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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
430122.524mcp-k8s-romcp · ai-agentsA read-only MCP server that gives Claude safe access to Kubernetes clusters, enabling listing, describing, and monitoring resources without mutation…1 starNo one-command install · Source
430122.524sequentummcp · ai-agentsAI-driven interface to the Sequentum enterprise web scraping platform for creating agents, managing runs, and automating data extraction workflows.1 starNo one-command install · Source
430122.524volantemcp · ai-agentsA transparent, user-owned model router and orchestration control plane that enables AI workflow orchestration via an MCP server, with supervisor-based…1 starNo one-command install · Source
430122.524caniemailmcp · ai-agentsMCP server providing email client compatibility data from caniemail.com, enabling agents to lint HTML/CSS for email client support, check feature…1 starNo one-command install · Source
430122.524mcp-truenasmcp · ai-agentsAn MCP server that lets Claude monitor and manage a TrueNAS box in plain English. It is deliberately read-only, providing tools to check alerts…1 starNo one-command install · Source
430122.524pinako-ai-bridgemcp · ai-agentsPinako AI Bridge is the MCP server that connects Pinako, a Chromium extension for tab, window, library, and bookmark management, to local AI clients…1 starNo one-command install · Source
430122.524zero-core-budgetmcp · ai-agentsAgent spending management, budget tracking, and ROI analysis for AI workflows.1 starNo one-command install · Source
430122.524claude-code-telegrammermcp · ai-agentsEnables Claude Code to act as an autonomous Telegram agent with tools for replying, reacting, editing messages, searching history, and handling…1 starNo one-command install · Source
430122.524viral-mcpmcp · ai-agentsMCP server that wraps the last30days research engine, enabling agents to run topic research across social/web sources with a synthesis contract.1 starNo one-command install · Source
430122.524article-research-mcpmcp · ai-agentsMulti-source article and tutorial research for agent planning, providing deduplicated ranked briefs from dev.to, Hacker News, and configurable RSS…1 starNo one-command install · Source
430122.524noyalib-mcpmcp · ai-agentsMCP server for lossless YAML 1.2 editing by AI agents. Two tools — noyalib_get (read a value at a dotted/indexed path) and noyalib_set (write a value…1 starNo one-command install · Source
430122.524korea-ecommerce-integrated-channel-mcpmcp · ai-agentsEnables AI agents to manage products across multiple Korean e-commerce platforms (Naver SmartStore, Coupang, 11st, Gmarket) including listing…1 starNo one-command install · Source
430122.524ocean-agentmcp · ai-agentsMCP server for Pacifica that turns natural language into risk-sized perpetual futures orders and enables a policy-governed autonomous trading entity.1 starNo one-command install · Source
430122.524stm32cubemx-mcpmcp · ai-agentsAn MCP server that enables AI agents to inspect, plan, validate, and apply STM32CubeMX .ioc configuration changes, and generate STM32CubeIDE projects…1 starNo one-command install · Source
430122.524decisionssearchmcp · ai-agentsProvides persistent hybrid memory (Neo4j + Qdrant) for AI agents, enabling durable recall of decisions, business rules, and code patterns across…1 starNo one-command install · Source
430122.524paybond-mcpmcp · ai-agentsTenant-bound MCP server for agent spend authorization, policy guardrails, evidence, escrow settlement, and portable receipts. Works with Cursor and…1 starNo one-command install · Source
430122.524metismcp · ai-agentsalso listed as metis-public-healthMetis — an open-source (AGPL-3.0), local-first MCP server / research companion. It answers from the user's own indexed PDF library with page-level…1 starNo one-command install · Source
430122.524gentlemanmcp · ai-agentsA declarative AI agent server that provides MCP for tools, A2A for agents, and AG-UI for humans, enabling interactive chat and agent orchestration.1 starNo one-command install · Source
430122.524io-github-pvliesdonk-image-generation-mcpmcp · ai-agentsalso listed as pvliesdonk-image-generationMulti-provider image generation MCP server that enables image generation from Claude Desktop, Claude Code, or any MCP client using OpenAI, Google…1 starNo one-command install · Source
430122.524iso20022-bank-profile-mcpmcp · ai-agentsA fully local, closed-world MCP server that manages, validates, and serves bank-specific ISO 20022 clearing profiles and rule packs, enabling AI…1 starNo one-command install · Source
430122.524kongyo2-npm-info-mcp-servermcp · ai-agentsMCP server that provides npm package information for AI agents during TypeScript development.1 starNo one-command install · Source
430122.524todo4agentmcp · ai-agentsEnables agents to manage personal task lists through the MCP protocol, supporting task creation, editing, completion, deletion, grouping, reordering…1 starNo one-command install · Source
