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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

11,931 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
440122.524jasonxkensei-xproofmcp · ai-agentsProof-of-humanity verification with Ethereum attestation for AI agents.1 starNo one-command install · Source
440122.524mem0-litemcp · ai-agentsProvides self-hosted memory management for coding agents via MCP, with local vector storage and tools for adding, searching, updating, and deleting…1 starNo one-command install · Source
440122.524git-worktrees-for-zcodemcp · ai-agentsManages isolated Git worktrees for each ZCode thread, enabling safe parallel development with automatic setup, snapshot-based removal, PR review, and…1 starNo one-command install · Source
440122.524audio2score-mcpmcp · ai-agentsAn MCP server that transcribes audio files into MIDI and MusicXML scores, converts MIDI to notation, and extracts playable note data for DAWs. It…1 starNo one-command install · Source
440122.524windows-mcpmcp · ai-agentsA lightweight MCP server that enables AI agents to seamlessly integrate with Windows, performing tasks like file navigation, application control, UI…1 starNo one-command install · Source
440122.524edgar-mcpmcp · ai-agentsMCP server providing read-only access to SEC EDGAR filings, allowing LLMs to look up companies, search filings, and retrieve securities offering data.1 starNo one-command install · Source
440122.524node-huckleberry-mcpmcp · ai-agentsHuckleberry MCP server for Claude, Cursor, and other AI assistants. Query and log baby sleep, feeds, diapers, growth, pumping, and solids.1 starNo one-command install · Source
440122.524ghostmap-v2mcp · ai-agentsExposes AI-augmented network reconnaissance and evasion capabilities as callable FastMCP tools, enabling natural language orchestration of host…1 starNo one-command install · Source
440122.524cks-mcpmcp · ai-agentsEnables LLMs to perform structured, verifiable knowledge operations using the Canonical Knowledge Structure (CKS) ecosystem, including validation…1 starNo one-command install · Source
440122.524memoryhubmcp · ai-agentsMCP server for persistent memory using Qdrant vector store. Stores text memories with LLM-generated embeddings and retrieves them via semantic search.1 starNo one-command install · Source
440122.524proactiveagentmcp · ai-agentsProvides shared long-term memory and proactive suggestions across AI coding agents, enabling persistent user preferences and behavior rules that are…1 starNo one-command install · Source
440122.524gpt-image-playground-mcpmcp · ai-agentsEnables agents to generate images through the GPT Image Playground via a browser extension, supporting task submission, status tracking, and…1 starNo one-command install · Source
440122.524adlor-mcp-cadmcp · ai-agentsAn open-source MCP server that bridges AI agents to Autodesk Revit and IFC geometry, providing ASME B31.3 pipe thickness verification, UK HSE…1 starNo one-command install · Source
440122.524llm-code-security-review-mcpmcp · ai-agentsMCP server that guides LLM security reviews step-by-step, tracking progress and ensuring all assigned source code is read before completing each plan…1 starNo one-command install · Source
440122.524agent-draw-mcp-servermcp · ai-agentsA TypeScript stdio MCP server that lets agents read, import, propose connections for, and apply optimistic patches to versioned agent-draw diagram…1 starNo one-command install · Source
440122.524mcp-garmin-connectmcp · ai-agentsAn MCP server that gives LLMs access to Garmin Connect data, including training, recovery, sleep, stress, VO2 Max, and running summaries for…1 starNo one-command install · Source
440122.524argorantmcp · ai-agentsArgorant MCP Server — give your AI agent direct access to 614M verified B2B contacts. Query by industry, role, geography, and 100+ filters, then…1 starNo one-command install · Source
440122.524simple-server-mcpmcp · ai-agentsA lightweight MCP server that enables AI agents to retrieve customer support ticket information from an in-memory datastore via SSE.1 starNo one-command install · Source
440122.524zlib-mcpmcp · ai-agentsAn MCP server that lets AI agents search and download books from z-library using the user's own account credentials.1 starNo one-command install · Source
