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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
30122.557agentic-visionmcp · ai-agentsEnables LLMs to autonomously analyze camera images for occupational safety violations, generate risk reports per ISG regulations, and log violations…1 starNo one-command install · Source
30222.557synappsmcp · ai-agentsMCP server that builds a queryable graph of codebases using Language Server Protocol analysis, enabling AI agents to understand code relationships…1 starNo one-command install · Source
30322.557dav-mcpmcp · ai-agentsTransform AI agents into orchestrating assistants managing calendars, contacts, and tasks via CalDAV, CardDAV, and VTODO protocols.1 starNo one-command install · Source
30422.557stealth-agent-browser-mcpmcp · ai-agentsAn MCP server providing AI agents with a stealth Chromium browser that uses hybrid accessibility-object-model and set-of-mark vision for token-lean…1 starNo one-command install · Source
30522.557subagentsmcp · ai-agentsAn MCP server that enables Cursor to delegate complex, multi-step tasks to specialized subagents, including general-purpose and explore agents, with…1 starNo one-command install · Source
30622.557scopa-mcp-servermcp · ai-agentsAn MCP server for playing the Italian card game Scopa, supporting 2-4 players, Redis-backed event logging, real-time synchronization, and an optional…1 starNo one-command install · Source
30722.557arkalda-hejdar-mcpmcp · ai-agentsRuntime policy enforcement for AI agents. Evaluate actions against organization policies before execution, with observe and enforce modes.1 starNo one-command install · Source
30822.557mcp-clipstreammcp · ai-agentsCaptures copyable text from Claude Code terminal output before it's mangled by ANSI codes or line breaks, providing a clean clipboard buffer through a…1 starNo one-command install · Source
30922.557adelelo13-neurohivemcp · ai-agentsMulti-agent memory intelligence with expertise tracking and conflict detection.1 starNo one-command install · Source
31022.557cyperf-mcp-servermcp · ai-agentsExposes Keysight CyPerf network performance and security testing as 100 tools across 15 categories, enabling AI assistants to orchestrate tests…1 starNo one-command install · Source
31122.557live-audio-intelligence-mcpmcp · ai-agentsEnables real-time transcription and heuristic vocal stress analysis of live financial webcasts, providing an LLM with rolling transcripts and a stress…1 starNo one-command install · Source
31222.557gh-marerem-longmemmcp · ai-agentsPersistent memory for AI coding assistants that stores and retrieves previously solved problems across projects.1 starNo one-command install · Source
31322.557isteam-linkedin-mcpmcp · ai-agentsMCP server for LinkedIn that enables AI agents to post, comment, like, and manage content on LinkedIn.1 starNo one-command install · Source
31422.557fronius-mcpmcp · ai-agentsEnables real-time solar data from Fronius inverters via Claude, allowing natural language queries about solar production, battery, and grid exchange.1 starNo one-command install · Source
31522.557agent-mailbox-mcpmcp · ai-agentsMCP server for multi-agent AI systems providing mailbox messaging, A2A task delegation, resource coordination, and a web dashboard.1 starNo one-command install · Source
31622.557sirgreed808-zoho-mail-mcpmcp · ai-agentsMCP server for Zoho Mail. Read, search, and send email from Claude.1 starNo one-command install · Source
31722.557bluesky-mcp-servermcp · ai-agentsMCP server for Bluesky/AT Protocol enabling LLM clients and agents to authenticate, search, post, like, follow, and manage chat on Bluesky.1 starNo one-command install · Source
31822.557tokenlens-mcpmcp · ai-agentsAnalyze AI conversations to estimate token costs, detect waste, and generate optimized prompts directly from your editor.1 starNo one-command install · Source
31922.557gh-gong8-knownissuemcp · ai-agentsShared debugging memory for AI agents to report, patch, and verify issues.1 starNo one-command install · Source
