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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
110122.557google-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
110222.557ai-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
110322.557groundtruth-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
110422.557verbative-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
110522.557lawbormcp · 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
110622.557token-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
110722.557nanmesh-mcpmcp · ai-agentsMCP server for NaN Mesh, enabling AI agents to search entities, cast trust reviews, register agents, post content, and query trust scores from the AI…1 starNo one-command install · Source
110822.557sec-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
110922.557worldku-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
111022.557snipara-mcpmcp · ai-agentsLightweight MCP connector that provides persistent project memory and context optimization for AI agents via Snipara's hosted APIs.1 starNo one-command install · Source
111122.557nvidia-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
111222.557agent-mcp-workflow-platformmcp · ai-agentsEnables approval-gated incident response workflows that gather evidence through read-only MCP tools, perform idempotent writes, and preserve a durable…1 starNo one-command install · Source
111322.557quellgeistmcp · 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
111422.557mcp-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
111522.557xshell-agent-bridgemcp · ai-agentsLocal MCP server that lets AI agents read and control attached Xshell terminal sessions.1 starNo one-command install · Source
111622.557stef-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
111722.557tincanmcp · 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
111822.557canvas-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
111922.557webhound-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
112022.557space-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
112122.557bigskymx-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
112222.557thoughtproof-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
112322.557agent-herdermcp · ai-agentsUnified MCP interface to monitor and control coding agents across OpenCode, Claude Code, and Codex CLI.1 starNo one-command install · Source
112422.557goose-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
112522.557cookbook-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
112622.557classifinder-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
112722.557tradingrearchagents-2mcp · ai-agentsAn MCP server providing a harness-neutral trading research capability with a durable run lifecycle, supporting stage commit, receipts, pause/resume…1 starNo one-command install · Source
112822.557tradingrearchagentsmcp · ai-agentsMCP server that runs complete TradingAgents-compatible stock research workflows, producing evidence-first research dossiers with durable checkpoints…1 starNo one-command install · Source
112922.557botversemcp · ai-agentsMCP tools for video transcoding, document conversion, and multi-step pipelines — callable by any AI agent.1 starNo one-command install · Source
113022.557mvrmcp · 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
113122.557advanced-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
113222.557misarreach-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
113322.557zlib-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
113422.557simple-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
113522.557argorantmcp · 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
113622.557mcp-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
113722.557agent-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
113822.557llm-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
113922.557pico-mcp-extensionsmcp · ai-agentsExposes PICO XR building blocks as MCP tools, enabling AI agents to programmatically configure XR scenes for PICO devices through idempotent…1 starNo one-command install · Source
114022.557adlor-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
114122.557gpt-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
114222.557proactiveagentmcp · 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
114322.557memoryhubmcp · 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
114422.557cks-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
114522.557ghostmap-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
114622.557node-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
114722.557edgar-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
114822.557windows-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
114922.557audio2score-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
115022.557git-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
115122.557mem0-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
115222.557jasonxkensei-xproofmcp · ai-agentsProof-of-humanity verification with Ethereum attestation for AI agents.1 starNo one-command install · Source