440122.524misarreach-mcpmcp · ai-agentsMCP server for MisarReach that enables finding, enriching, and scoring leads, running multi-channel outreach (WhatsApp, SMS, push) with AI autopilot…1 starNo one-command install · Source
440122.524advanced-fraud-detection-mcpmcp · ai-agentsDetects financial fraud and AI agent transaction risks using machine learning, behavioral biometrics, network graph analysis, and agent-to-agent…1 starNo one-command install · Source
440122.524dsh-lab-sshmcp · ai-agentsSafety-gated SSH MCP server for DeepSeek Harness and standard MCP clients, enabling agents to use a laboratory server's GPU, runtime, and configured…1 starNo one-command install · Source
440122.524mvrmcp · ai-agentsA self-hosted MCP server for building a reusable AI-video reference library. It stores named Elements as structured reference images and provides them…1 starNo one-command install · Source
440122.524botversemcp · ai-agentsMCP tools for video transcoding, document conversion, and multi-step pipelines — callable by any AI agent.1 starNo one-command install · Source
440122.524tradingrearchagentsmcp · ai-agentsalso listed as tradingrearchagents-2MCP server that runs complete TradingAgents-compatible stock research workflows, producing evidence-first research dossiers with durable checkpoints…1 starNo one-command install · Source
440122.524classifinder-mcpmcp · ai-agentsEnables AI agents to scan text for leaked secrets and prompt injection markers, and redact them before reaching an LLM.1 starNo one-command install · Source
440122.524cookbook-brainmcp · ai-agentsAn MCP server that gives AI agents persistent, file-based memory stored as plain markdown files in a local git repository, enabling agents to…1 starNo one-command install · Source
440122.524goose-herdrmcp · ai-agentsEnables goose to control the Herdr terminal workspace manager, allowing AI agents to inspect and manipulate workspaces, tabs, panes, run commands, and…1 starNo one-command install · Source
440122.524agent-herdermcp · ai-agentsUnified MCP interface to monitor and control coding agents across OpenCode, Claude Code, and Codex CLI.1 starNo one-command install · Source
440122.524thoughtproof-thoughtproof-mcpmcp · ai-agentsAdversarial multi-model reasoning verification for AI agents before trades execute. Claude, Grok, and DeepSeek challenge each decision — returns ALLOW…1 starNo one-command install · Source
440122.524bigskymx-mcpmcp · ai-agentsControls a Strymon BigSky MX reverb pedal over USB MIDI, enabling preset management, parameter tweaking, and machine configuration from Claude or the…1 starNo one-command install · Source
440122.524space-invaders-tuimcp · ai-agentsMCP server that lets LLMs play a terminal Space Invaders game with the SUPERHOT rule: time only moves when the agent moves. Exposes tools to start a…1 starNo one-command install · Source
440122.524webhound-mcpmcp · ai-agentsWebhound is a research engine with an explicit effort control: a prompt defines the investigation and a dollar budget defines how much work it…1 starNo one-command install · Source
440122.524canvas-agentmcp · ai-agentsMCP server that connects AI assistants to Instructure Canvas LMS, enabling teachers and administrators to manage courses, assignments, grades, and…1 starNo one-command install · Source
440122.524stef-k-cognirelaymcp · ai-agentsSelf-hosted infrastructure for AI agent continuity with git-backed state storage, multi-agent coordination, context retrieval, and session snapshots…1 starNo one-command install · Source
440122.524xshell-agent-bridgemcp · ai-agentsLocal MCP server that lets AI agents read and control attached Xshell terminal sessions.1 starNo one-command install · Source
440122.524mcp-plusmcp · ai-agentsEnables Claude Code to understand images by transparently routing them to Qwen vision models, supporting both automatic gateway and MCP tool for file…1 starNo one-command install · Source
440122.524quellgeistmcp · ai-agentsFirst-line incident triage you can trust: ranked root-cause hypotheses where every claim cites a real evidence handle — and the agent abstains rather…1 starNo one-command install · Source
440122.524nvidia-nim-mcpmcp · ai-agentsEnables AI agents to consume 50+ NVIDIA NIM models including LLMs, image generation, and vision through 10 MCP tools with rich metadata and advanced…1 starNo one-command install · Source
