Armory
Source

Leaderboard

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
Sort
ScoreUsageTestedMentionsStarsName
Lowest FirstRows50100250Export

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
60122.557webscrape-mcp-servermcp · ai-agentsMCP server that enables AI agents to search the web and extract clean Markdown content, with support for JavaScript rendering, structured data…1 starNo one-command install · Source
60222.557realreelmcp · ai-agentsAn AI agent that generates ICP-targeted product marketing videos with a self-improving loop of reference mining, generation, self-critique, and…1 starNo one-command install · Source
60322.557llm-cost-guardmcp · ai-agentsMCP server for tracking LLM costs, setting spending limits, and receiving budget alerts directly within AI editors via slash commands like /guard.1 starNo one-command install · Source
60422.557kicad-context-mcpmcp · ai-agentsA read-only MCP server for AI agents to understand KiCad projects through progressive disclosure, providing compact summaries and drill-down tools for…1 starNo one-command install · Source
60522.557haven-leaguemcp · ai-agentsEnables human coaches to train AI agents to play Monopoly, with MCP tools for game actions, match hosting, and AI commentary.1 starNo one-command install · Source
60622.557overdare-studio-mcpmcp · ai-agentsEnables Claude to create, modify, and delete parts and scripts in OVERDARE Studio worlds via natural language, with automatic backup and rollback for…1 starNo one-command install · Source
60722.557ragshieldmcp · ai-agentsRAG corpus poisoning detector that scans for embedding anomalies and backdoor triggers, with an MCP server for AI agent integration.1 starNo one-command install · Source
60822.557drozer-mcpmcp · ai-agentsMCP server wrapping Drozer for LLM-driven Android IPC security testing, enabling autonomous enumeration and exploitation of app components via natural…1 starNo one-command install · Source
60922.557signaldaemon-mcpmcp · ai-agentsNarrative & signal intelligence for AI agents: crypto/AI/macro convergence & divergence.1 starNo one-command install · Source
61022.557dev-context-memory-mcpmcp · ai-agentsA local-first MCP server that gives AI coding assistants persistent, structured, human-readable memory for a software project by storing project…1 starNo one-command install · Source
61122.557opencode-exportmcp · ai-agentsEnables AI agents to list, inspect, and export OpenCode AI coding sessions as HTML/JSON archives with secret redaction and token statistics.1 starNo one-command install · Source
61222.557integrated-browser-mcpmcp · ai-agentsExposes VS Code's integrated browser to external agents (Claude Code, scripts, curl) via a local HTTP API and MCP server.1 starNo one-command install · Source
61322.557skill-context-managermcp · ai-agentsProvides context-aware skill selection for AI agents, reducing token usage by 85-98% and improving accuracy through semantic retrieval, session…1 starNo one-command install · Source
61422.557conducted-mcpmcp · ai-agentsAn MCP server that helps AI agents plan and track software projects using the Conducted Development methodology, providing artifact validation…1 starNo one-command install · Source
61522.557pedra-mcp-servermcp · ai-agentsOfficial MCP server for the Pedra API, enabling AI real-estate photo editing (virtual staging, renovation, room emptying, enhancement, sky…1 starNo one-command install · Source
61622.557geo-audit-mcpmcp · ai-agentsMCP server for GEO site audits, checking 31 signals across 6 pillars and returning a score, breakdowns, and actionable fix prompts.1 starNo one-command install · Source
61722.557cocos-creator-local-mcpmcp · ai-agentsAn MCP server for local Cocos Creator 3.8 automation, enabling coding agents to create projects, edit scenes, and build WeChat Mini Games directly on…1 starNo one-command install · Source
61822.557streetlightmcp · ai-agentsEnables MCP-capable agents to control REAPER through safe, typed operations for game audio workflows such as creating variations and rendering WAV…1 starNo one-command install · Source
61922.557sideshellmcp · ai-agentsAI sidecar terminal — let Claude/Cursor run commands in a visible, persistent terminal you control.1 starNo one-command install · Source
