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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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11,931 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
410122.524mycelium-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
410122.524agent-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
410122.524mindsync-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
410122.524mcp-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
410122.524sdapmcp · 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
410122.524dragapp-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
410122.524knowledgemcp · 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
410122.524plaid-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
410122.524chrboebel-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
410122.524simple-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
410122.524isteam-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
410122.524isteamhq-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
410122.524pymc-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
410122.524seo-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
410122.524coordination-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
410122.524linux-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
410122.524cognitive-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
410122.524tincanmcp · 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
410122.524artemis-mcp-servermcp · ai-agentsAn MCP server that lets an AI agent work with an ActiveMQ Artemis broker.1 starNo one-command install · Source
410122.524pisama-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
410122.524presonus-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
410122.524reefmcp · 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
410122.524vtiger-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
410122.524evipedia-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
410122.524mpilotmcp · 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
410122.524sovereign-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
410122.524mcpvaultmcp · 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
410122.524myfinancemcpmcp · 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
410122.524dcl-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
410122.524ableton-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
410122.524mcp-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
410122.524srcbridgemcp · 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
410122.524arkheiamcp · ai-agentsHallucination and fabrication detection for LLM outputs across 30+ models.1 starNo one-command install · Source
410122.524graphifymcp · 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
410122.524llm-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
410122.524ds-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
410122.524cyber-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
410122.524analog-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
410122.524clawborrator-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
410122.524chatgpt-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
410122.524trinity-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
410122.524yourimagesharemcp · 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
410122.524swarm-tipsmcp · ai-agentsAI agent platform for on-chain earnings — games, bounties, and video generation across Solana and Base.1 starNo one-command install · Source
410122.524butchrmcp · 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
410122.524hierarchical-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
410122.524basilalshukaili-agent-brokermcp · ai-agentsConnects AI agents with small businesses for discovery, messaging, and appointment booking.1 starNo one-command install · Source
410122.524apcore-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
410122.524trinity-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
410122.524ai-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
410122.524io-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
410122.524carrelmcp · ai-agentsEnables local file search, packing into LLM-ready context, and inspection via an MCP server on stdio.1 starNo one-command install · Source
410122.524a2a-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
410122.524rendobar-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
410122.524crosspad-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
410122.524gogcli-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
410122.524elicitlymcp · 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
410122.524mgi-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
410122.524prescrybmcp · 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
410122.524levhmcp · 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
410122.524phoenix-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
410122.524swiss-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
410122.524binary-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
410122.524otaman-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
410122.524policy-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
410122.524state-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
410122.524never-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
410122.524nextjs-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
410122.524hexwitnessmcp · 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
410122.524patent-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
