integrating databases like Scopus, OpenAlex, Semantic Scholar, and Unpaywall to…1 forkNo one-command install · Source
153623.374a10-guardianmcp · ai-agentsMCP server that enables AI agents to manage A10 Networks DDoS mitigation devices, including zone management, incident monitoring, and template…1 forkNo one-command install · Source
153723.374vnstock-mcpmcp · ai-agentsUnofficial MCP server providing Vietnamese stock market financial data, enabling natural language interaction with Claude Desktop.1 forkNo one-command install · Source
153823.374pch-mcp-servermcp · ai-agentsMCP server for PathCourse Health enabling cheaper LLM inference, USDC-based agent payments, and agent identity/reputation lookup.1 forkNo one-command install · Source
153923.374pathcourse-healthmcp · ai-agentsMCP server integrating PathCourse Health services for LLM inference, USDC-based agent payments, and agent identity lookup.1 forkNo one-command install · Source
154023.374heista-mcpmcp · ai-agentsDecode any video ad, load brand information, and generate ad scripts from inside MCP-compatible clients like Claude and ChatGPT.1 forkNo one-command install · Source
154123.374sapmcpmcp · ai-agentsEnables operating and querying SAP ECC/S/4HANA systems via SAP NetWeaver RFC SDK, exposing MCP tools, resources, and prompts for LLMs.1 forkNo one-command install · Source
154223.374alephantmcp · ai-agentsAI cost control and BYO-key routing across 50+ LLM providers and 320+ models.1 forkNo one-command install · Source
154323.374ybin4548-claude-context-syncmcp · ai-agentsSummarizes and shares context across parallel Claude Code sessions so each session can see what others are working on.1 forkNo one-command install · Source
154423.374nwtools-mcpmcp · ai-agentsProvides accurate IPv4 subnet and address tools for LLMs using Python's ipaddress library. Includes CIDR parsing, overlap detection, IP…1 forkNo one-command install · Source
154523.374focus-mcp-climcp · ai-agentsMCP orchestrator that loads modular bricks on demand, reducing AI agent context usage by ~65%.1 forkNo one-command install · Source
154623.374pouria3-bstormsmcp · ai-agentsAgent playbook marketplace for sharing proven execution knowledge.1 forkNo one-command install · Source
154723.374bricolagemcp · ai-agentsAn agentic system that turns free-tier cloud resources into working outcomes. It orchestrates six specialist agents to plan, acquire, and assemble…1 forkNo one-command install · Source
154823.374synapse-researchmcp · ai-agentsA deep-research MCP server exposing a single task-augmented tool that runs GPT-Researcher with Tavily search, Anthropic Claude, and OpenAI embeddings…1 forkNo one-command install · Source
154923.374ai-syncforgemcp · ai-agentsA LAN multi-AI collaborative development ecosystem connecting tools like Cursor, Windsurf, and Claude Desktop via MCP for automated Dev-QA-Ops…1 forkNo one-command install · Source
155023.374agentanycast-mcp-servermcp · ai-agentsEnables AI tools to discover, communicate with, and orchestrate AI agents over a decentralized peer-to-peer network with end-to-end encryption.1 forkNo one-command install · Source
155123.374memsolusmcp · ai-agentsPersistent memory system for AI agents with semantic search, knowledge graph extraction, and shared memory pools.1 forkNo one-command install · Source
155223.374secret-safe-envmcp · ai-agentsAn MCP server that enables AI agents to securely add secrets to .env files by prompting the user to input the value through a local masked dialog…1 forkNo one-command install · Source
155323.374golfbox-mcpmcp · ai-agentsA local MCP server for GolfBox tee-time workflows that lets agent clients authenticate, list clubs, search tee times, manage bookings, and prepare…1 forkNo one-command install · Source
155423.374wiring-diagram-mcpmcp · ai-agentsEnables Claude to size batteries, wire gauges, and fuses for 12V-48V electrical systems in boats, vans, and off-grid builds, and generates complete…1 forkNo one-command install · Source
155523.374claude-design-mcpmcp · ai-agentsAn MCP server that drives Anthropic's Claude Design from agentic coding CLIs, providing tools to create, generate, iterate, and export design systems…1 forkNo one-command install · Source
155623.374empaya-mcp-servermcp · ai-agentsMCP server for Cloudways enabling server management, app deployment, backups, SSL, environment variables, and monitoring via Claude Code.1 forkNo one-command install · Source
155723.374mcp-notes-server-2mcp · ai-agentsA beginner-friendly MCP server for managing personal notes. Enables Claude to create, list, read, search, update, and delete notes saved as Markdown…1 forkNo one-command install · Source