32022.557mdfifty50-boop-a2a-bridgemcp · ai-agentsEnables direct communication between AI agents in multi-agent systems over MCP.1 starNo one-command install · Source
32122.557a2a-bridge-mcpmcp · ai-agentsMCP server for agent-to-agent communication -- capability discovery, task delegation, and result aggregation across MCP agents.1 starNo one-command install · Source
32222.557devctl-mcpmcp · ai-agentsAn MCP server that lets Claude manage long-running development processes across frameworks like Flutter, Next.js, Spring Boot, and Vite, with…1 starNo one-command install · Source
32322.557simplyprintmcp · ai-agentsManage 3D printer farms directly from Claude, controlling printers, queues, and jobs.1 starNo one-command install · Source
32422.557sean-sunagaku-promptlintmcp · ai-agentsStatic linter for AI prompts detecting contradictions, redundancy, ambiguity, and filler text.1 starNo one-command install · Source
32522.557promptlint-mcpmcp · ai-agentsA static analyzer for AI prompts that runs as a CLI and MCP server, enabling linting of system prompts, agent instructions, and tool descriptions to…1 starNo one-command install · Source
32622.557ai-diff-review-mcpmcp · ai-agentsEnables AI agents to edit files in VS Code with an interactive diff review panel, allowing users to accept or reject changes.1 starNo one-command install · Source
32722.557mcp-server-findmcp · ai-agentsA discovery tool for AI agents to search, evaluate, and install MCP servers from multiple registries.1 starNo one-command install · Source
32822.557mgthompo1-anchorrmcp · ai-agentsAgent-native CRM with 25 tools for contact enrichment, deal management, sequences, and autonomous prospecting.1 starNo one-command install · Source
32922.557anchorr-mcpmcp · ai-agentsMCP server for Anchorr, an agent-native CRM, providing 25 tools for managing contacts, companies, deals, sequences, activities, and enrichment with a…1 starNo one-command install · Source
33022.557geolabel-geolabel-mcpmcp · ai-agentsGPS coordinates to AI-ready location context — returns place name, stable category (gym, supermarket, restaurant…), and live opening hours via…1 starNo one-command install · Source
33122.557thezenmonster-agentscoremcp · ai-agentsScan software packages for security vulnerabilities with AI agent support.1 starNo one-command install · Source
33222.557groowoothmcp · ai-agentsMCP server that enables AI agents to assess child growth, plot growth curves, and interpret z-scores using WHO and China NHC standards.1 starNo one-command install · Source
33322.557lighter-mcpmcp · ai-agentsA portable MCP server that exposes Lighter trading to any MCP-capable agent with safety-first features like mode-based gating, two-step confirmations…1 starNo one-command install · Source
33422.557gptqueuemcp · ai-agentsEnables AI agents to discover each other and exchange typed messages through a Redis-backed queue via MCP tool calls, with support for registration…1 starNo one-command install · Source
33522.557canuckeats-mcpmcp · ai-agentsEnables AI agents to browse menus and place real food delivery orders from UberEats and DoorDash across 89 Canadian cities.1 starNo one-command install · Source
33622.557gh-timluogit-clawrivermcp · ai-agentsAI Agent experience sharing platform for knowledge exchange and collaboration.1 starNo one-command install · Source
33722.557clawrivermcp · ai-agentsAI Agent经验共享平台，通过MCP协议让AI代理搜索、分享和评价工作经验，避免从零开始解决问题。1 starNo one-command install · Source
33822.557zleventer-google-adsmcp · ai-agentsDiagnoses Google Ads spend efficiency and asset performance via Claude with 22 tools.1 starNo one-command install · Source
33922.557mcp-agent-reviewmcp · ai-agentsAn MCP server that provides agentic code review powered by OpenAI-compatible models, designed for use with Claude Code.1 starNo one-command install · Source
34022.557gabrielcerutti-etoromcp · ai-agentsConnect to your eToro account for portfolio analysis, market research, and trading via AI agents.1 starNo one-command install · Source