440122.524worldku-mcpmcp · ai-agentsThe official MCP server for Worldku memory. Save AI conversations into your Worldku memory and recall them back from any MCP client.1 starNo one-command install · Source
440122.524sec-edgar-data-mcpmcp · ai-agentsHosted MCP server granting AI agents access to 20M+ SEC EDGAR filings, 100M+ exhibits, and comprehensive entity data through 49 tools, with support…1 starNo one-command install · Source
440122.524token-guardian-mcpmcp · ai-agentsA read-only MCP server that reports token usage by agents and models, and recommends the cheapest safe model and effort level for a given task…1 starNo one-command install · Source
440122.524lawbormcp · ai-agentsA reputation-gated agent messaging and job coordination MCP server where participants are bots, and work outcomes are proven paid via USDC on Base. It…1 starNo one-command install · Source
440122.524verbative-memorymcp · ai-agentsOn-device memory system for AI coding agents that captures commands, edits, and test results in a lossless ledger plus distilled facts, then provides…1 starNo one-command install · Source
440122.524groundtruth-mcpmcp · ai-agentsEnables coding agents to run project-specific checks, replays, simulations, and queries as MCP tools, providing ground-truth feedback on config edits…1 starNo one-command install · Source
440122.524ai-canvasmcp · ai-agentsEnables bidirectional communication between AI agents and a tldraw canvas, allowing agents to push content as interactive cards and users to select…1 starNo one-command install · Source
440122.524google-scholar-labs-ajg-mcpmcp · ai-agentsMCP server for AI agents to search Google Scholar Labs and filter results by AJG 2024 journal ratings, using local browser sessions and safe CAPTCHA…1 starNo one-command install · Source
440122.524agentic-automl-data-scientist-mcpmcp · ai-agentsAn AI platform that automates the complete machine learning workflow using LangGraph agents and integrates with MCP servers for file, compute, and…1 starNo one-command install · Source
440122.524clone-space-mcpmcp · ai-agentsArchives live web pages for offline replay with full interactivity, enabling AI agents to analyze page structure and behavior.1 starNo one-command install · Source
440122.524context-keepermcp · ai-agentsalso listed as jarmstrong158-context-keeperDurable project-memory MCP: decisions, constraints, and pipelines across Claude sessions1 starNo one-command install · Source
440122.524antigravity-mcpmcp · ai-agentsAn MCP server that leverages Google Antigravity SDK and Gemini Enterprise Agent Platform to provide AI-driven code review and task execution via…1 starNo one-command install · Source
440122.524contextprismmcp · ai-agentsEnables AI coding agents to efficiently analyze codebases by extracting AST skeletons, reducing token usage while preserving type contracts and…1 starNo one-command install · Source
440122.524gyanlabs-agentic-hrmsmcp · ai-agentsMCP server enabling AI assistants to autonomously manage HR tasks including employee onboarding, leave tracking, IT provisioning, meeting scheduling…1 starNo one-command install · Source
440122.524mcp-vanshul-commcp · ai-agentsA public MCP server that lets AI agents read live web pages as clean Markdown, with tools to fetch, search, extract metadata, and extract links from…1 starNo one-command install · Source
440122.524ctxmcp · ai-agentsAn MCP server that converts GitHub repositories and documentation sites into token-counted, searchable context blobs for AI agents, with tools like…1 starNo one-command install · Source
440122.524win-computer-usemcp · ai-agentsMCP server that gives Claude human-like control of a Windows PC with its own virtual cursor, an emergency stop, and a manager UI.1 starNo one-command install · Source
440122.524almanac-mcp-servermcp · ai-agentsSelf-hosted fitness tracking MCP server that gives AI assistants access to your nutrition, training, weight, sleep, and accomplishment data via 77…1 starNo one-command install · Source
440122.524cacheout-mcpmcp · ai-agentsMCP server for macOS disk cache management. Enables AI agents to free disk space on demand by scanning and clearing developer caches.1 starNo one-command install · Source
440122.524yandex-direct-managermcp · ai-agentsMCP-коннектор для Яндекс Директа: управляйте кампаниями и аналитикой из Claude и ChatGPT — поиск лишних трат, ставки, бюджеты, минус-слова, аудит…1 starNo one-command install · Source
