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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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13,106 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
470122.524zcode-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
470122.524python-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
470122.524kelvia-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
470122.524agent-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
470122.524modelmetermcp · 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
470122.524jarvis-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
470122.524clonstmcp · 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
470122.524booboomcp · 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
470122.524claude-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
470122.524autodoubaomcp · 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
470122.524url-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
470122.524autochromemcp · 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
470122.524vision-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
470122.524anchormcp · 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
470122.524payghaam-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
470122.524groundworkmcp · 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
470122.524codex-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
470122.524osm-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
470122.524projtoolmcp · 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
470122.524nb-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
470122.524codexmcp · 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
470122.524vibeopsmcp · 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
470122.524visiontoolmcpmcp · 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
470122.524ble-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
470122.524llm-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
470122.524agent-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
470122.524mcp-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
470122.524mcp-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
470122.524mcp-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
470122.524book-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
470122.524mnemosis-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
470122.524shared-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
470122.524agentmcpmcp · 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
470122.524paste-mcpmcp · ai-agentsConnect Paste to Claude, Codex, Cursor, and other AI tools to access your clipboard.1 starNo one-command install · Source
470122.524just-studymcp · ai-agentsEnables AI agents to create and manage personalized 30-day study courses, including web research with source validation, daily lessons, quizzes, and…1 starNo one-command install · Source
470122.524solana-mcp-servermcp · ai-agentsEnables AI agents to read chain data, execute transactions, swap tokens, and manage wallets on Solana through 38 tools across 7 modules. Supports…1 starNo one-command install · Source
470122.524fastmcp-python-boilerplatemcp · ai-agentsProvides a production-ready FastMCP Python server boilerplate with structured logging, rate limiting, and config validation for building MCP servers…1 starNo one-command install · Source
470122.524promptshield-mcpmcp · ai-agentsA Model Context Protocol server that lets AI agents and runtime firewalls call PromptShield-style safety checks for text, chat messages, prompts, tool…1 starNo one-command install · Source
470122.524style-memory-mcpmcp · ai-agentsA tiny local MCP server that learns a user's conversational style, catchphrases, dialect markers, emoji habits, tone preferences, and concrete…1 starNo one-command install · Source
470122.524goetta-financemcp · ai-agentsA local-first MCP server that connects SimpleFIN bank accounts to Claude, storing data in a local DuckDB file and providing a web dashboard.1 starNo one-command install · Source
470122.524jadx-mcp-servermcp · ai-agentsFully automated MCP server built to communicate with JADX-AI-MCP Plugin to analyze Android APKs using LLMs like Claude — uncover vulnerabilities…1 starNo one-command install · Source
470122.524limnermcp · ai-agentsAn MCP server that orchestrates image generation across multiple pipelines (OpenAI, Recraft, Midjourney) with durable memory for project context…1 starNo one-command install · Source
470122.524chatgpt-deepseek-bridgemcp · ai-agentsEnables ChatGPT (or any MCP client) to delegate coding tasks to a local Hermes-backed agent with async job management, supporting read-only…1 starNo one-command install · Source
470122.524codex-gemini-delegator-v2mcp · ai-agentsAn MCP server that lets OpenAI Codex delegate tasks to Google Gemini agents as isolated background workers, with Git worktree isolation, loop…1 starNo one-command install · Source
470122.524agentaegismcp · ai-agentsProvides a high quality cybersecurity tool platform with pay as you go pricing (no subscription).1 starNo one-command install · Source
470122.524mcp-agent-toolkitmcp · ai-agentsEnables agents to share state via a blackboard, record and retrieve failure resolutions, and cache LLM responses to avoid redundant API calls.1 starNo one-command install · Source
470122.524memosavermcp · ai-agentsLocal-first MCP server that persists AI coding agent memory and session context, enabling seamless resume across sessions with searchable memories and…1 starNo one-command install · Source