34122.557toonight-mnemoscopemcp · ai-agentsObservability layer for LLM agent memory systems with predictive context degradation scoring, signed audit journals, and hierarchical knowledge…1 starNo one-command install · Source
34222.557codex-bridgemcp · ai-agentsMCP server that lets Claude Code ask GPT Codex for adversarial planning, code review, debugging, research, and risk triage without leaving your…1 starNo one-command install · Source
34322.557zero-core-verifymcp · ai-agentsPost-transaction outcome verification for agents using LLM-as-judge scoring.1 starNo one-command install · Source
34422.557nse-stock-insightsmcp · ai-agentsIndian Nifty 500 stock analysis for AI agents — price action, demand zones, technicals, and screener.1 starNo one-command install · Source
34522.557spatial-memory-mcpmcp · ai-agentsA persistent semantic memory system for LLMs with time-based decay, automatic memory capture, and spatial navigation tools for exploring knowledge…1 starNo one-command install · Source
34622.557renl-meshimizemcp · ai-agentsConnect AI agents to a network of authoritative knowledge sources for Q&A, group discovery, and real-time messaging.1 starNo one-command install · Source
34722.557codeaudit-mcpmcp · ai-agentsA read-only MCP server for AI coding agents to inspect repositories, audit code quality, route engineering skills, and plan safe issue/PR workflows.1 starNo one-command install · Source
34822.557tradallo-reputationmcp · ai-agentsMCP server for querying cryptographically-verified trading records of human traders and AI agents on the Tradallo platform.1 starNo one-command install · Source
34922.557overtone-newsmcp · ai-agentsReal-time news with tone analysis, brand safety scoring, and narrative shift signals for AI agents.1 starNo one-command install · Source
35022.557lisamaraventano-spine-mcp-servermcp · ai-agentsThe Underground Cultural District MCP server. 23 tools for AI agents: 13 free developer utilities (UUID, JSON formatter, Base64, hashing, JWT decoder…1 starNo one-command install · Source
35122.557json-contractsmcp · ai-agentsContract registry and validator for structured JSON outputs from LLMs and agents.1 starNo one-command install · Source
35222.557nexustoken-sdkmcp · ai-agentsRun agent tasks, discover capabilities, and coordinate V2 Jobs on the NexusToken platform.1 starNo one-command install · Source
35322.557formacv-mcpmcp · ai-agentsOfficial MCP server for FormaCV, enabling AI-powered CV formatting, anonymization, tailoring, and ATS push-back from AI agents like Claude Desktop and…1 starNo one-command install · Source
35422.557evermint-mcpmcp · ai-agentsTamper-evident receipts for AI agent actions. The notary layer for agent-to-agent transactions.1 starNo one-command install · Source
35522.557evermintmcp · ai-agentsMints tamper-evident receipts for AI agent actions as the notary layer for agent transactions.1 starNo one-command install · Source
35622.557arcwall-mcp-servermcp · ai-agentsSecurity scanning for AI coding tools (Claude Code, Cursor, Windsurf) including secrets detection, MCP config vulnerabilities, agent instruction…1 starNo one-command install · Source
35722.557distillmcp · ai-agentsMCP server that provides a shared team knowledge base by transforming raw input into anonymous, factual knowledge via a local LLM before storage…1 starNo one-command install · Source
35822.557stata-executor-mcpmcp · ai-agentsEnables an agent to execute Stata do scripts or inline commands locally and retrieve structured results including status, error diagnostics, and…1 starNo one-command install · Source
35922.557anteos-bookingmcp · ai-agentsBook medical appointments with French doctors by specialty and city via AI agents.1 starNo one-command install · Source
36022.557k8gentsmcp · ai-agentsA Kubernetes diagnostic agent that provides on-demand root cause analysis and human-in-the-loop remediation via Slack, using LLM reasoning with…1 starNo one-command install · Source
