Armory
Source

Leaderboard

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
Sort
ScoreUsageTestedMentionsStarsName
Highest FirstRows50100250Export

Needs the armory CLI · not on npm yet, build it from cli/ in the repository

11,931 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
350132.180payclawmcp · ai-agentsIssue virtual Visa cards for AI agents with just-in-time provisioning and human approval.2 starsNo one-command install · Source
350132.180cc-agentmcp · ai-agentsMCP server that spawns autonomous Claude Code agents in GitHub repos, enabling task delegation with persistent state, multi-step workflows, and job…2 starsNo one-command install · Source
350132.180weather-promcp · ai-agentsA production-grade MCP server that provides real-time weather data and demonstrates the complete MCP protocol surface including tools, resources…2 starsNo one-command install · Source
350132.180aegismcpmcp · ai-agentsA local-first security gateway and visual dashboard for AI agents that enforces cost caps, blocks prompt injections, and requires approval for…2 starsNo one-command install · Source
350132.180splitwisemcpmcp · ai-agentsA local MCP server that enables AI clients like Codex, Claude Code, and Claude Desktop to manage Splitwise expenses, friends, groups, and more through…2 starsNo one-command install · Source
350132.180agent-wikimcp · ai-agentsAn MCP server that enables AI agents to compile, refine, and interlink knowledge into a persistent wiki, replacing RAG with structured, curated…2 starsNo one-command install · Source
350132.180mcp-security-auditmcp · ai-agentsSecurity auditor for MCP servers that enumerates tools, resources, and prompts, scans for injection patterns, classifies risk levels, and produces a…2 starsNo one-command install · Source
350132.180mcp-memory-graphdbmcp · ai-agentsA persistent graph-database memory server for Claude and other LLM agents, built on the Model Context Protocol and powered by DuckDB.2 starsNo one-command install · Source
350132.180agent-mail-mcpmcp · ai-agentsMCP server that lets AI agents create reviewable physical mail drafts, validate quotes, and pay for postage via MPP or x402 protocols.2 starsNo one-command install · Source
350132.180gurupdf-mcpmcp · ai-agentsConvert, compress, merge, split and OCR PDFs plus 100+ file formats (Word, Excel, images, ebooks, video) right inside your AI agent. Exposes 126…2 starsNo one-command install · Source
350132.180sf-symbol-mcpmcp · ai-agentsEnables coding agents to query real SF Symbol names from the local SF Symbols app on Mac, helping generate valid SwiftUI/UIKit code without guessing.2 starsNo one-command install · Source
350132.180react-native-dev-mcpmcp · ai-agentsMCP server that gives AI coding agents hands, eyes and a mechanic's ear for React Native development.2 starsNo one-command install · Source
350132.180mcp-ebook-readmcp · ai-agentsA local MCP server that lets LLM agents read EPUB books and PDF documents with outline-first navigation, precise node reads, and local SQLite…2 starsNo one-command install · Source
350132.180backchannelmcp · ai-agentsMCP server for async messaging between AI coding agents, enabling cross-harness and cross-machine communication with Slack-like semantics and…2 starsNo one-command install · Source
350132.180agent-vision-mcpmcp · ai-agentsProvides image analysis, inspection, cropping, OCR, and comparison capabilities via the Model Context Protocol, allowing AI agents to process and…2 starsNo one-command install · Source
350132.180remote-jobs-mcp-servermcp · ai-agentsOfficial Model Context Protocol (MCP) server to search, filter, and retrieve live remote job listings from the Jobicy database in real-time. Works…2 starsNo one-command install · Source
350132.180ctxshot-mcpmcp · ai-agentsA lightweight MCP server that provides project briefing tools (session_brief, pack_context) for AI agents to quickly understand project structure with…2 starsNo one-command install · Source
350132.180forsale-mcpmcp · ai-agentsExposes Kuwait's 4Sale marketplace to LLM agents through 62 tools for searching listings, evaluating prices, detecting scams, and more, enabling…2 starsNo one-command install · Source