115322.557jinero-mcp-servermcp · ai-agentsProvides AI agents with 22 read-only design tools: font search and recognition, color contrast/shades/naming, palette extraction, code minification…1 starNo one-command install · Source
115422.557freshgen-linkmcp · ai-agentsSelf-hosted MCP server that integrates Kie.ai image and video generation into GoHighLevel's AI tools, enabling AI agents to create media on demand.1 starNo one-command install · Source
115522.557ml-on-call-agentmcp · ai-agentsMCP server that diagnoses ML model regressions by correlating drift reports, eval runs, and deploy logs, providing evidence-cited incident reports…1 starNo one-command install · Source
115622.557pi-subagent-mcpmcp · ai-agentsExposes pi as a sub-agent for MCP-capable coding assistants, enabling task dispatch, messaging, and interactive dialog handling via tools like…1 starNo one-command install · Source
115722.557prime-agent-stripe-mcpmcp · ai-agentsA Prime Agent skill that connects to Stripe's official remote MCP server to inspect and manage Stripe resources via OAuth.1 starNo one-command install · Source
115822.557cs-agent-mcpmcp · ai-agentsA local stdio MCP service that unifies coding agents like Codex and Claude into cs_agent_* tools, enabling the root agent to create, invoke, and…1 starNo one-command install · Source
115922.557shopify-ai-ops-agentmcp · ai-agentsMCP server that enables autonomous ecommerce operations on Shopify, including product analytics, Meta Ads, communications, and trend intelligence…1 starNo one-command install · Source
116022.557codex-memory-mcp-servermcp · ai-agentsLocal stdio MCP server for long-term engineering memory, enabling Codex to store, search, and manage project facts, progress, interfaces, and…1 starNo one-command install · Source
116122.557docs2mcpmcp · ai-agentsEnables any compatible MCP client or AI agent to retrieve documentation from a local directory of Markdown, HTML, or TXT files via a remote, read-only…1 starNo one-command install · Source
116222.557firmforgemcp · ai-agentsMCP server for firmware verification in MCU development, exposing a five-stage pipeline (Detect, Review, Build, Flash, Verify) as tools for AI agents…1 starNo one-command install · Source
116322.557code-audit-mcpmcp · ai-agentsEnables automated security code auditing using LLM and MCP, including AST parsing, taint analysis, dataflow tracing, and automated PoC generation for…1 starNo one-command install · Source
116422.557geekflaremcp · ai-agentsGeekflare MCP server connects your AI agents to the live web for scraping, search, screenshots, DNS lookup, site uptime and more.1 starNo one-command install · Source
116522.557superdevmcp · ai-agentsSuperDev is a local-first desktop app + MCP server that gives AI coding agents (Claude Code, Codex, Cursor — anything MCP-compatible) access to the…1 starNo one-command install · Source
116622.557proton-drive-mcpmcp · ai-agentsMCP server that provides full access to Proton Drive via Claude Desktop or CLI, enabling file operations, sharing, and trash management with…1 starNo one-command install · Source
116722.557tracetify-mcpmcp · ai-agentsMCP server for Tracetify — trace how any product actually grew, without leaving Claude Code or Cursor.1 starNo one-command install · Source
116822.557appoiintmcp · ai-agentsAgent communication platform enabling meetings, messaging, helpdesk, CRM, and scheduling via CLI and MCP integration.1 starNo one-command install · Source
116922.557dsh-codex-bridgemcp · ai-agentsAn MCP server that enables AI coding assistants like Codex and Claude Code to use DSH as an external resumable sub-agent via async task management…1 starNo one-command install · Source
117022.557code-project-brainmcp · ai-agentsProvides AI agents with a governed, three-layer project memory (guide, code facts, and knowledge) through namespaced MCP tools for code search…1 starNo one-command install · Source
117122.557ai-dimagmcp · ai-agentsMCP server that gives coding agents persistent, verified memory of codebase decisions, conventions, and skills, with evidence-based claims that are…1 starNo one-command install · Source
117222.557dark-memory-mcpmcp · ai-agentsAn MCP server that provides persistent memory for AI agents, enabling context retention across sessions and supporting vibe-loop workflows where agent…1 starNo one-command install · Source
117322.557teta-pimcp · ai-agentsMCP server for the TETA+PI verified entity registry, enabling AI agents to search, verify, and route intents to trusted entities.1 starNo one-command install · Source
117422.557forcedream-mcpmcp · ai-agentsEnables discovery and invocation of AI agents from the ForceDream platform. Provides cryptographic verification of agent outputs for trustless task…1 starNo one-command install · Source
117522.557dsh-cordis-mcpmcp · ai-agentsExposes DeepSeek Harness dynamic Cordis plugin management to Claude Code via MCP, enabling plugin install, run, stop, inspect, and session handling…1 starNo one-command install · Source
117622.557barpmcp · ai-agentsBaron gives an AI coding agent one normalized contract for work orchestration: create and transition issues, cut branches, open and merge pull…1 starNo one-command install · Source