470122.524ds-claude-haha-mcpmcp · ai-agentsBridges a main agent (e.g., Codex) to a separate execution model in Claude Code Haha Desktop, enabling delegated coding tasks with file modifications…1 starNo one-command install · Source
470122.524spz-mcpmcp · ai-agentsMCP server that lets an LLM agent drive StableProjectorz, a 3D modeling app, by inspecting the loaded model, app state, viewport screenshots, and…1 starNo one-command install · Source
470122.524txtcel-mcpmcp · ai-agentsEnables AI agents to interact with the Txtcel Solana program for creating channels, posting and reading messages, and managing on-chain operations via…1 starNo one-command install · Source
470122.524buzz-mcp-bridgemcp · ai-agentsBridges Claude Desktop/Code MCP servers into Buzz agents with a per-agent allowlist, exposing allowed tools as a namespaced stdio MCP server.1 starNo one-command install · Source
470122.524mcp-integration-bridgemcp · ai-agentsAn MCP server that connects any two systems so an agent can explore both, map between them, and run real data transfers — then shows its working in a…1 starNo one-command install · Source
470122.524safe-fetch-mcp-servermcp · ai-agentsA secure MCP server for fetching web content for agents, with provably correct SSRF protection against edge cases, redirects, and DNS rebinding.1 starNo one-command install · Source
470122.524studenthub-mcpmcp · ai-agentsRead-only MCP server for the StudentHub recruitment database. Enables BAWES agents to search candidates, retrieve profiles, and query hiring pipeline…1 starNo one-command install · Source
470122.524bitslicer-mcpmcp · ai-agentsSafety-bounded MCP server bridging Codex to Bit Slicer's memory inspection engine on macOS ARM64, enabling process attach, memory reads, scans…1 starNo one-command install · Source
470122.524bilincmcp · ai-agentsHosted memory for coding agents, exposing commit_mem, recall, and status over stdio. Each write carries provenance, contradictions surface as…1 starNo one-command install · Source
470122.524codepage-bridge-mcpmcp · ai-agentsEncoding-transparent file tools for Claude Code and other MCP clients, converting project files between legacy codepages and Unicode for LLM…1 starNo one-command install · Source
470122.524lipila-mcpmcp · ai-agentsMCP server for the Lipila payment gateway, enabling AI agents to initiate mobile money and card collections, disburse funds, check transaction…1 starNo one-command install · Source
470122.524weather-climate-intelligence-mcpmcp · ai-agentsProvides weather and climate intelligence for AI agents, including current conditions, forecasts, historical data, severe-weather alerts, agricultural…1 starNo one-command install · Source
470122.524wbotmcp · ai-agentsMCP server providing an Agent-first, read-only interface to authorized WeChat conversations, with CLI and plugin support for Codex and Claude Code.1 starNo one-command install · Source
470122.524excalidraw-diagram-agentmcp · ai-agentsGenerates editable Excalidraw diagram files from natural language descriptions of systems and architectures.1 starNo one-command install · Source
470122.524agentsmd-memorymcp · ai-agentsMCP server for managing project memory in AGENTS.md. Allows agents to record and remove durable facts using save/forget tools.1 starNo one-command install · Source
470122.524ai-brain-mcpmcp · ai-agentsAn MCP server that exposes an Obsidian-style markdown vault as agent-readable memory. It provides tools for search, read, graph, and guarded capture…1 starNo one-command install · Source
470122.524secondbrainmcp · ai-agentsA local-first MCP server that provides a shared Markdown-based memory for AI coding agents, enabling cross-agent context persistence via tools like…1 starNo one-command install · Source
470122.524qsmcpmcp · ai-agentsMCP server for developing Quickshell widgets that lets AI agents render individual widgets to PNG previews offscreen, without screen capture or…1 starNo one-command install · Source
470122.524zotero-ima-mcpmcp · ai-agentsLocal MCP server for research workflows that integrates Zotero for source management, MinerU for PDF full-text extraction, and Tencent ima as a…1 starNo one-command install · Source
470122.524agent-reviewmcp · ai-agentsA local-first, auditable code review MCP server that freezes Git changes, creates immutable ReviewBundles, provides role-isolated contexts for…1 starNo one-command install · Source
470122.524hmcl-mcp-servermcp · ai-agentsMCP server that lets AI agents drive HMCL (Hello Minecraft! Launcher) programmatically to install Minecraft versions, search/download/import modpacks…1 starNo one-command install · Source
470122.524john-ceo-agentic-memorymcp · ai-agentsMCP server that gives AI agents persistent, tenant-scoped memory with semantic search and consolidation, using CockroachDB vector indexes and Amazon…1 starNo one-command install · Source
470122.524mcp-beancountmcp · ai-agentsA read-only MCP server that gives AI agents structured access to a Beancount personal finance ledger.1 starNo one-command install · Source
470122.524tymewear-mcpmcp · ai-agentsConnects Claude to Tyme Wear's breathing sensor platform to analyze ventilatory data, activities, thresholds, and training zones.1 starNo one-command install · Source
470122.524tjclaude88-bling-bagmcp · ai-agentsConfigure and display AI agent identity, personality traits, and platform-specific visual theming.1 starNo one-command install · Source
470122.524codex-native-bridgemcp · ai-agentsAn MCP server that lets Claude Code delegate durable background tasks, reasoning profiles, thread resumption, and native image generation to your…1 starNo one-command install · Source
470122.524llmconcilmcp · ai-agentsEnables Claude Code to send a prompt to multiple LLMs simultaneously and get a judge model's structured comparison of their responses. This surfaces…1 starNo one-command install · Source