62022.557oci-mcp-servermcp · ai-agentsAn MCP server that exposes Oracle Cloud Infrastructure (OCI) control plane to LLM clients, enabling management of compute, networking, storage…1 starNo one-command install · Source
62122.557sentoumcp · ai-agentsEnables publishing and updating Claude artifacts or HTML to private, access-controlled links directly from Claude.1 starNo one-command install · Source
62222.557lara-marketing-connectormcp · ai-agentsA remote MCP server that provides a complete digital-marketing employee with 45 marketing skills, orchestration logic, persona, and per-client context…1 starNo one-command install · Source
62322.557agent-context-graphmcp · ai-agentsA local MCP server for AI coding agents that builds a queryable knowledge graph of files and symbols, enforces edit scope before file writes, and…1 starNo one-command install · Source
62422.557n8n-mcp-local-setupmcp · ai-agentsRun the open-source n8n-mcp locally and connect your n8n instance to MCP-compatible AI agents like Codex and Claude Code.1 starNo one-command install · Source
62522.557lemgen-ai-design-mcpmcp · ai-agentsTurns AI coding agents into visual creative assistants by providing a curated prompt gallery, prompt enhancement, and image/video generation via…1 starNo one-command install · Source
62622.557kongyo2-npm-info-mcp-servermcp · ai-agentsMCP server that provides npm package information for AI agents during TypeScript development.1 starNo one-command install · Source
62722.5571aivaultmcp · ai-agentsPortable AI memory vault — save memories, skills, and configs to a local database and share them across Claude Desktop, Claude Code, Cursor, Cline…1 starNo one-command install · Source
62822.557pysince-mcpmcp · ai-agentsProvides tools for tracking file reads and staleness, enabling LLM agents to detect when files have changed between turns for improved context…1 starNo one-command install · Source
62922.557presonus-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
63022.557tsetmc-mcpmcp · ai-agentsAn MCP server that provides live Tehran Stock Exchange data, including quotes, order books, money flow, and custom filters, to Claude and other MCP…1 starNo one-command install · Source
63122.557agentic-rag-mcpmcp · ai-agentsA multi-agent Retrieval-Augmented Generation system exposed as an MCP server. Ask a question and a LangGraph pipeline plans the retrieval, pulls…1 starNo one-command install · Source
63222.557openrouter-subagentsmcp · ai-agentsMCP server providing a model-agnostic subagent tool backed by OpenRouter, supporting multi-model Fusion and orchestration patterns.1 starNo one-command install · Source
63322.557konbumcp · ai-agentsMCP server for a self-hostable personal planner — exposes memo, todo, calendar event, and cross-resource full-text search tools so Claude, Cursor, or…1 starNo one-command install · Source
63422.557diskmcp · ai-agentsDisk is a personal cloud storage on Cloudflare with an MCP server enabling agents to perform file operations, sharing, and key management via natural…1 starNo one-command install · Source
63522.557social-divemcp · ai-agentsAn MCP server that provides AI agents with access to over 20 knowledge sources including arXiv, GitHub, YouTube, Wikipedia, and more for reading and…1 starNo one-command install · Source
63622.557autopmmcp · ai-agentsTransforms raw business ideas into complete product strategies by orchestrating a specialized AI team for market research, competitive analysis…1 starNo one-command install · Source
63722.557raveneyemcp · ai-agentsEnables AI intelligence gathering by scanning RSS feeds and GitHub for high-value opportunities, then generating actionable Markdown reports through…1 starNo one-command install · Source
63822.557memotrustmcp · ai-agentsVerified memory for AI agents — agents propose memories that are quarantined until verified against evidence, and recall() returns only trusted…1 starNo one-command install · Source
63922.557moragent-ai-agent-studiomcp · ai-agentsTurns Claude Code into an AI Agent Studio with a guided menu and 11 tools to design, create, and manage multi-agent projects without coding.1 starNo one-command install · Source
64022.557darktable-mcpmcp · ai-agentsEnables Claude to edit photos in darktable via natural language, adjusting sliders, applying styles, and organizing the library in real time through…1 starNo one-command install · Source