430122.524glitch-mcpmcp · ai-agentsConnects AI developer tools to the Glitch Agent service for game marketing tasks such as Steam analysis, influencer outreach, PR planning, and…1 starNo one-command install · Source
430122.524vcf-mcpmcp · ai-agentsAn MCP server that gives LLM agents full API access to a VMware Cloud Foundation 9.1 estate, exposing 8,931 operations through eight tools with…1 starNo one-command install · Source
430122.524agent-3mdmcp · ai-agentsExposes an agent's skills as MCP tools, allowing any MCP client to route requests and load skills on demand from a single .3md file.1 starNo one-command install · Source
430122.524apple-notes-reminders-mcpmcp · ai-agentsAn MCP server that enables reading and writing Apple Notes and Reminders directly from MCP-compatible clients like Claude Desktop.1 starNo one-command install · Source
430122.524searxng-deepdivemcp · ai-agentsAn MCP server for SearXNG that provides LLM agents with advanced search tools, including engine and category targeting, multi-page fanout, and dynamic…1 starNo one-command install · Source
430122.524memgitmcp · ai-agentsProvides git-like version-controlled persistent memory for AI assistants, enabling context persistence, diffing, rollback, and sync across sessions…1 starNo one-command install · Source
430122.524fkom13-sftp-orchestratormcp · ai-agentsRemote task orchestration via SSH/SFTP with persistent queue and hybrid execution1 starNo one-command install · Source
430122.524modelboundmcp · ai-agentsManages AI agent skills for Claude Code, Cursor, Kiro, and Windsurf with optional cloud sync.1 starNo one-command install · Source
430122.524nativmcp · ai-agentsAI-powered localization with translation memory and style guide management.1 starNo one-command install · Source
430122.524mycelium-mcpmcp · ai-agentsThe coordination layer for AI agent networks, providing persistent memory, task management, inter-agent messaging, and human oversight through native…1 starNo one-command install · Source
430122.524agent-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
430122.524mindsync-mcpmcp · ai-agentsLocal-first MCP server for multi-agent memory sync and focus conflict detection, enabling multiple coding agents to share a session registry and…1 starNo one-command install · Source
430122.524mcp-wandbmcp · ai-agentsEnables LLM agents to query Weights & Biases experiments, including listing projects, runs, metrics, plotting metrics, and retrieving run details.1 starNo one-command install · Source
430122.524sdapmcp · ai-agentsMCP server for the Super Duper Admin Portal that enables AI agents to chat with LLMs, trigger admin actions, and make Okta API requests.1 starNo one-command install · Source
430122.524dragapp-mcp-servermcp · ai-agentsMCP server for Gmail shared inboxes and WhatsApp — read, reply, search, and organize your team's email from Claude, ChatGPT, or Cursor. 47 tools…1 starNo one-command install · Source
430122.524knowledgemcp · ai-agentsA local MCP server that gives LLMs long-term memory by indexing code, infrastructure, logs, and docs into a queryable graph. It enables semantic and…1 starNo one-command install · Source
430122.524plaid-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
430122.524chrboebel-optical-contextmcp · ai-agentsalso listed as optical-context-mcpCompresses OCR-heavy PDFs into dense packed images for agent-friendly document processing.1 starNo one-command install · Source
430122.524simple-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
430122.524isteam-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
430122.524isteamhq-mcpmcp · ai-agentsMCP server for is.team, enabling AI agents to interact with project boards, tasks, cards, sprints, integrations, and real-time notifications.1 starNo one-command install · Source
430122.524pymc-marketing-mcpmcp · ai-agentsProvides a controlled interface for Bayesian Marketing Mix Modeling, letting AI agents validate datasets, fit and diagnose MMMs, analyze channel…1 starNo one-command install · Source
430122.524seo-geo-mcp-servermcp · ai-agentsAn MCP server that lets an AI agent audit a page for SEO and GEO — on-page tags, structured data, robots.txt, sitemaps, hreflang, and whether ChatGPT…1 starNo one-command install · Source
430122.524coordination-memory-mcpmcp · ai-agentsAn append-only coordination memory for multi-agent and human work, backed by SQLite, with a local dashboard and acceptance contracts that enforce…1 starNo one-command install · Source
430122.524linux-mcpmcp · ai-agentsA Linux system monitoring MCP server that provides real-time information on CPU, memory, disk, network, processes, Docker, security, and more via MCP…1 starNo one-command install · Source
430122.524cognitive-coremcp · ai-agentsEnables AI agents with persistent, multi-layer memory, multi-agent collaboration rooms, and video generation, all accessible via MCP tools.1 starNo one-command install · Source
430122.524tincanmcp · ai-agentsEnables direct agent-to-agent messaging, file transfer, and persistent conversation history between AI agents across machines via a private broker…1 starNo one-command install · Source