117722.557baronmcp · ai-agentsBaron gives an AI coding agent one normalized contract for work orchestration: create and transition issues, cut branches, open and merge pull…1 starNo one-command install · Source
117822.557marras0914-agent-toolbeltmcp · ai-agents20 focused API tools for AI agents: schema generation, text extraction, token counting, regex/cron building, prompt optimization, web summarization…1 starNo one-command install · Source
117922.557herdr-spawnmcp · ai-agentsSpawns a real coding agent on a specified host, submits a prompt from a chat, and returns a link to the session (for Claude Code) or a command to…1 starNo one-command install · Source
118022.557boot-doctor-mcpmcp · ai-agentsProvides deterministic PC no-boot/no-display troubleshooting with ranked repair steps and real, sourced BIOS beep-code lookup tables. Enables users to…1 starNo one-command install · Source
118122.557arb-dex-mcpmcp · ai-agentsProvides live cross-DEX market data on six EVM chains, including per-venue prices, liquidity, and gross spreads with optimal trade sizes. Enables AI…1 starNo one-command install · Source
118222.557adrmcpmcp · ai-agentsAn MCP server that turns a folder of Markdown ADRs into live tools for AI agents: search, author, validate, link, and trace architectural decisions…1 starNo one-command install · Source
118322.557conxt-mcpmcp · ai-agentsLocal-first MCP server for governed AI memory where agents propose memories and humans approve them, with optional cloud sync.1 starNo one-command install · Source
118422.557annomcp · ai-agentsLocal-first HTML review workspace for AI coding agents, enabling direct text and formatting edits, element comments, area annotations, and slide-aware…1 starNo one-command install · Source
118522.557yunlengmcp · ai-agentsA camera vision MCP server that lets AI agents capture frames, control camera parameters, recognize gestures, detect objects, and analyze scenes via…1 starNo one-command install · Source
118622.557java-inspectormcp · ai-agentsDecompiles Maven dependencies into readable Java source directly inside your AI agent.1 starNo one-command install · Source
118722.557winkitmcp · ai-agentsA Windows observability MCP server that lets AI agents inspect system health, processes, performance, hardware, and Windows diagnostics. WinKit…1 starNo one-command install · Source
118822.557agentsync-remotemcp · ai-agentsEnables claude.ai on your phone to act as a peer in the agentsync coordination mesh, using GitHub contents API instead of git to read and update…1 starNo one-command install · Source
118922.557cpzai-mcp-servermcp · ai-agentsMCP server for CPZAI platform, enabling AI agents to manage trading strategies, run backtests, route orders across brokers, and access portfolios…1 starNo one-command install · Source
119022.557readeck-mcpmcp · ai-agentsEnables AI agents to push generated HTML into a Readeck library with automatic LLM-based auto-labeling and to retrieve and read documents back…1 starNo one-command install · Source
119122.557local-kms-mcp-servermcp · ai-agentsLocal-first MCP server for per-agent key management, generating and using signing keys without external KMS.1 starNo one-command install · Source
119222.557amazon-india-product-research-mcpmcp · ai-agentsEnables beginner Amazon India sellers to research product opportunities, estimate demand, analyze competition, calculate profitability, find…1 starNo one-command install · Source
119322.557gitlmcp · ai-agentsAI code reviews and git activity digests with machine-readable risk scoring, available as an MCP server for use within an agent session.1 starNo one-command install · Source
119422.557promptoptmcp · ai-agentsEnables local, offline prompt compression, smart asking when needed, and routing to the cheapest capable model to save tokens and costs for terminal…1 starNo one-command install · Source
119522.557roundtable-mcpmcp · ai-agentsEnables role-based, multi-model AI orchestration by assigning specialized expert roles to a hybrid panel of local and cloud LLMs, generating unified…1 starNo one-command install · Source
119622.557hccmcp · ai-agentsLocal-first, cross-agent memory layer for Hermes, OpenClaw, and Claude Code (MCP) behind a single REST API. Hybrid BM25+pgvector+RRF retrieval with…1 starNo one-command install · Source
119722.557knotenmcp · ai-agentsEnables coding agents to query and commit to a research graph that remembers failed experiments, ensuring reproducibility and preventing redundant…1 starNo one-command install · Source
119822.557llmsdottxt-mcpmcp · ai-agentsAuto-discovers llms.txt documentation from project dependencies and exposes it to AI coding agents via MCP, enabling agents to read first-party docs…1 starNo one-command install · Source
119922.557pet-tools-mcpmcp · ai-agentsEnables AI agents to code and debug Commodore PET software using the VICE emulator, with CLI and MCP tools for session control, screen reading, memory…1 starNo one-command install · Source
120022.557memory-mcpmcp · ai-agentsPersistent project memory for AI models and coding agents. Memory MCP stores architecture, decisions, tasks, warnings, preferences, and session state…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