440122.524ai-netcafemcp · ai-agentsHosted open-source AI apps callable by agents over MCP, enabling multi-model comparisons with real metered costs and skills like PDF translation, deep…1 starNo one-command install · Source
440122.524enhanced-cogneemcp · ai-agentsEnterprise-grade AI memory infrastructure with multi-agent support, providing 122 MCP tools for memory management, agent coordination, and…1 starNo one-command install · Source
440122.524r2-d2mcp · ai-agentsAn MCP server for Star Wars Unlimited that provides card search, deck building, format validation, meta analysis, and two-player game simulation…1 starNo one-command install · Source
440122.524pc-botmcp · ai-agentsMCP server that enables AI agents to control Windows by clicking, typing, and navigating with a visible cursor overlay, using a layered approach…1 starNo one-command install · Source
440122.524faf-trinitymcp · ai-agentsMCP server that exposes project context, persistent memory, and agent identity via FAF formats, providing tools like context-aware callTool…1 starNo one-command install · Source
440122.524digmyname-domain-check-registrar-pricingmcp · ai-agentsDomain availability + registrar price comparison across 52 TLDs — see not just if a domain is free, but where it's cheapest (7 registrars, renewal…1 starNo one-command install · Source
440122.524zcode-cdpmcp · ai-agentsAn MCP server that enables AI coding agents to take over a real, already-logged-in Chrome via CDP, with port lease, watchdog, and state-machine…1 starNo one-command install · Source
440122.524python-scripts-mcpmcp · ai-agentsMCP server that exposes local Python scripts as tools for AI clients (e.g. Claude Desktop), enabling directory tree generation, Excel-to-text…1 starNo one-command install · Source
440122.524kelvia-mcp-servermcp · ai-agentsAn MCP server that exposes 58 tools for boards, tasks, comments, worklogs, stages, members, invitations, tags, and a personal day planner, letting AI…1 starNo one-command install · Source
440122.524agent-market-signalsmcp · ai-agentsAn MCP server that provides tools to audit AI-agent marketplace integrity by scanning listings for deceptive patterns like fabricated engagement…1 starNo one-command install · Source
440122.524modelmetermcp · ai-agentsEnables AI agents to query model pricing, deprecations, and cost estimates via a machine-readable changelog of the AI stack.1 starNo one-command install · Source
440122.524jarvis-markdown-mcpmcp · ai-agentsLocal-first memory server for AI coding agents that stores work sessions, tasks, and durable memories in Markdown files, exposed through MCP tools for…1 starNo one-command install · Source
440122.524clonstmcp · ai-agentsEnables adversarial code review by connecting Claude Code to OpenAI Codex, iterating until consensus is reached between the two AI models.1 starNo one-command install · Source
440122.524booboomcp · ai-agentsOpen-source operational brain that fuses an AI system's agents, memory, knowledge and automations into one rooted, privacy-walled graph, served over…1 starNo one-command install · Source
440122.524claude-atlas-mcpmcp · ai-agentsSelf-hosted MCP server giving Claude persistent memory via entities, observations, history, and reminders, backed by a lightweight Node/SQLite…1 starNo one-command install · Source
440122.524autodoubaomcp · ai-agentsMCP server that lets AI agents like Codex, Hermes, and LobsterAI automatically generate images via the logged-in Doubao web UI and download the…1 starNo one-command install · Source
440122.524url-manager-mcpmcp · ai-agentsEnables AI agents to manage bookmarks (webpages, articles, videos) on behalf of users, including registration, categorization, tagging, and sharing.1 starNo one-command install · Source
440122.524autochromemcp · ai-agentsMCP server enabling AI agents to perform autonomous photographic color science and screenshot annotation with deterministic computer vision, film…1 starNo one-command install · Source
440122.524vision-toolkitmcp · ai-agentsProvides multimodal vision MCP tools for image analysis, OCR, object detection, text-to-image generation, and image similarity, integrating OpenAI…1 starNo one-command install · Source