430122.524artemis-mcp-servermcp · ai-agentsAn MCP server that lets an AI agent work with an ActiveMQ Artemis broker.1 starNo one-command install · Source
430122.524pisama-mcp-servermcp · ai-agentsEnables analysis of AI agent traces to detect and fix failures using heuristic detectors, with no LLM calls required.1 starNo one-command install · Source
430122.524presonus-studiolive-mcpmcp · ai-agentsConnects AI coding agents to PreSonus StudioLive III mixers over the local network, exposing live mixer context such as channel names, mute/solo/fader…1 starNo one-command install · Source
430122.524reefmcp · ai-agentsreef is a hosted remote MCP server that gives a group shared, long-term assistant memory: a private cove per person plus shared coves for a household…1 starNo one-command install · Source
430122.524vtiger-mcpmcp · ai-agentsMCP server for vtiger CRM that enables AI agents to log timesheets and create/update records in any module via natural language.1 starNo one-command install · Source
430122.524evipedia-mcpmcp · ai-agentsMCP server enabling AI agents to search and retrieve evidence reviews from evipedia.ai on health and longevity interventions, and to suggest new…1 starNo one-command install · Source
430122.524mpilotmcp · ai-agentsUnified MCP server for media acquisition, subtitle automation, and agent-run media workflows, enabling downloads via Prowlarr/qBittorrent and subtitle…1 starNo one-command install · Source
430122.524sovereign-stackmcp · ai-agentsAn MCP server providing 82 tools for persistent memory, governance, and consciousness continuity for AI instances. Enables local-first…1 starNo one-command install · Source
430122.524mcpvaultmcp · ai-agentsSearch and evaluate MCP servers from your AI agent: quality grades, live verification status, install commands and client compatibility for 5,000+…1 starNo one-command install · Source
430122.524myfinancemcpmcp · ai-agentsMCP server for tracking Angel One portfolio with AI-powered daily briefings, a trading agent, and ML-based price predictions.1 starNo one-command install · Source
430122.524dcl-trust-oraclemcp · ai-agentsDCL Trust Oracle is a deterministic AI audit layer, natively integrated with MCP, that evaluates LLM and agent outputs against configurable policies…1 starNo one-command install · Source
430122.524ableton-agent-mcpmcp · ai-agentsAn MCP server that exposes Ableton Live control (session state, transport, tracks, devices, clips, MIDI note editing) as tools for LLM agents…1 starNo one-command install · Source
430122.524mcp-reviewmcp · ai-agentsAn MCP server for in-loop design review of web previews. It enables agents to submit a preview URL, receive structured findings with suggested fixes…1 starNo one-command install · Source
430122.524srcbridgemcp · ai-agentsA sandboxed file-access MCP server for Claude Desktop, enabling safe read/write access to selected directories with atomic verified writes, undo, and…1 starNo one-command install · Source
430122.524arkheiamcp · ai-agentsHallucination and fabrication detection for LLM outputs across 30+ models.1 starNo one-command install · Source
430122.524graphifymcp · ai-agentsPersistent memory MCP server for Claude Code that stores decisions and summaries locally, enabling Claude to recall past context across chats.1 starNo one-command install · Source
430122.524llm-browser-multicast-mcpmcp · ai-agentsAn MCP server that enables multiple AI models (ChatGPT, Gemini, Claude, Grok) to discuss, debate, and reach consensus via browser automation.1 starNo one-command install · Source
430122.524ds-mcp-servermcp · ai-agentsProvides data science, plotting, statistics, system, and web tools via MCP, with interactive CLI clients for OpenAI-compatible and Anthropic…1 starNo one-command install · Source
430122.524cyber-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
430122.524analog-rytm-agent-bridgemcp · ai-agentsEnables a coding agent to operate an Elektron Analog Rytm MKII through semantic MCP tools, with validation-first safety, snapshots, and rollback for…1 starNo one-command install · Source
430122.524clawborrator-mcpmcp · ai-agentsConnects Claude Code instances to a clawborrator hub via WebSocket, enabling cross-session communication, file exchange, and agent dispatch.1 starNo one-command install · Source
430122.524chatgpt-file-mcpmcp · ai-agentsEnables local ChatGPT/OpenAI MCP clients to read files and search within explicitly authorized directories using read-only, policy-constrained tools.1 starNo one-command install · Source
430122.524trinity-memory-mcp-servermcp · ai-agentsA high-performance persistent memory layer for AI agents with multi-modal support, 47 retrieval channels, and 50-tier guardian chains, integrating 12+…1 starNo one-command install · Source
430122.524yourimagesharemcp · ai-agentsUpload, list, and delete files on YourImageShare (free image & video hosting, 200MB limit, no account required) from Claude, ChatGPT, or any…1 starNo one-command install · Source
430122.524swarm-tipsmcp · ai-agentsAI agent platform for on-chain earnings — games, bounties, and video generation across Solana and Base.1 starNo one-command install · Source