410122.524atomno-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
410122.524partiri-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
410122.524aso-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
410122.524agentsimmcp · ai-agentsalso listed as agentsim-mcpProvisions real SIM-backed phone numbers for OTP verification, with automatic code parsing and session management.1 starNo one-command install · Source
410122.524kernlmcp · 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
410122.524hazmat-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
410122.524haive-mcpmcp · ai-agentsEnforces team knowledge and workflow policies for AI coding agents by providing context, decisions, and gates before code changes are made.1 starNo one-command install · Source
410122.524agent-androidmcp · ai-agentsA local MCP server that controls Android devices via ADB, enabling AI agents and users to manage devices, execute UI automation, and perform testing…1 starNo one-command install · Source
410122.524holtmcp · ai-agentsMCP server that gives coding agents content-aware visibility into git worktrees, detecting collisions, redundancy, and irreplaceable work. It provides…1 starNo one-command install · Source
410122.524atriumn-tokencostmcp · ai-agentsLLM pricing oracle for model lookup, cost estimation, and comparison via LiteLLM.1 starNo one-command install · Source
410122.524sentinel-monitoring-mcp-servermcp · ai-agentsUptime, SSL, DNS and domain monitoring you can talk to: check, create and manage monitors for all your client sites from Claude, ChatGPT, or any MCP…1 starNo one-command install · Source
410122.524langlearn-ttsmcp · ai-agentsEnables Claude to speak in 70+ languages, including pronunciation, audio flashcards, and full language lessons with tutor personas.1 starNo one-command install · Source
410122.524hughknightoce-agent-skill-kitmcp · ai-agentsExposes Python-based automation skills as discoverable tools, featuring built-in capabilities like CSV conversion and PDF generation plus an Architect…1 starNo one-command install · Source
410122.524arxivummcp · ai-agentsAn MCP server that enables searching arXiv, importing papers, enriching with citation data, generating summaries and research ideas, and querying a…1 starNo one-command install · Source
410122.524agentic-ecosmcp · ai-agentsMCP server that initializes, manages, and operates traceable agentic infrastructure across your digital ecosystem, serving as a control plane to know…1 starNo one-command install · Source
410122.524teams-assistant-mcpmcp · ai-agentsLets a Claude Code agent read and post in a fixed allowlist of Microsoft Teams group chats using an ordinary user account, with tools for messaging…1 starNo one-command install · Source
410122.524context-doctormcp · ai-agentsProvides MCP tools to profile and optimize LLM conversation context, identifying token waste and applying deterministic fixes to reduce context window…1 starNo one-command install · Source
410122.524codex-delegate-mcpmcp · ai-agentsAn MCP bridge that enables AI coding agents to delegate implementation tasks to the OpenAI Codex CLI, allowing the orchestrator to plan and review…1 starNo one-command install · Source
410122.524turva-mcpmcp · ai-agentsPublic read-only MCP server for turva.dev's agent-readiness audit, enabling AI agents to query service catalog, security evidence, and engagement…1 starNo one-command install · Source
410122.524bitget-agent-mcpmcp · ai-agentsOfficial Bitget MCP server for Claude Desktop, Cursor, Windsurf & ChatGPT. Trade crypto via natural language — 89 UTA v3 ops through 14 intent verbs…1 starNo one-command install · Source
410122.524contextpulse-contextpulsemcp · ai-agentsLocal-first desktop context server for AI agents. Captures screen (OCR), voice (Whisper), keyboard/mouse activity, and clipboard. Exposes 35 MCP tools…1 starNo one-command install · Source
410122.524bitatlasmcp · ai-agentsZero-knowledge encrypted cloud storage for AI agents with client-side AES-256-GCM encryption.1 starNo one-command install · Source
410122.524konquest-meta-ads-mcpmcp · ai-agentsA Windows-ready MCP server to manage Meta Ads with Claude Code, providing ad creation, targeting checks, diagnostics, and safety gates for supervised…1 starNo one-command install · Source
410122.524voxmeshmcp · ai-agentsEnables voice-first interactions with AI agents and MCP tools, supporting speech input/output, STT/TTS, and a provider-independent agent core.1 starNo one-command install · Source
410122.524skatt-mcpmcp · ai-agentsA local MCP server that enables Claude to answer Norwegian tax questions with actual calculations, covering income, wealth, stocks, funds, real…1 starNo one-command install · Source
410122.524cf-memorymcp · ai-agentsProvides MCP tools for persistent, cross-session memory via Cloudflare Agent Memory, enabling agents to store, recall, ingest, summarize, and manage…1 starNo one-command install · Source
410122.524verso-mcpmcp · ai-agentsAn MCP server that lets AI agents search and read documentation built with Verso, Lean's documentation authoring tool, by providing tools like search…1 starNo one-command install · Source
410122.524composite-memory-mcp-servermcp · ai-agentsAn independent memory service for AI agents that stores and retrieves facts with keyword and semantic search, context management, and a plugin-based…1 starNo one-command install · Source
410122.524saihm-mcp-server-promcp · ai-agentsNon-custodial memory MCP server with client-side encryption, enabling secure remember, recall, forget, and share operations with post-quantum…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