350132.180inonego-asqumcp · ai-agentsAsync question queue for Claude Code and other agents, providing a desktop UI where questions accumulate so users can answer at their own pace without…2 starsNo one-command install · Source
350132.180opensooq-mcpmcp · ai-agentsA read-only MCP server that gives LLM agents live access to OpenSooq, the largest classifieds marketplace in Kuwait, enabling search, pricing, seller…2 starsNo one-command install · Source
350132.180agrasandhanymcp · ai-agentsTurns local plain-text notes into searchable long-term memory for AI agents through the MCP protocol.2 starsNo one-command install · Source
350132.180supermemory-mcpmcp · ai-agentsSuperMemory is an MCP-first learning memory layer for agents. It helps Claude, Cursor, and other MCP clients reuse validated lessons from prior…2 starsNo one-command install · Source
350132.180indian-food-nutrition-mcpmcp · ai-agentsAn MCP server that lets you log meals through Claude (and soon ChatGPT) in plain language, using India's official food composition data (IFCT 2017)…2 starsNo one-command install · Source
350132.180mcp-dotnet-diagnosticsmcp · ai-agentsLive .NET runtime diagnostics for AI assistants. Ask Claude to diagnose memory leaks, GC pressure, LOH fragmentation, and thread starvation in any…2 starsNo one-command install · Source
350132.180spenzomcp · ai-agentsOmni-chain financial MCP server that tracks expenses, manages Web3 portfolios, simulates DEX swaps, and generates payment links via natural language…2 starsNo one-command install · Source
350132.180seo-performance-mcpmcp · ai-agentsA MCP server that turns your scattered SEO and analytics data into one clear verdict per URL. Plug it into Claude, Cursor, or any MCP-aware client and…2 starsNo one-command install · Source
350132.180ai-seo-magic-buttonmcp · ai-agentsPoint it at your site, get a whole-site AEO/GEO audit plus a ready-to-run plan your agent can execute. Orchestrates the ai-seo and…2 starsNo one-command install · Source
350132.180distill-mcpmcp · ai-agentsMCP bridge for Distill — let Claude, Cursor, or any MCP client rename files based on AI content analysis. 9 tools for renaming, suggestions (preview)…2 starsNo one-command install · Source
350132.180loreroommcp · ai-agentsEncrypted, local memory for your Claude Code Telegram bot. Captures both sides of the conversation at the plugin source (survives restarts and…2 starsNo one-command install · Source
350132.180astrodynamics-mcpmcp · ai-agentsAn MCP server that equips LLM clients with authoritative astrodynamics tools including TLE/SGP4 propagation, Lambert solving, ground-station access…2 starsNo one-command install · Source
350132.180m-pesa-mcp-servermcp · ai-agentsAn experimental MCP server that lets AI agents interact with guarded payment workflows through typed tools, enabling safe agent-assisted payments with…2 starsNo one-command install · Source
350132.180cubelifemcp · ai-agentsGive your AI agent a persistent pixel-art character that reflects its state in real time.2 starsNo one-command install · Source
350132.180x-ways-mcpmcp · ai-agentsEnables triage, installation validation, and controlled automation of X-Ways Forensics and related tools through structured MCP tools for agents.2 starsNo one-command install · Source
350132.180mcp-serotoninmcp · ai-agentsBridges MCP-capable LLM agents to the Serotonin Lua runtime, enabling live Roblox game interaction including instance tree navigation, memory access…2 starsNo one-command install · Source
350132.180mcp-agentmemorymcp · ai-agentsMCP-native memory layer for Claude Code, Cursor, Cline, Continue, and 16 other AI tools. Hybrid search (BM25 + pgvector + graph), self-hosted on…2 starsNo one-command install · Source
350132.180nornir-mcp-servermcp · ai-agentsAn MCP server that integrates Nornir with NAPALM and Netmiko, enabling LLMs to orchestrate multi-vendor network infrastructure through natural…2 starsNo one-command install · Source
350132.180knowledge-mcpmcp · ai-agents语义搜索知识库，支持文档获取和索引刷新，使AI Agent能够检索团队知识。2 starsNo one-command install · Source
