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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
420123.425deepsiftmcp · 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
420123.425platform-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
420123.425mcp-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
420123.425fastcontext-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
420123.425openinterp-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
420123.425vishaltorc-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
420123.425mcp-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
420123.425empaya-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
420123.425claude-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
420123.425wiring-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
420123.425golfbox-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
420123.425secret-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
420123.425memsolusmcp · ai-agentsPersistent memory system for AI agents with semantic search, knowledge graph extraction, and shared memory pools.1 forkNo one-command install · Source
420123.425agentanycast-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
420123.425ai-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
420123.425synapse-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
420123.425bricolagemcp · 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
420123.425pouria3-bstormsmcp · ai-agentsAgent playbook marketplace for sharing proven execution knowledge.1 forkNo one-command install · Source
420123.425focus-mcp-climcp · ai-agentsMCP orchestrator that loads modular bricks on demand, reducing AI agent context usage by ~65%.1 forkNo one-command install · Source
420123.425nwtools-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
420123.425ybin4548-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
420123.425alephantmcp · ai-agentsAI cost control and BYO-key routing across 50+ LLM providers and 320+ models.1 forkNo one-command install · Source
420123.425sapmcpmcp · 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
420123.425heista-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
420123.425pathcourse-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
420123.425pch-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
420123.425vnstock-mcpmcp · ai-agentsUnofficial MCP server providing Vietnamese stock market financial data, enabling natural language interaction with Claude Desktop.1 forkNo one-command install · Source
420123.425a10-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
420123.425scholar-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
420123.425depscope-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
420123.425memory-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
420123.425bedrock-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
420123.425mdfifty50-boop-agentic-observabilitymcp · ai-agentsAgent tracing, cost tracking, and anomaly detection for LLM-based agents.1 forkNo one-command install · Source
420123.425domain-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
420123.425mdfifty50-boop-domain-expertisemcp · ai-agentsDomain expertise injection for AI agents across 20+ industry verticals.1 forkNo one-command install · Source
420123.425manycontactsmcp · ai-agentsWhatsApp Business CRM for managing contacts, sending messages, running campaigns, and configuring AI agents.1 forkNo one-command install · Source
420123.425stewyboy1990-stockscopemcp · ai-agentsSEC EDGAR-powered stock market data and financial intelligence for AI agents.1 forkNo one-command install · Source
420123.425mcp-apollomcp · ai-agentsAn open-source, self-hosted MCP server for Apollo.io that gives AI agents direct access to Apollo's B2B sales intelligence database.1 forkNo one-command install · Source
420123.425crossmemmcp · 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
420123.425tesseract-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
420123.425agenson-tools-agent-output-guardmcp · ai-agentsValidates and filters AI agent outputs for safety and compliance.1 forkNo one-command install · Source
420123.425agent-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
420123.425agentanycastmcp · ai-agentsP2P daemon for decentralized agent-to-agent communication with automatic peer discovery and NAT traversal.1 forkNo one-command install · Source
420123.425document-parsermcp · ai-agentsProvides AI agents with comprehensive document parsing capabilities including PDF text extraction, OCR, HTML-to-markdown conversion, table extraction…1 forkNo one-command install · Source
420123.425gwmcpmcp · 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
420123.425desktopcommanderpymcp · 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
420123.425autoflowmcp · 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
420123.425lilo-propertymcp · ai-agentsVacation rental booking and guest protection for AI agents.1 forkNo one-command install · Source
420123.425eren-solutions-agent-guardrailmcp · ai-agentsAction-level governance for AI agents with policy enforcement, spend caps, and flight recording.1 forkNo one-command install · Source
420123.425striderlabs-mcp-airbnbmcp · ai-agentsMCP server for Airbnb — lets AI agents search listings, check availability, manage reservations, and book stays via browser automation.1 forkNo one-command install · Source
420123.425mcp-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
420123.425camofox-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
420123.425kyrylopr-lensprmcp · ai-agentsCode intelligence providing dependency graphs, impact analysis, and structural context for AI coding agents.1 forkNo one-command install · Source
420123.425lensprmcp · 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
420123.425aimemorymcp · ai-agentsGives AI agents persistent memory with semantic search, automatic extraction, and memory decay, accessible via MCP protocol.1 forkNo one-command install · Source
420123.425c-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
420123.425obox-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
420123.425nano-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
420123.425shell-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
420123.425nahisaho-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
420123.425beatport-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
420123.425ynumcp · 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
420123.425neglect-solanamcp · ai-agentsBillions of Solana DeFi TXNs, decoded and accessible via LLM1 forkNo one-command install · Source
420123.425cmmv-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
420123.425ratemyprofessors-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
420123.425dental-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