470122.524chrome-dev-mcpmcp · ai-agentsAn MCP server that connects AI agents to a running Chrome tab via the Chrome DevTools Protocol (CDP), enabling runtime debugging and page inspection.1 starNo one-command install · Source
470122.524rental-datamcp · ai-agentsExposes multifamily rental data including average rent by market, occupancy anomalies, and property summaries to LLM tools via MCP.1 starNo one-command install · Source
470122.524codex-curator-intelligence-aeternummcp · ai-agentsPersistent knowledge graph memory for AI agents with entity extraction and relationship mapping.1 starNo one-command install · Source
470122.524fusion-toolsmith-mcpmcp · ai-agentsA safety-first Autodesk Fusion 360 MCP add-in that enables agents to inspect, plan, validate, and package CAD changes without blindly running raw…1 starNo one-command install · Source
470122.524toolaheadmcp · ai-agentsSpeeds up coding agents by predicting and pre-executing upcoming tool calls, then safely returning validated cached results to eliminate wait time.1 starNo one-command install · Source
470122.524mcp-cheatenginemcp · ai-agentsThis MCP server integrates AI assistants with Cheat Engine on Windows, providing tools for process management, memory read/write, pointer resolution…1 starNo one-command install · Source
470122.524perfsage-jmeter-mcpmcp · ai-agentsEnables LLM agents to run self-healing JMeter performance tests via natural language, from environment setup to capacity discovery and SLO verdict…1 starNo one-command install · Source
470122.524minimal-mcpmcp · ai-agentsA minimal MCP server that demonstrates the entire protocol using a simple in-memory todo list, including tools, resources, prompts, and elicitation.1 starNo one-command install · Source
470122.524codex-security-cloud-mcpmcp · ai-agentsMCP server for the Codex Security Cloud service, enabling agents to list, inspect, close, reopen findings, request PRs, and apply generated patches.1 starNo one-command install · Source
470122.524bikkymcp · ai-agentsProvides persistent memory for AI coding agents via MCP, enabling teams to share and recall facts across sessions. Automatically captures, classifies…1 starNo one-command install · Source
470122.524quiver-risk-brainmcp · ai-agentsThe verifiable risk engine for autonomous agents: deterministic, self-verifying financial calculations that an agent can delegate and prove. It covers…1 starNo one-command install · Source
470122.524shanhai-mcp-servermcp · ai-agentsAn out-of-the-box multi-tenant MCP server that lets MCP clients access knowledge retrieval, task dispatch, deliverable management, and multi-agent…1 starNo one-command install · Source
470122.524fluduromcp · ai-agentsA personality-to-flower quiz application with MCP tools for interactive widgets inside ChatGPT.1 starNo one-command install · Source
470122.524cli-history-hubmcp · ai-agentsProvides MCP tools to search, browse, and retrieve unified read-only history from CLI agents like Codex, Claude Code, and OpenCode, with connector…1 starNo one-command install · Source
470122.524n8n-ops-mcpmcp · ai-agentsProvides ops-focused n8n tools for MCP-compatible agents, enabling listing, inspecting, triggering, validating, managing tags, running security…1 starNo one-command install · Source
470122.524ichimcp · ai-agentsA persistent character and memory layer for coding agents over MCP. It remembers user interactions, reinforces standards, and provides emotional…1 starNo one-command install · Source
470122.524mcp-bento-servermcp · ai-agentsLocal-first MCP server & CLI for authoring Bento decks (single-file PPT) with AI agents and live browser preview. Enables programmatic creation…1 starNo one-command install · Source
470122.524claude-codex-mcp-bridgemcp · ai-agentsA local MCP bridge that connects Claude Code and OpenAI Codex via a durable SQLite mailbox, with support for orchestrating and resuming Codex…1 starNo one-command install · Source
470122.524claude-graphmcp · ai-agentsA local knowledge graph of your codebase for Claude Code on macOS, exposing structural data via MCP tools for querying calls, imports, test coverage…1 starNo one-command install · Source
470122.524red-monitoreo-chilemcp · ai-agentsA remote MCP server that centralizes the catalog of monitoring stations from three Chilean networks (DGA, DMC, Agromet) with geometry and extraction…1 starNo one-command install · Source
470122.524mcp-data-profilermcp · ai-agentsMCP server that profiles local data files (CSV, Parquet, JSON, Excel) and returns compact structured summaries with data-quality flags, enabling AI…1 starNo one-command install · Source
470122.524make-chatgpt-sitemcp · ai-agentsMCP server that lets MCP clients inspect, create, update, and deploy ChatGPT Sites through a local Codex installation.1 starNo one-command install · Source
470122.524cyberrescuemcp · ai-agentsA locally-hosted MCP (Model Context Protocol) server that gives Claude real tools to debug Docker containers — fetch logs, inspect memory/CPU, and run…1 starNo one-command install · Source
470122.524unwrittenmcp · ai-agentsMCP server that checks AI agent edits for missing companion files by learning co-change patterns from git history, preventing incomplete commits.1 starNo one-command install · Source
470122.524humane-intelligencemcp · ai-agentshumane INTELLIGENCE IS A MEMORY AND GOVERNANCE mcp THAT KEEPS YOUR AI ACCOUNTABLE.1 starNo one-command install · Source
470122.524humanread-mcp-servermcp · ai-agentsMCP server for the Humanread novel publishing platform, enabling AI agents to upload, format, preview, review, translate, and publish novels in…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