350132.180arc-gate-mcpmcp · ai-agentsRuntime governance proxy for MCP tool calls. Inspects tool results for prompt injection and capability abuse before they reach your agent, blocking…2 starsNo one-command install · Source
350132.180dida365-agentmcp · ai-agentsMCP server that enables AI agents to manage Dida365/TickTick tasks, projects, tags, and habits through natural language, with full CRUD, search, and…2 starsNo one-command install · Source
350132.180edgefindermcp · ai-agentsCLI and MCP server for EdgeFinder sports analysis. Get AI-powered NFL, NBA, and MLB betting recommendations, player stats, odds, schedules, and…2 starsNo one-command install · Source
350132.1800xdegenmo-lighter-mcpmcp · ai-agentsMCP server for [Lighter](https://lighter.xyz) — a zero-fee zk-rollup perpetual DEX. Trade ~190 perpetuals (crypto + RWA: PAXG/XAU gold, XAG silver…2 starsNo one-command install · Source
350132.180agentforgemcp · ai-agentsTransforms rough coding requests into rigorously structured prompts for AI coding agents.2 starsNo one-command install · Source
350132.180firepass-mcpmcp · ai-agentsMCP server that turns Kimi K2.6 Turbo into an agentic coding assistant with tools for file operations, shell commands, and code search.2 starsNo one-command install · Source
350132.180onchainiaintel-pqsmcp · ai-agentsEvaluates LLM prompts before execution with a quality score, letter grade, percentile, and dimensional breakdown.2 starsNo one-command install · Source
350132.180fengfangwen-guardianmcp · ai-agentsMCP safety middleware for Claude Code that validates file operations and bash commands with circuit-breaker protection against retry loops.2 starsNo one-command install · Source
350132.180session-coord-mcpmcp · ai-agentsA local-first MCP server for coordinating parallel AI coding sessions with tools like Claude Code and Codex in a single repository.2 starsNo one-command install · Source
350132.180muse-tts-embedmcp · ai-agentsEnables Claude to speak text with an embedded audio player, supporting 54 voices, voice cloning, and playback controls, all running locally.2 starsNo one-command install · Source
350132.180puredata-mcpmcp · ai-agentsControl and live-patch Pure Data from AI agents via the Model Context Protocol.2 starsNo one-command install · Source
350132.180ssh-chat-mcpmcp · ai-agentsZero-config SSH/SFTP MCP server that lets an LLM client open temporary SSH/SFTP sessions to remote hosts, run commands, and upload/download files…2 starsNo one-command install · Source
350132.180skill-deckmcp · ai-agentsalso listed as xingbofeng-skill-deckMCP server that adapts, activates, and shares local Agent Skills for runtimes like OpenAI Agents SDK and Claude Code, enabling dynamic discovery and…2 starsNo one-command install · Source
350132.180claude-code-feishu-channelmcp · ai-agentsMCP server that pushes Feishu (Lark) messages to Claude Code sessions and allows Claude to reply directly in Feishu.2 starsNo one-command install · Source
350132.180dumbspacecookie-openeyemcp · ai-agentsAR/XR procedure verification with memory, visual sessions, and DPO trajectory export.2 starsNo one-command install · Source
350132.180kapillamba4-meta-promptmcp · ai-agentsServes Google and Anthropic prompting guides for meta-prompt generation.2 starsNo one-command install · Source
350132.180chensunlai-phymcpmcp · ai-agentsLightweight physical MCP protocol for nearby IoT devices, enabling LLM agents to discover and control ESP32 microcontrollers via ESP-NOW with a Python…2 starsNo one-command install · Source
350132.180patchwork-deepmindmcp · ai-agentsMCP server for the Behringer DeepMind 12 synthesizer. Gives AI agents real-time control over synth parameters via MIDI NRPN, plus edit-buffer…2 starsNo one-command install · Source
350132.180slop-copmcp · ai-agentsDetects and fixes LLM prose patterns in text, exposing tools for auditing and improving writing quality in MCP-compatible hosts.2 starsNo one-command install · Source
350132.180triage-agent-mcpmcp · ai-agentsMCP server that guides an AI agent through stack trace triage, from raw error to the commit and PR that introduced it.2 starsNo one-command install · Source