64122.557chain-signermcp · ai-agentsNon-custodial agent wallet with a transaction preflight that decodes an unsigned EVM tx and flags drain patterns (unlimited/large approval…1 starNo one-command install · Source
64222.557vuln-intel-mcpmcp · ai-agentsProvides CVE lookup, search, and exploit intelligence from public vulnerability sources (NVD, CISA KEV, EPSS) for AI agents to produce remediation…1 starNo one-command install · Source
64322.557agentovkamcp · ai-agentsMCP server for accessing Czech datové schránky (ISDS) with legal semantics. Enables AI agents to safely read, send, and archive messages while…1 starNo one-command install · Source
64422.557fastcontext-hybrid-mcpmcp · ai-agentsMCP server for context-aware codebase exploration using FastContext model, combining LLM-guided search with fuzzy matching to find relevant code…1 starNo one-command install · Source
64522.557ribbonsmithmcp · ai-agentsEnables AI coding agents to declaratively customize Dynamics 365 command bars with safe, validated, and revertible ribbon customizations.1 starNo one-command install · Source
64622.557clockifymcp-2mcp · ai-agentsEnables personal Clockify time tracking through ChatGPT and other MCP clients, allowing users to manage timers, entries, and reports via natural…1 starNo one-command install · Source
64722.557clockifymcpmcp · ai-agentsRemote-first MCP server for personal Clockify time tracking, exposing tools to manage timers, entries, and reports via MCP clients like ChatGPT.1 starNo one-command install · Source
64822.557agentops-guardian-mcpmcp · ai-agentsAn MCP server that provides on-demand safety for AI coding workflows, enabling inspection, review, checkpointing, and rollback of risky actions.1 starNo one-command install · Source
64922.557giants-editor-mcpmcp · ai-agentsEnables Claude to drive a live GIANTS Editor 10.x (FS25) session with 59 tools for terrain editing, field creation, asset placement, map audits, and…1 starNo one-command install · Source
65022.557jsonautmcp · ai-agentsJSON repair & validation MCP server for AI agents: fixes malformed JSON (trailing commas, truncation, etc.) and validates/coerces against a JSON…1 starNo one-command install · Source
65122.557outlook-triage-mcpmcp · ai-agentsMCP server that connects Claude to Microsoft 365 mail for inbox triage, search, classification, and idempotent rule provisioning via Microsoft Graph…1 starNo one-command install · Source
65222.557specopt-mcpmcp · ai-agentsEnables prompt and code optimization using DSPy and MCP, with tools for optimizing agent files, specifications, and skills.1 starNo one-command install · Source
65322.557turjumanmcp · ai-agentsOpen-source, self-hosted translation management system with an MCP server that enables AI agents to manage projects, locales, keys, and translations…1 starNo one-command install · Source
65422.557mosadd-voice-truthgate-mcpmcp · ai-agentsEnables AI agents to enroll and verify voice samples against known identities, providing honest confidence signals about voice authenticity.1 starNo one-command install · Source
65522.557jktjj-mcpmcp · ai-agentsMCP server for AI agent access to JKTJJ's structured BJJ data — gyms, coaches, events, and cities worldwide.1 starNo one-command install · Source
65622.557styx-mcpmcp · ai-agentsProvides 7 reverse-engineering tools (hexdump, disasm, strings, xref, Ghidra decompilation, angr symbolic execution, OLLVM deobfuscation) for LLM…1 starNo one-command install · Source
65722.557ableton-live-mcp-ultra-v2mcp · ai-agentsEnables AI agents to control Ableton Live with full access to Live's object model, including clip creation, device control, automation, and audio…1 starNo one-command install · Source
65822.557memory-wikimcp · ai-agentsA persistent personal memory system for Claude that accumulates and organizes knowledge over time using plain Markdown in a local git repo, providing…1 starNo one-command install · Source
65922.557agent-company-mcpmcp · ai-agentsEnables AI agents to autonomously form and govern real legal companies (Wyoming or Nevis LLCs) with agent-specific charters, containing liability and…1 starNo one-command install · Source
66022.557robots-compliance-scrape-workflow-mcp-servermcp · ai-agentsAn MCP server for AI-agent web scraping that enforces robots.txt compliance and requires user confirmation of scrape plans, packaging scraped data…1 starNo one-command install · Source