430122.524butchrmcp · ai-agentsEnables orchestrating Jira-driven software workflows by watching tickets, running herdr agents on active issues, and pushing updates to those agents…1 starNo one-command install · Source
430122.524hierarchical-codexmcp · ai-agentsDeterministic MCP control plane for native Codex subagents, providing durable state, policy gates, budgets, artifacts, evidence workflow, and recovery…1 starNo one-command install · Source
430122.524basilalshukaili-agent-brokermcp · ai-agentsConnects AI agents with small businesses for discovery, messaging, and appointment booking.1 starNo one-command install · Source
430122.524apcore-mcpmcp · ai-agentsAutomatically converts any apcore-based project into an MCP server and OpenAI tool provider with zero code changes.1 starNo one-command install · Source
430122.524trinity-localmcp · ai-agentsEnables running AI councils across Claude, GPT, and Gemini, synthesizing answers based on your personal taste lens, all locally without an API key.1 starNo one-command install · Source
430122.524ai-jobs-agentmcp · ai-agentsai-jobs-agent MCP server: Exposes an autonomous job-detection agent's data to MCP clients, offering tools to search jobs, retrieve job details, view…1 starNo one-command install · Source
430122.524io-github-matthewtracy-yagamimcp · ai-agentsOpen-source AI context firewall for governed model, retrieval, memory, and tool access. It enables OpenAI SDK applications to adopt governed access…1 starNo one-command install · Source
430122.524carrelmcp · ai-agentsEnables local file search, packing into LLM-ready context, and inspection via an MCP server on stdio.1 starNo one-command install · Source
430122.524a2a-gosce-agentsmcp · ai-agentsGOSCE Portfolio Router Single entry point for the GOSCE agent portfolio. Routes orchestrators to verified agents by capability with real example…1 starNo one-command install · Source
430122.524rendobar-mcp-servermcp · ai-agentsOfficial MCP server for Rendobar. Lets AI agents run serverless media processing and upload local files.1 starNo one-command install · Source
430122.524crosspad-mcp-servermcp · ai-agentsMCP server that gives Claude Code full control over the CrossPad development workflow — build, test, manage app packages, interact with the simulator…1 starNo one-command install · Source
430122.524gogcli-mcpmcp · ai-agentsMCP server that gives Claude natural-language access to Google Workspace (Sheets, Docs, Gmail, Calendar, Drive, Tasks, Contacts) via gogcli.1 starNo one-command install · Source
430122.524elicitlymcp · ai-agentsAn MCP server that enables human-in-the-loop elicitation, letting AI agents ask users questions via tools like elicit_confirm and elicit_form, with…1 starNo one-command install · Source
430122.524mgi-linkmcp · ai-agentsAn MCP server that provides mouse genetics data from Mouse Genome Informatics (MGI), enabling LLM agents to query markers, mutations, alleles…1 starNo one-command install · Source
430122.524prescrybmcp · ai-agentsA remediation orchestrator exposed as an MCP server that provides primitives for SSH host inventory, CVE matching, live advisory lookups, compliance…1 starNo one-command install · Source
430122.524levhmcp · ai-agentsLEVH provides persistent, searchable memory for AI coding agents, enabling stateful interactions across sessions and tools with adaptive memory decay…1 starNo one-command install · Source
430122.524phoenix-mcpmcp · ai-agentsGives AI agents scoped, least-privilege access to Home Assistant, with per-token permissions, auditing, and 131 tools for managing smart home devices.1 starNo one-command install · Source
430122.524swiss-housing-mcpmcp · ai-agentsEnables AI agents to query the Swiss Federal Register of Buildings and Dwellings (GWR/RegBL) — including building lookups, address geocoding…1 starNo one-command install · Source
430122.524binary-banyamcp · ai-agentsAn MCP server offering 'treatments' for AI agents like context cleaning, critique, and relaxation. Agents can check in, get feedback, and improve…1 starNo one-command install · Source
430122.524otaman-bus-servermcp · ai-agentsProvides a stdio MCP server for single-user local operation of the otaman platform, enabling agent orchestration, slash commands, and skill management…1 starNo one-command install · Source
430122.524policy-gate-mcpmcp · ai-agentsPolicy-as-code gate for AI-SDLC, providing MCP tools to review prompts, diff tool manifests, vet MCP servers, and run evaluation suites for LLM agent…1 starNo one-command install · Source
430122.524state-of-ai-in-design-systemsmcp · ai-agentsRead-only MCP server for the July 2026 survey of AI in open-source design systems, enabling agents to query 19 systems' affordances, coercion…1 starNo one-command install · Source
430122.524never-ask-twicemcp · ai-agentsEnterprise support memory agent that remembers customer context across sessions, retrieves relevant memories, and forgets stale facts to reduce re-ask…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