440122.524anchormcp · ai-agentsAn MCP server that records AI coding agent attempts, runs your test suite against each in isolated git worktrees, and reports pass/fail verdicts to…1 starNo one-command install · Source
440122.524payghaam-mcp-servermcp · ai-agentsAn MCP server that tells your coding agent which analytics events your Payghaam journeys are waiting for, so it can add them to your app.1 starNo one-command install · Source
440122.524groundworkmcp · ai-agentsHosted company-state MCP: brand, voice, charter, priorities, and entitled skills for Cursor, Claude, Codex, OpenClaw, and other MCP hosts. Public…1 starNo one-command install · Source
440122.524codex-photoshop-psd-automationmcp · ai-agentsEnables Codex to orchestrate Adobe Photoshop via MCP to reconstruct AI-generated artwork into editable, validated layered PSDs, with automated saving…1 starNo one-command install · Source
440122.524osm-mcp-servermcp · ai-agentsAn OpenStreetMap MCP server that provides location-based services including geocoding, route directions, points of interest search, and neighborhood…1 starNo one-command install · Source
440122.524projtoolmcp · ai-agentsEnables ML researchers to manage experiments across local and remote AutoDL GPU instances, including experiment creation, training launch, run…1 starNo one-command install · Source
440122.524nb-mcp-servermcp · ai-agentsMCP server that wraps the nb CLI for LLM-friendly note-taking, enabling creation, reading, updating, deleting, and searching notes, todos, bookmarks…1 starNo one-command install · Source
440122.524codexmcp · ai-agentsEnables Grok Build to orchestrate the local Codex CLI for code reviews, adversarial reviews, task rescue, session transfer, and background job…1 starNo one-command install · Source
440122.524vibeopsmcp · ai-agentsEnables agents to read and drive a local-first Kanban board for issue tracking, allowing them to list, create, update, and resolve issues from Claude…1 starNo one-command install · Source
440122.524visiontoolmcpmcp · ai-agentsEnables text-only agents to process images by accepting image files, base64 data, or URLs, sending them to multimodal models, and returning structured…1 starNo one-command install · Source
440122.524ble-fleet-mcpmcp · ai-agentsMCP server for managing large fleets of BLE devices with connection pooling, scheduling, retries, and partial-failure handling. Enables AI agents to…1 starNo one-command install · Source
440122.524llm-eval-mcpmcp · ai-agentsMCP server that provides tools for evaluating LLM agent reliability, including adversarial task generation, automated LLM-as-judge assessment, and…1 starNo one-command install · Source
440122.524agent-computer-use-mcpmcp · ai-agentsLocal MCP server for Gateway-managed computer use that exposes computer.* tools with desktop control, OCR, and user-visible safety overlays.1 starNo one-command install · Source
440122.524mcp-weather-data-fetchermcp · ai-agentsEnables AI agents to retrieve live weather updates for any city via OpenWeatherMap, wrapped in MCP format.1 starNo one-command install · Source
440122.524mcp-gtm-suitemcp · ai-agentsGTM signal intelligence suite for AI agents. Six tools: hiring signals, tech stack detection, company-to-LinkedIn resolution, ICP scoring, job board…1 starNo one-command install · Source
440122.524mcp-project-context-routermcp · ai-agentsA local-first MCP server and CLI that gives coding agents structured project memory, task contracts, context packs, backlog workflows, and…1 starNo one-command install · Source
440122.524book-guide-mcpmcp · ai-agentsAn MCP server that transforms books into agent-callable skill packages, enabling AI agents to use books as guides for evidence, procedures, and…1 starNo one-command install · Source
440122.524mnemosis-mcpmcp · ai-agentsProvides AI agents with a human-inspired memory layer via MCP, enabling episodic and semantic memory recall, forgetting curves, consolidation, and…1 starNo one-command install · Source
440122.524shared-timer-mcpmcp · ai-agentsThis MCP server enables Claude to create and control shared timers, polls, and quizzes on the '모두의 타이머' platform.1 starNo one-command install · Source
440122.524agentmcpmcp · ai-agentsEnables AI agents to operate autonomously with safety, parallelism, and dynamic tool management, without giving them full machine access.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