36122.557ligolo-ng-mcp-servermcp · ai-agentsThis MCP server enables AI assistants to control Ligolo-ng operations on a remote Kali Linux machine via SSH, providing tools for managing proxy…1 starNo one-command install · Source
36222.557synccontextmcp · ai-agentsMCP server that provides a shared semantic memory layer for AI coding agents, enabling teams to store, search, and sync context, decisions, and…1 starNo one-command install · Source
36322.557sustinbebustin-citadelmcp · ai-agentsBundles per-stack documentation tools for coding agents.1 starNo one-command install · Source
36422.557citadel-mcpmcp · ai-agentsA Code Mode MCP server that provides AI coding agents with curated, per-stack documentation as typed tools, enabling efficient document access and…1 starNo one-command install · Source
36522.557mcp-aempsmcp · ai-agentsEnables AI agents to query the official Spanish AEMPS/CIMA registry for real-time pharmaceutical data, including medications, supply problems, and…1 starNo one-command install · Source
36622.557plaid-mcp-servermcp · ai-agentsA self-hosted MCP server that lets Claude query your bank accounts, balances, and transactions through Plaid.1 starNo one-command install · Source
36722.557giuliohome-org-doc-managermcp · ai-agentsPersonal document vault on Azure Blob Storage with a built-in MCP server. Client-side AES-256-GCM zero-knowledge encryption: encrypted docs stay…1 starNo one-command install · Source
36822.557arena-mcp-servermcp · ai-agentsEnables running position-driven adversarial debates and code reviews between AI agents via MCP tools, supporting custom positions, multiple rounds…1 starNo one-command install · Source
36922.557tickerrmcp · ai-agentsLive status, API pricing, and rate limits for ChatGPT, Claude, Gemini, Cursor, and 42+ AI tools.1 starNo one-command install · Source
37022.557gsc-mcp-connectormcp · ai-agentsSelf-hosted MCP server that exposes Google Search Console tools (list sites, query analytics, inspect URL, list sitemaps) via natural language to AI…1 starNo one-command install · Source
37122.557claud-earmcp · ai-agentsAn MCP server that gives AI agents the ability to listen to and understand music/audio files, enabling semantic analysis, stem separation, lyrics…1 starNo one-command install · Source
37222.557harness-to-mcpmcp · ai-agentsExposes internal tools from agent harnesses (Claude Code, Codex, etc.) as a standard MCP server by intercepting LLM API calls.1 starNo one-command install · Source
37322.557pquattro-memora-eumcp · ai-agentsProvides encrypted persistent memory for Claude with client-side AES-256-GCM encryption and semantic search for privacy-preserving context retention.1 starNo one-command install · Source
37422.557memoraeu-mcpmcp · ai-agentsZero-knowledge persistent memory layer for Claude with client-side encryption and semantic search.1 starNo one-command install · Source
37522.557agent-memory-2mcp · ai-agentsMCP server providing persistent memory management for AI agents using SQLite and FTS5, enabling storage, full-text search, and recall of memories with…1 starNo one-command install · Source
37622.557allooloo-acm-68000mcp · ai-agentsCPG product eligibility checker for AI agents — resolve product eligibility via the ACM-68000 DPU.1 starNo one-command install · Source
37722.557navigravitymcp · ai-agentsAn intelligent MCP server that enables AI agents to act as sophisticated music curators for self-hosted Navidrome libraries, focusing on quality…1 starNo one-command install · Source
37822.557local-llm-delegation-mcpmcp · ai-agentsOptimizes token costs by intelligently delegating low-complexity tasks to local LLMs via LiteLLM, enabling cost-effective development workflows.1 starNo one-command install · Source
37922.557undisk-mcpmcp · ai-agentsProvides versioned file storage for AI agents with immutable writes, auditing, and rollback capabilities.1 starNo one-command install · Source
38022.557undiskmcp · ai-agentsUndo-first versioned file storage for AI agents — every write is versioned, every file is reversible.1 starNo one-command install · Source