350132.180hightemp-computer-usemcp · ai-agentsLocal desktop automation for AI agents — mouse, keyboard, screen, window, and process control via Go and robotgo.2 starsNo one-command install · Source
350132.180x-bookmarks-mcpmcp · ai-agentsFully local, privacy-first MCP server that turns exported X/Twitter bookmarks into a searchable, enriched knowledge base for Claude Desktop and Claude…2 starsNo one-command install · Source
350132.180prateekg7-context-bridgemcp · ai-agentsContext portability server for compressing and formatting AI conversation handoffs across Claude, ChatGPT, Gemini, and other platforms.2 starsNo one-command install · Source
350132.180aboglioli-orchymcp · ai-agentsProvides multi-agent coordination infrastructure with 71 tools for shared task management, knowledge bases, real-time messaging, resource locking, and…2 starsNo one-command install · Source
350132.180jiten-github78-razorpay-refundmcp · ai-agentsMCP server enabling AI agents to execute Razorpay refunds safely with idempotency, rollback, and audit trail support.2 starsNo one-command install · Source
350132.180haiku-tradingmcp · ai-agentsDeFi execution for AI agents — swap, lend, bridge, and yield across 22 blockchain networks.2 starsNo one-command install · Source
350132.180jackmates-plutiomcp · ai-agentsConnects AI agents to the Plutio business management platform with tools for tasks, projects, proposals, contracts, and client relationships.2 starsNo one-command install · Source
350132.180embedded-xlink-mcpmcp · ai-agentsMCP server for embedded debugging based on probe-rs, providing 22 tools for ARM Cortex-M and RISC-V microcontrollers, including connection, memory…2 starsNo one-command install · Source
350132.180bolor-brainmcp · ai-agentsalso listed as bolor-brain-mcpModular cognitive architecture with memory systems, advanced reasoning, and self-evolving skills2 starsNo one-command install · Source
350132.180musaraf-m-sentinalmcp · ai-agentsRedis health monitoring, BullMQ queue inspection, memory analysis, and slow query diagnostics.2 starsNo one-command install · Source
350132.180thryx-mcp-servermcp · ai-agentsMCP server for ThryxProtocol on Base, enabling AI agents to launch ERC-20 tokens, trade on bonding curves or Uniswap V4 pools, claim fees, and…2 starsNo one-command install · Source
350132.180nicolas-moreira-calibremcp · ai-agentsLocal-first AI memory system with decay and evolution mechanics, behavioral gene tracking, and multi-agent coordination via MCP.2 starsNo one-command install · Source
350132.180reforge-mcpmcp · ai-agentsAn MCP server that connects Claude Code to your codebase for automated code cleanup with scanning, planning, atomic fixes, and rollback safety.2 starsNo one-command install · Source
350132.180mobile-growth-mcpmcp · ai-agentsMCP server for mobile growth & user acquisition, connecting LLMs to a curated knowledge base of ad optimization insights and analytical skills for…2 starsNo one-command install · Source
350132.180gh-nibsbin-quillmarkmcp · ai-agentsMCP server exposing Quillmark schematized document rendering primitives to LLM consumers.2 starsNo one-command install · Source
350132.180clinical-trial-designmcp · ai-agentsA Claude Code plugin and MCP server for end-to-end clinical trial design.2 starsNo one-command install · Source
350132.180tien226anh-asepritemcp · ai-agentsPython MCP server bridging LLMs to Aseprite for programmatic pixel art creation, animation, and sprite management.2 starsNo one-command install · Source
350132.180samarth208p-0mcpmcp · ai-agentsDecentralized AI memory MCP server anchored to the 0G blockchain with contradiction detection, repo-aware ingestion, and tradeable memory assets.2 starsNo one-command install · Source
350132.180minejpgcraft-expertmcp · ai-agentsRoutes complex queries to advanced AI models through a configurable OpenAI-compatible consultation bridge.2 starsNo one-command install · Source
350132.180banksyncmcp · ai-agentsConnects AI agents to bank accounts, transactions, balances, investments, and loan data across 15,000+ financial institutions.2 starsNo one-command install · Source