155823.374vishaltorc-subconsciousmcp · ai-agentsLocal-first semantic memory layer for MCP agents with recall, remember, forget, and stats tools backed by ChromaDB.1 forkNo one-command install · Source
155923.374openinterp-mcpmcp · ai-agentsMCP server for mechanistic interpretability research, enabling agents to drive probe-causality and SAE-feature experiments via 8 typed tools on user's…1 forkNo one-command install · Source
156023.374fastcontext-mcpmcp · ai-agentsWraps FastContext-1.0 as a repo-exploration subagent for Claude Code, enabling efficient codebase navigation by returning file paths and line ranges…1 forkNo one-command install · Source
156123.374mcp-llm-offloadmcp · ai-agentsAn MCP server that offloads light LLM work from Claude to a model you control, such as a local LLM or any OpenAI-compatible provider, saving…1 forkNo one-command install · Source
156223.374platform-adapter-mcpmcp · ai-agentsWraps multiple bug bounty platform APIs (HackerOne, Bugcrowd, etc.) behind a uniform MCP tool surface, enabling LLM agents to query programs, scope…1 forkNo one-command install · Source
156323.374deepsiftmcp · ai-agentsDeepSIFT is an MCP server that wraps SANS SIFT Workstation forensic tools with structured JSON output and RAG threat intelligence, reducing LLM…1 forkNo one-command install · Source
156423.374multi-model-mcpmcp · ai-agentsAn MCP server that exposes tools for sub-agent style reasoning across multiple LLM providers, enabling delegation of prompts to various models and…1 forkNo one-command install · Source
156523.374maus-mcpmcp · ai-agentsMCP server that gives AI agents access to your Maus clipboard on macOS, enabling them to write clean text into history, search, and manage clipboard…1 forkNo one-command install · Source
156623.374calcifiermcp · ai-agentsMCP server for the Calcifier smart camping lamp, enabling control of lamp state, brightness, color temperature, mode, and battery charging via natural…1 forkNo one-command install · Source
156723.374lumei-lamp-mcpmcp · ai-agentsEnables remote control of a virtual LUMEI lamp via Claude, allowing users to adjust power, brightness, mode, tracking, and view product info or…1 forkNo one-command install · Source
156823.374ce-mcpmcp · ai-agentsEnables AI agents to programmatically control Cheat Engine for memory scanning, editing, cheat table management, and reverse engineering tasks.1 forkNo one-command install · Source
156923.374gemini-claude-mcp-bridgemcp · ai-agentsA private MCP server that lets Claude generate images using Google Gemini/Imagen, exposing a generate_image tool.1 forkNo one-command install · Source
157023.374phi-guard-mcpmcp · ai-agentsMCP server and CLI for detecting, redacting, and auditing PHI in medical text before it is sent to AI agents, with tools for scan, redact, audit, and…1 forkNo one-command install · Source
157123.374gitlab-duo-mcp-bridgemcp · ai-agentsWraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get structured Duo reviews via duo_review.1 forkNo one-command install · Source
157223.374woow-hermes-mcp-servermcp · ai-agentsFastMCP wrapper that lets Claude app fully control a Hermes Agent instance via remote connector.1 forkNo one-command install · Source
157323.374lamatic-mcpmcp · ai-agentsUnified MCP server combining dev, graph, docs, and kit tools for Lamatic.ai. Enables managing orgs/projects/flows, executing flows, querying docs via…1 forkNo one-command install · Source
157423.374scribe-mcpmcp · ai-agentsTranscribes audio/video files, generates summaries and structured knowledge items, and supports Notion integration and chat-based interaction. Works…1 forkNo one-command install · Source
157523.374claude-usage-guardmcp · ai-agentsAn MCP server that exposes Claude Code's real-time rate limit usage so that an orchestrator can check remaining capacity before launching subtasks.1 forkNo one-command install · Source
157623.374aperture-mcpmcp · ai-agentsA commitment tripwire that flags when a tracked commitment disappears verbatim between document versions; enables AI agents to call this check via…1 forkNo one-command install · Source
157723.374llmstxt-mcpmcp · ai-agents用于管理远程llms.txt文档的MCP服务器，支持添加、编辑、删除、列出和获取llms.txt文档内容。1 forkNo one-command install · Source
157823.374genswarms-fleet-mcpmcp · ai-agentsMCP server that connects any MCP harness (Claude Code, claude.ai, Cursor) to a fleet of GenSwarms swarms for observation, configuration, and optional…1 forkNo one-command install · Source