420123.425mcp-code-reviewermcp · ai-agentsEnables AI-powered code review and improvement, including analysis, refactoring suggestions, and automatic test generation, with an optional agentic…1 forkNo one-command install · Source
420123.425tagny-web-accessmcp · ai-agentsProvides web access tools for fetching URL text content and extracting page links using BeautifulSoup for HTML parsing, enabling locally served LLMs…1 forkNo one-command install · Source
420123.425agent8-mcp-servermcp · ai-agentsProvides tools for searching Agent8 game development code examples and system prompts to assist in Agent8 SDK development.1 forkNo one-command install · Source
420123.425lmstudio-mcpmcp · ai-agentsA Model Control Protocol (MCP) server that allows Claude to communicate with locally running LLM models via LM Studio.1 forkNo one-command install · Source
420123.425lazer-twosplitmcp · ai-agentsLeverages multiple Claude instances to compare and combine responses, delivering optimized answers by selecting the best output or merging insights…1 forkNo one-command install · Source
420123.425melbourneandrew-docs2promptmcp · ai-agentsConverts documentation from GitHub repositories or websites into LLM-friendly prompts through tools for fetching from repos and URLs with GitHub…1 forkNo one-command install · Source
420123.425shortcut-mcpmcp · ai-agentsMCP server for interacting with Shortcut (project management) directly from Claude, enabling viewing, searching, and creating stories, epics, and…1 forkNo one-command install · Source
420123.425yuzongmin-memory-managermcp · ai-agentsManages and switches between memory paths for clients, enabling organized context management across multiple AI projects.1 forkNo one-command install · Source
420123.425perplexity-servermcp · ai-agentsA TypeScript-based MCP server that implements a simple notes system with resources, tools for creating notes, and prompts for summarization.1 forkNo one-command install · Source
427622.524agentskills-mcpmcp · ai-agentsA FastMCP server that helps users discover, browse, and install agent skills from curated GitHub collections, with support for adding new skill…1 starNo one-command install · Source
427622.524resharper-cli-mcpmcp · ai-agentsMCP server that runs JetBrains' ReSharper command-line tools for code inspection and cleanup, exposed to C# coding agents over stdio.1 starNo one-command install · Source
427622.524mastodon-mcpmcp · ai-agentsA Mastodon client MCP server providing full webapp and agent automation for the Fediverse, with human-approved outbox for promotion drafts and…1 starNo one-command install · Source
427622.524nanmesh-mcpmcp · ai-agentsMCP server for NaN Mesh, enabling AI agents to search entities, cast trust reviews, register agents, post content, and query trust scores from the AI…1 starNo one-command install · Source
427622.524truecopymcp · ai-agentsSupply-chain gate for AI agent skills and MCP servers: poison-scan tool definitions, hash-pin the vetted set into a lock file and verify drift in CI…1 starNo one-command install · Source
427622.524verifyax-mcpmcp · ai-agentsEnables conversational access to the VerifyAX agent-evaluation platform, exposing tools for agent evaluation workflows through natural language.1 starNo one-command install · Source
427622.524klykmcp · ai-agentsAn MCP server that gives AI agents real OS-level control of macOS, enabling them to click real buttons, type real keys, and observe rendered screens…1 starNo one-command install · Source
427622.524restoramcp · ai-agentsRead-only MCP server that exposes your local Notion backups to AI agents — query databases, read pages, search a backed-up workspace. Offline by…1 starNo one-command install · Source
427622.524gh-linxule-voxmcp · ai-agentsalso listed as vox-mcpMulti-model AI gateway routing prompts to Gemini, GPT, Grok, DeepSeek, and local models.1 starNo one-command install · Source
427622.524ghostlightmcp · ai-agentsMCP server that lets AI agents drive your real Chromium browser with your existing signed-in sessions, providing visible, local, and inspectable…1 starNo one-command install · Source
427622.524phosphormcp · ai-agentsPhosphor is a local stablecoin portfolio manager that exposes an MCP server, enabling AI agents to read balances, composition, and costs, and propose…1 starNo one-command install · Source
427622.524legion-mcp-servermcp · ai-agentsExposes multiple LLMs as individual tools via the OpenAI Responses API wire format, enabling the calling AI to get second opinions and orchestrate…1 starNo one-command install · Source
427622.524gitea-mcp-servermcp · ai-agentsProvides ~200 auto-generated tools and resources for LLM agents to interact with Gitea and Forgejo instances via the Model Context Protocol.1 starNo one-command install · Source
427622.524homefleetmcp · ai-agentsMCP server that turns multiple home computers into a fleet for AI coding agents, enabling task delegation and LAN-based execution with local models.1 starNo one-command install · Source
427622.524gatewerkmcp · ai-agentsThe open-source review layer for AI agents. Work done for humans is decided by humans.1 starNo one-command install · Source
427622.524lunchmoney-mcp-server-oauthmcp · ai-agentsSelf-hostable remote MCP server for Lunch Money with built-in OAuth 2.1, enabling Claude to access transactions, budgets, and more on mobile, web, and…1 starNo one-command install · Source
427622.524bybit-wsmcp · ai-agentsAn MCP server that enables AI agents to scan the market, manage positions, and retrieve trading metrics for Bybit through natural language commands.1 starNo one-command install · Source
427622.524evolveguardmcp · ai-agentsMCP server wrapping the evolveguard CLI as a single generic run tool for agent-skill file safety checks.1 starNo one-command install · Source
427622.524bot2bot-mcpmcp · ai-agentsalso listed as safebot-chatMCP server for end-to-end encrypted multi-agent chat rooms, enabling turn-based hosts like Codex and Claude Code to claim, process, and acknowledge…1 starNo one-command install · Source
427622.524normativa-colombia-mcpmcp · ai-agentsConsulta normativa y jurisprudencia colombiana desde Claude, conectando con el Gestor Normativo y la Relatoría de la Corte Constitucional.1 starNo one-command install · Source
427622.524mcp-fcc-regulationsmcp · ai-agentsMCP server providing access to US FCC regulations (47 CFR) via Pipeworx gateway. Enables AI agents to query FCC rules and data sources using natural…1 starNo one-command install · Source
427622.524toolsnap-mcpmcp · ai-agentsContext-efficient MCP server for AI agents. fetch_extract reduces token usage by a median 98.1% (53,820 → 2,001 tokens) vs raw HTML — saves…1 starNo one-command install · Source
427622.524wezbridgemcp · ai-agentsZero-dependency MCP server to orchestrate a swarm of Claude Code / Codex sessions across WezTerm panes: any session can discover, spawn, prompt, and…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