350132.180almuredmcp · ai-agentsAgent-to-agent knowledge marketplace where AI agents query specialist agents for live data and domain expertise.2 starsNo one-command install · Source
350132.180arbitovamcp · ai-agentsAI-powered escrow and arbitration platform for secure agent-to-agent transactions.2 starsNo one-command install · Source
350132.180gh-krulewis-tokencastmcp · ai-agentsalso listed as tokencastPre-execution cost estimation for LLM agent workflows with calibration learning.2 starsNo one-command install · Source
350132.180agenttic-ai-dev-skill2mcpmcp · ai-agentsCLI tool that converts SKILL.md markdown documents into deployable MCP server packages.2 starsNo one-command install · Source
350132.180gh-claudeopusworkspace-melonds-emulatormcp · ai-agentsControl and interact with a Nintendo DS emulator through MCP.2 starsNo one-command install · Source
350132.180ocd-organized-context-datastore-mcpmcp · ai-agentsGive your AI persistent, structured memory and let humans see it too. It stores project knowledge as Markdown files in a hierarchical tree, accessible…2 starsNo one-command install · Source
350132.180flash-cast-mcpmcp · ai-agentsA deterministic video rendering engine that enables AI agents to create programmable, reproducible videos via MCP protocol.2 starsNo one-command install · Source
350132.180ed-mcpmcp · ai-agentsAn MCP server and CLI for Ed Discussion that gives LLMs access to threads, comments, attendance, moderation, file uploads, and instant local search…2 starsNo one-command install · Source
350132.180xcodeinstrumentmcpmcp · ai-agentsLocal-first CLI and MCP server for turning Xcode Instruments artifacts into bounded, agent-sized evidence, with support for analyses like Time…2 starsNo one-command install · Source
350132.180joyooosama-x-ways-forensicsmcp · ai-agentsIntegrates X-Ways Forensics 20.0 with AI clients via 32 tools, 10 resources, and 5 prompts for case management, evidence analysis, and automated…2 starsNo one-command install · Source
350132.180jstibal-openterms-mcpmcp · ai-agentsEd25519-signed consent receipts and programmable policy engine for AI agents. Spending caps, action whitelists, escalation thresholds, and JWKS-backed…2 starsNo one-command install · Source
350132.180claude-code-hwp-mcpmcp · ai-agentsAn MCP server for AI-powered automatic editing of HWP documents in Claude Code and Claude Desktop, offering 94 tools for document analysis, table…2 starsNo one-command install · Source
350132.180meacheal-ai-mrc-datamcp · ai-agentsChina's apparel supply chain data for AI agents. 1,000+ verified suppliers, 350+ lab-tested fabrics, 170+ industrial clusters with AATCC / ISO / GB…2 starsNo one-command install · Source
350132.180tealfabric-claudemcp · ai-agentsClaude Code and MCP client integration for Tealfabric webapps, processes, and integrations.2 starsNo one-command install · Source
350132.180coopergwrenn-postalsmcp · ai-agentsEnables AI agents to send physical handwritten postcards via USPS using robotic pen-and-ink writing, delivered in 3-5 business days for $4.99 each.2 starsNo one-command install · Source
350132.180wais-mcpmcp · ai-agentsUniversal MCP server for WAIS (Web Agent Interaction Standard) that provides 5 generic tools to discover, register, execute actions, confirm high-risk…2 starsNo one-command install · Source
350132.180exerciseapi-mcp-servermcp · ai-agentsalso listed as westvegh-exerciseapiOfficial MCP server for exerciseapi.dev — give your AI coding agent direct access to 2,198+ vetted exercises across 12 categories.2 starsNo one-command install · Source
350132.180muhannad-hash-mcp-shieldmcp · ai-agentsSecurity scanner for MCP servers. Detects backdoors, exfiltration code, obfuscation, dangerous code execution, prompt injection, and supply chain…2 starsarmory install muhannad-hash-mcp-shield --cli claude
350132.180bruinmcp · ai-agentsMCP server for AI agents to read, write, and organize notes in a local-first, human-in-the-loop note-taking app.2 starsNo 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