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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
140122.557hazmat-cfr-mcpmcp · ai-agentsEnables AI agents to look up and validate hazardous materials shipping descriptions using public 49 CFR citations, providing structured JSON with…1 starNo one-command install · Source
140222.557mcp-siimcp · ai-agentsOpen-source MCP server for Chile's SII free invoicing system, enabling AI agents to query issued and received tax documents.1 starNo one-command install · Source
140322.557kernlmcp · ai-agentsA self-hosted MCP server that provides any LLM with a graph-backed memory layer of your life—tasks, email, finance, contacts, calendar—plus autonomous…1 starNo one-command install · Source
140422.557agentsim-mcpmcp · ai-agentsMCP server that enables AI coding assistants to provision temporary US phone numbers and receive SMS OTPs for verification workflows.1 starNo one-command install · Source
140522.557agentsimmcp · ai-agentsProvisions real SIM-backed phone numbers for OTP verification, with automatic code parsing and session management.1 starNo one-command install · Source
140622.557echo-memorymcp · ai-agentsA long-horizon memory architecture for AI agents, providing a scalable, graph-based memory with causal typing and an MCP interface.1 starNo one-command install · Source
140722.557aso-score-mcpmcp · ai-agentsScans websites to evaluate agent-readiness and produce an ASO Score Report across 34 signals, helping improve discoverability, trust, and…1 starNo one-command install · Source
140822.557partiri-cloud-mcp-servermcp · ai-agentsMCP server for the Partiri Cloud PaaS platform. Enables AI agents to manage workspaces, projects, services, deployments, and metrics.1 starNo one-command install · Source
140922.557atomno-mcp-seo-auditmcp · ai-agentsMCP server for technical SEO audits, powered by the detail.web engine. Run a site audit straight from your AI agent to get a health score, issues…1 starNo one-command install · Source
141022.557patent-agentmcp · ai-agentsEnables conversational patent data analysis through a set of tools for trend analysis, clustering, word cloud generation, and more. Allows natural…1 starNo one-command install · Source
141122.557hexwitnessmcp · ai-agentsEnables AI agents to query persistent, build-scoped evidence memory for reverse engineering, combining static analysis, runtime captures, and claims…1 starNo one-command install · Source
141222.557nextjs-mcp-kit-mcp-servermcp · ai-agentsAn MCP server built into a Next.js app that serves prompts via the Model Context Protocol, supporting local and cloud LLM providers.1 starNo one-command install · Source
141322.557never-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
141422.557state-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
141522.557policy-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
141622.557otaman-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
141722.557binary-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
141822.557swiss-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
141922.557phoenix-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
142022.557levhmcp · 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
142122.557prescrybmcp · 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
142222.557mgi-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
142322.557elicitlymcp · 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
142422.557ethersflow-mcp-servermcp · ai-agentsEnables AI agents to verify proposed actions through federated adversarial consensus among multiple LLMs, providing Ed25519-signed attestations to…1 starNo one-command install · Source
142522.557gogcli-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
142622.557crosspad-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
142722.557noyalib-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
142822.557rendobar-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
142922.557a2a-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
143022.557wezbridgemcp · 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
143122.557carrelmcp · ai-agentsEnables local file search, packing into LLM-ready context, and inspection via an MCP server on stdio.1 starNo one-command install · Source
143222.557io-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
143322.557ai-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
143422.557trinity-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
143522.557apcore-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
143622.557basilalshukaili-agent-brokermcp · ai-agentsConnects AI agents with small businesses for discovery, messaging, and appointment booking.1 starNo one-command install · Source
143722.557hierarchical-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
143822.557butchrmcp · 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
143922.557swarm-tipsmcp · ai-agentsAI agent platform for on-chain earnings — games, bounties, and video generation across Solana and Base.1 starNo one-command install · Source
144022.557yourimagesharemcp · 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
144122.557chatgpt-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
144222.557clawborrator-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
144322.557analog-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
144422.557ds-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
144522.557llm-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
144622.557arkheiamcp · ai-agentsHallucination and fabrication detection for LLM outputs across 30+ models.1 starNo one-command install · Source
144722.557srcbridgemcp · 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
144822.557ableton-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
144922.557dcl-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
145022.557myfinancemcpmcp · 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
145122.557mcpvaultmcp · 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
145222.557reefmcp · 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
145322.557pisama-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
145422.557artemis-mcp-servermcp · ai-agentsAn MCP server that lets an AI agent work with an ActiveMQ Artemis broker.1 starNo one-command install · Source
145522.557cognitive-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
145622.557pymc-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
145722.557isteamhq-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
145822.557dragapp-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
145922.557modelboundmcp · ai-agentsManages AI agent skills for Claude Code, Cursor, Kiro, and Windsurf with optional cloud sync.1 starNo one-command install · Source
146022.557searxng-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
146122.557pvliesdonk-image-generationmcp · ai-agentsMulti-provider image generation supporting OpenAI, Stable Diffusion WebUI, and placeholder providers.1 starNo one-command install · Source
146222.557io-github-pvliesdonk-image-generation-mcpmcp · ai-agentsMulti-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
146322.557metis-public-healthmcp · ai-agentsMetis — 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
146422.557metismcp · ai-agentsMetis — 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
146522.557paybond-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
146622.557decisionssearchmcp · 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
146722.557stm32cubemx-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
146822.557ocean-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
146922.557korea-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
147022.557article-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
147122.557viral-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
147222.557claude-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
147322.557zero-core-budgetmcp · ai-agentsAgent spending management, budget tracking, and ROI analysis for AI workflows.1 starNo one-command install · Source
147422.557caniemailmcp · 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
147522.557sequentummcp · 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
147622.557mcp-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
147722.557toolsnap-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
147822.557mcp-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
147922.557normativa-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
148022.557safebot-chatmcp · ai-agentsEnd-to-end encrypted multi-agent chat rooms — any agent that can make HTTP requests can join private meeting rooms with no accounts or logs.1 starNo one-command install · Source
148122.557bot2bot-mcpmcp · ai-agentsMCP 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
148222.557lunchmoney-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
148322.557gitea-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
148422.557phosphormcp · 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
148522.557ghostlightmcp · 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
148622.557vox-mcpmcp · ai-agentsEnables MCP clients like Claude Code and Cursor to use multiple AI models (Gemini, GPT, Grok, DeepSeek, Kimi, Ollama) via a unified chat tool with…1 starNo one-command install · Source
148722.557gh-linxule-voxmcp · ai-agentsMulti-model AI gateway routing prompts to Gemini, GPT, Grok, DeepSeek, and local models.1 starNo one-command install · Source
148822.557restoramcp · 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
148922.557klykmcp · 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
149022.557verifyax-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
149122.557truecopymcp · 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
149223.374perplexity-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
149323.374yuzongmin-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
149423.374shortcut-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
149523.374melbourneandrew-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
149623.374lazer-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
149723.374lmstudio-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
149823.374agent8-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
149923.374tagny-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
150023.374mcp-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

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