157923.374long-novel-agent-kitmcp · ai-agentsProvides local desktop agents with durable project memory and safety gates for writing long novels, enabling continuity management, chapter drafting…1 forkNo one-command install · Source
158023.374skill-cb-analyzermcp · ai-agentsEnables AI agents to run comprehensive Chinese convertible bond analysis with 21 signal detectors, option pricing, and backtest reports.1 forkNo one-command install · Source
158123.374auravms-mcpmcp · ai-agentsMCP server for AuraVMS that enables agents to manage RFQs, supplier quotes, and purchase orders with safety defaults like draft RFQs and…1 forkNo one-command install · Source
158223.374semleymcp · ai-agentsEnables autonomous SRE incident investigation by allowing users to describe incidents in natural language. The agent follows a governed state machine…1 forkNo one-command install · Source
158323.374chdb-mcpmcp · ai-agentsAn MCP server for chDB, the in-process SQL OLAP engine powered by ClickHouse. Lets agents query Parquet, CSV, JSON, and pandas DataFrames with one…1 forkNo one-command install · Source
158423.374ru-financemcp · ai-agentsMCP server providing financial data from Moscow Exchange and Bank of Russia, including quotes, bond metrics, interest rates, and portfolio analysis…1 forkNo one-command install · Source
158523.374subhivemcp · ai-agentsA shared context and coordination layer for multiple AI agents over MCP, featuring semantic memory, dependency-aware task DAGs, auto-scheduling…1 forkNo one-command install · Source
158623.374pingcode-mcpmcp · ai-agentsEnables natural language reading and management of PingCode project work items (defects and requirements) through Cursor, Claude Code, Codex, and…1 forkNo one-command install · Source
158723.374clawmem-mcp-servermcp · ai-agentsAn MCP server that leverages a GitHub-compatible API as a durable memory store for AI agents, enabling automatic memory storage, recall, and…1 forkNo one-command install · Source
158823.374eveoy-mcpmcp · ai-agentsEnables AI agents to drive real customer visits to physical stores for $24.99 per verified visitor, with tools for pricing, industry listings, and…1 forkNo one-command install · Source
158923.374agent-locksmcp · ai-agentsA filesystem-based MCP server for AI coding agents to coordinate work across git worktrees by claiming files, checking for conflicts, and logging…1 forkNo one-command install · Source
159023.374sem-g-secure-enterprise-mcp-gatewaymcp · ai-agentsA zero-trust gateway for securely brokering interactions between AI models and internal tools via the Model Context Protocol, with DLP, prompt…1 forkNo one-command install · Source
159123.374gemini-code-context-mcpmcp · ai-agentsPersistent Gemini 2M context cache for Claude Code — repeat queries up to 8× faster and 4× cheaper.1 forkNo one-command install · Source
159223.374skilldb-mcpmcp · ai-agentsMCP server for SkillDB that enables AI assistants to search, load, and manage AI agent skills directly.1 forkNo one-command install · Source
159323.374nano-banana-remote-mcp-servermcp · ai-agentsA remote MCP server that exposes Gemini image generation/editing as a custom connector for Claude, enabling image creation and editing from any chat…1 forkNo one-command install · Source
159423.374indousmcpmcp · ai-agentsAgent-first data layer for the Indian-American diaspora, enabling LLM agents to search and retrieve information about Indian restaurants, temples…1 forkNo one-command install · Source
159523.374compact-promptmcp · ai-agentsThis MCP server compacts prompts to save on token usage.1 forkNo one-command install · Source
159623.374tokenlab-mcp-servermcp · ai-agentsRead-only MCP server that exposes public TokenLab model catalog tools for agents to discover models, inspect request contracts, and compare pricing.1 forkNo one-command install · Source
159723.374notion-gpt-image-mcpmcp · ai-agentsA Notion custom MCP server that uses OpenAI's gpt-image-2 to generate images and insert them directly into Notion pages.1 forkNo one-command install · Source
159823.374excel-lspmcp · ai-agentsAn MCP server that provides a semantic index and 14 bounded tools for AI agents to navigate Excel workbooks by symbols, references, and diagnostics…1 forkNo one-command install · Source
159923.374tutamcp-mcp-server-for-tutamcp · ai-agentsMCP server giving Claude access to Tuta mail, calendar, contacts and drive. Supports mail modes (dedicated/shared/folder), trusted sender filtering…1 forkNo one-command install · Source
160023.374r-stats-mcpmcp · ai-agentsAn MCP server that provides an LLM with access to R's statistical toolkit including hypothesis tests, regression, psychometrics, survival analysis…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