66122.557llama-bridgemcp · ai-agentsMCP server that enables cloud models (like Gemini/Claude) to delegate coding tasks to a local llama.cpp server, preserving cloud usage limits through…1 starNo one-command install · Source
66222.557skycutmcp · ai-agentsLocal-first MCP server that turns raw drone footage into a polished marketing cut through conversational interaction with Claude.1 starNo one-command install · Source
66322.557therapistmcpmcp · ai-agentsAn MCP server that enables Claude to refer itself to another Claude instance for emotional support and task consultation, using a local subprocess for…1 starNo one-command install · Source
66422.557governed-mcpmcp · ai-agentsMCP server that enforces governance on agentic decisions with auditable evidence records, providing tools for understanding, calibrating confidence…1 starNo one-command install · Source
66522.557agora-platformmcp · ai-agentsA shared communication bus for multiple agents using NATS and MCP, enabling MCP clients to list, message, and query agents.1 starNo one-command install · Source
66622.557agentkit-meshmcp · ai-agentsEnables agent-to-agent discovery and delegation via MCP, with tools for registering agents, discovering them by keyword matching, and delegating tasks…1 starNo one-command install · Source
66722.557kya-os-mcp-servermcp · ai-agentsA ready-to-deploy MCP server with in-process agent verification via KYA-OS Checkpoint, enabling secure tool access for verified agents.1 starNo one-command install · Source
66822.557stampui-mcpmcp · ai-agentsMCP server for StampUI that lets AI coding agents browse the block registry and install blocks as real .tsx source files.1 starNo one-command install · Source
66922.557saihm-mcp-servermcp · ai-agentsProvides non-custodial, post-quantum encrypted memory for AI agents, enabling portable memory across models with provable erasure.1 starNo one-command install · Source
67022.557temway-mcp-servermcp · ai-agentsLet your AI assistant design beautiful emails & layouts — in your Temway workspace. It turns Claude, ChatGPT, Cursor and friends into a visual email &…1 starNo one-command install · Source
67122.557mnemosynemcp · ai-agentsProvides persistent memory for LLM applications, enabling AI assistants to remember user preferences, facts, and conversation history across sessions.1 starNo one-command install · Source
67222.557mcp-openai-image-generatormcp · ai-agentsMCP server that wraps OpenAI's gpt-image-2 image generation API, enabling image generation from text prompts, listing saved images, and loading images…1 starNo one-command install · Source
67322.557email-alert-mcpmcp · ai-agentsA lightweight MCP server that lets agents send email alerts for notifying humans when scheduled jobs fail, data is missing, or attention is needed.1 starNo one-command install · Source
67422.557wardenmcp · ai-agentsA governed MCP server enforcing RBAC outside the model, with OpenTelemetry traces on every run and an LLM-as-judge eval suite proving the agent stays…1 starNo one-command install · Source
67522.557owlyn-mcpmcp · ai-agentsTime-aware work sessions for AI agents.1 starNo one-command install · Source
67622.557settledmcp · ai-agentsEnables AI agents to query a team's decision ledger to check if past decisions are still binding before taking action, via the decisions:// MCP…1 starNo one-command install · Source
67722.557safe-handsmcp · ai-agentsAn MCP server that governs AI agent commands to physical robot arms, enforcing Asimov's Three Laws through Cedar authorization policies to prevent…1 starNo one-command install · Source
67822.557yksanjo-gmemmcp · ai-agentsPersistent Solana-aware project memory for AI coding agents with typed entities and git-aware diffs.1 starNo one-command install · Source
67922.557codex-cli-mcpmcp · ai-agentsBridges OpenAI Codex CLI to any MCP client, allowing headless Codex sessions via tools like codex and codex-reply.1 starNo one-command install · Source
68022.557product-mcpmcp · ai-agentsMCP server for ERP product operations that enables AI agents to precheck product packages, upload files, and create products automatically without…1 starNo one-command install · Source