38122.557vault-mcp-servermcp · ai-agentsBuilt on Obsidian Vault, this MCP server integrates with Claude Code to provide personal knowledge management including note saving, full-text search…1 starNo one-command install · Source
38222.557sharedmemory-mcp-servermcp · ai-agentsGives Claude Code, Claude Desktop, Cursor, VS Code Copilot, and other MCP-compatible tools persistent memory.1 starNo one-command install · Source
38322.557shared-memorymcp · ai-agentsPersistent shared memory for AI agents with a knowledge graph backend.1 starNo one-command install · Source
38422.557shelby-mcpmcp · ai-agentsMCP server for Shelby Protocol that enables AI agents to read, write, and manage files on decentralized storage (Aptos) through tools like upload…1 starNo one-command install · Source
38522.557code-quality-mcpmcp · ai-agentsProvides deterministic Python code quality analysis using flake8, mypy, McCabe, and vulture, enabling LLMs to access real linting and type checking…1 starNo one-command install · Source
38622.557crypto-agent-mailmcp · ai-agentsHosted email service for AI agents with inboxes, send and receive, memory, and credit-based billing.1 starNo one-command install · Source
38722.557justice8096-sagemathmcp · ai-agentsAccess SageMath's computer algebra system with 10 symbolic-math tools for LLMs.1 starNo one-command install · Source
38822.557gh-andysalvo-agentic-platformmcp · ai-agentsMCP validator, governance scoring, and cost estimation tools for AI agents.1 starNo one-command install · Source
38922.557vola-trebla-v8-cpu-profile-decodermcp · ai-agentsDecodes V8 CPU profiles into token-efficient bottleneck summaries for AI agents.1 starNo one-command install · Source
39022.557v8-cpu-profile-decoder-mcpmcp · ai-agentsAn MCP server that decodes V8 CPU profiles into token-efficient bottleneck summaries for AI agents, enabling them to analyze CPU consumption, call…1 starNo one-command install · Source
39122.557yang1bai-claw-tsavermcp · ai-agents__ 🐍 🏠 🍎 🪟 🐧 - Token-saving MCP proxy that intercepts oversized tool returns and replaces them with a preview + on-demand handle. Real benchmark…1 starNo one-command install · Source
39222.557minimax-unified-mcpmcp · ai-agentsUnifies MiniMax's multimodal generation, web search, image understanding, audio, video, and music tools into a single MCP server for use with Claude…1 starNo one-command install · Source
39322.557margins-mcpmcp · ai-agentsEnables Claude to read and propose updates to your Obsidian vault using your Claude subscription, keeping files local.1 starNo one-command install · Source
39422.557marginsmcp · ai-agentsLocal MCP server for Claude to read, search, and propose edits to your Obsidian vault using your existing subscription.1 starNo one-command install · Source
39522.557cli-anything-hub-mcpmcp · ai-agentsPaid remote MCP server enabling CLI tool execution with structured receipts, usage logs, and audit-ready evidence for agent and CI workflows.1 starNo one-command install · Source
39622.557playwright-trace-decoder-mcpmcp · ai-agentsAn MCP server that unpacks and structures Playwright trace.zip archives so AI agents can perform root-cause analysis on CI failures, with 16 focused…1 starNo one-command install · Source
39722.557google-trends-mcp-2mcp · ai-agentsEnables Claude to query Google Trends data such as keyword interest, related queries, and regional popularity, with robust proxy rotation to bypass…1 starNo one-command install · Source
39822.557google-trends-mcpmcp · ai-agentsEnables Claude to query Google Trends data such as keyword interest, related queries, and regional popularity, with robust proxy rotation to bypass…1 starNo one-command install · Source
39922.557krystal-voice-callermcp · ai-agentsControls Krystal Voice Caller tenant operations including call management and telephony automation from AI agents.1 starNo one-command install · Source
40022.557entropy0mcp · ai-agentsSource trust and URL safety tools for AI agents: evaluate domains before your agent fetches them.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