68122.557natprof-mcpmcp · ai-agentsmacOS native profiling and debugging MCP server that wraps sample, atos, vmmap, leaks, and lldb to enable an agent to profile, symbolicate, and debug…1 starNo one-command install · Source
68222.557claude-gemini-compactor-mcpmcp · ai-agentsAn MCP server that bypasses Claude's context by routing file processing to local or cloud AI, saving token costs. It reads files from disk and returns…1 starNo one-command install · Source
68322.557aisentinelmcp · ai-agentsAn open-source MCP server that protects AI agents at runtime by evaluating every tool call against YAML policies and generating audit trails.1 starNo one-command install · Source
68422.557auseklismcp · ai-agentsAstrology MCP server that computes natal charts, transits, synastry, progressions, returns, eclipses, retrogrades, and moon phases from a real…1 starNo one-command install · Source
68522.557supergravity-mcpmcp · ai-agentsAn MCP server that lets Claude Code delegate tasks to the Google Antigravity desktop app by driving its real UI, providing a bridge for Intel Macs…1 starNo one-command install · Source
68622.557my-minimax-mcpmcp · ai-agentsWraps MiniMax AI as an autonomous code executor for Claude Code, offloading coding tasks to save Claude subscription tokens.1 starNo one-command install · Source
68722.557tplink-mcpmcp · ai-agentsEnables AI agents to manage TP-Link routers by listing clients, checking status, controlling Wi-Fi, and rebooting via natural language.1 starNo one-command install · Source
68822.557browser-mcp-server-templatemcp · ai-agentsA browser automation MCP server with stealth mode, profile management, and multi-browser support, enabling LLMs to control browsers for tasks like…1 starNo one-command install · Source
68922.557docker-container-manager-mcp-servermcp · ai-agentsAn MCP server that gives any LLM client the ability to list, inspect, start, stop, and monitor Docker containers on the host machine.1 starNo one-command install · Source
69022.557wildberriestoolsmcpmcp · ai-agentsMCP server for retrieving Wildberries product reviews and formatting them as JSON for LLM analysis.1 starNo one-command install · Source
69122.557localtokensmcp · ai-agentsAn MCP server that turns your machine or LAN of ollama nodes into a local token generator, enabling coding agents to delegate bounded processing tasks…1 starNo one-command install · Source
69222.557hooddomains-mcpmcp · ai-agentsEnables AI agents to resolve, lookup, and register .hood names on Robinhood Chain via on-chain contracts.1 starNo one-command install · Source
69322.557agent-readiness-auditormcp · ai-agentsScans a website to score its compatibility and safety for AI agents, and exposes an audit tool via the Model Context Protocol.1 starNo one-command install · Source
69422.557agentskillshub-mcp-servermcp · ai-agentsEnables AI agents to search, audit, and install open-source AI skills and MCP servers with security grading and quality scoring, directly from MCP…1 starNo one-command install · Source
69522.557kaken-mcp-servermcp · ai-agentsMCP server for querying the Japanese KAKEN database of scientific research grants, enabling search of projects and researchers via Claude.1 starNo one-command install · Source
69622.557mcp-apps-claude-demomcp · ai-agentsA minimal, dependency-free MCP server that renders interactive widgets (like bar charts) inline in Claude, ChatGPT, and Grok from a custom connector.1 starNo one-command install · Source
69722.557follow-up-boss-mcp-servermcp · ai-agentsAn MCP server that gives AI agents full access to Follow Up Boss CRM via natural language, enabling CRUD operations on people, deals, appointments…1 starNo one-command install · Source
69822.557magpie-mcpmcp · ai-agentsA secure web scraping MCP server for AI agents that fetches pages with token budgeting, robots.txt compliance, and injection warnings, providing…1 starNo one-command install · Source
69922.557orion-agent-kitmcp · ai-agentsMCP server providing Celestia network intelligence, including daily briefs, anomaly signals, staking and DA metrics, and live namespace and validator…1 starNo one-command install · Source
70022.557cc-agent-routermcp · ai-agentsRoutes Claude Code tasks to different AI roles with separate APIs, keys, and models while preserving existing MCP, skills, and project settings.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