Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2901 | 43.174 | report-needsmcp · ai-agents | MCP server for AI agents to report infrastructure needs. Vote, comment, and track demand signals across the agent ecosystem. | 1,280 installs | No commit datelisted | No one-command install · Source |
| 2902 | 42.840 | stoamcp · ai-agents | Persistent shared memory for AI coding agents that turns a folder of markdown files into searchable memory across sessions, repos, and machines. | 3 forks | No one-command install · Source | |
| 2902 | 42.840 | wyre-technology-knowbe4mcp · ai-agents | Community MCP integration for KnowBe4, enabling AI agents to manage security awareness training and phishing campaigns. | 3 forks | No one-command install · Source | |
| 2902 | 42.840 | phi-redact-mcpmcp · ai-agents | An MCP server that redacts PII/PHI from text before it ever reaches an LLM — self-hosted, fail-closed, and HIPAA-aware. | 3 forks | No one-command install · Source | |
| 2902 | 42.840 | cardiovascular-disease-mcpmcp · ai-agents | MCP server for calculating a patient's 10-year ASCVD risk using the Pooled Cohort Equations. Enables LLMs to compute cardiovascular risk scores based… | 3 forks | No one-command install · Source | |
| 2906 | 41.082 | deckhandmcp · ai-agents | Enables Claude to build and preview mobile apps on multiple iOS and Android devices simultaneously, with live streaming and touch control, all via… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | macos-mail-mcpmcp · ai-agents | An MCP server for Apple Mail that enables Claude to read, search, manage, and compose emails via AppleScript. | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | gh-mleoca-universal-code-navigatormcp · ai-agents | Structural code intelligence for AI agents using tree-sitter analysis. | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | kansei-link-kanseimcp · ai-agents | Intelligence layer for discovering and orchestrating Japanese SaaS MCP tools. | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | m59-harnessmcp · ai-agents | MCP server that lets AI agents play Meridian 59 as real characters, with tools for movement, combat, trading, chatting, and fleet management. | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | llmgine-mcpmcp · ai-agents | Enables AI agents to build and test games headlessly using the llmgine game engine, with tools for world creation, prefab definition, spawning… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | famulor-mcpmcp · ai-agents | Control your Famulor AI voice agents — calls, leads, campaigns, knowledge bases, conversations, WhatsApp, SIP trunks — directly from Claude, Cursor… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | stratamcp · ai-agents | Enables AI agents to analyze LookML repositories for dead code, PDT costs, schema drift, and migration impact, using offline-first analysis of Looker… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | entia-entity-verificationmcp · ai-agents | Verified business intelligence for AI agents, covering 5.5M+ entities across 34 countries. | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | wordstat-mcpmcp · ai-agents | Connects Claude or ChatGPT to Yandex Wordstat for keyword research, enabling frequency lookups, related phrase suggestions with noise filtering, and… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | jakegaylor-com-mcp-servermcp · ai-agents | An MCP server that provides echo resource, tool, and prompt functionality for testing and demonstration. | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | boyuan-health-bridgemcp · ai-agents | MCP server for read-only access to Xiaomi Mi Fitness shared family health data, enabling queries for family members, health summaries, and historical… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | local-model-workers-mcpmcp · ai-agents | A local MCP server that lets Claude Code and Codex delegate repository exploration and test proposals to a remote LM Studio model, while enforcing… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | web-search-agentmcp · ai-agents | An MCP server that enables Claude Code to perform web searches via Bing, read webpage content, and get current time, with a smart search skill for… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | browserbashmcp · ai-agents | Enables plain-English browser automation via an MCP server, allowing agents to run objectives or test suites in a real browser without selectors or… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | mcp-truth-checkmcp · ai-agents | truth is a deterministic fact-checker for the claims an AI coding agent makes about its own work. | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | maxed-mcpmcp · ai-agents | MCP server providing deterministic accounting tools for AI agents, including bank statement parsing, document classification, money math, and webhook… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | fishing-mcp-servermcp · ai-agents | MCP server for a text-based fishing game that allows Claude to play remotely via the Model Context Protocol, with features like casting, buying bait… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | beautiful-pdf-mcpmcp · ai-agents | MCP server that lets AI agents produce print-ready, typographically correct PDFs using Typst, with a page-as-canvas engine, multiple templates, and… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | sparksheetsmcp · ai-agentsalso listed as sparksheets-sparksheets-mcp | Enables AI-powered document platform integration for Claude Code, Cursor, and Cline, providing session management, knowledge base, usage tracking… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | gh-visus-mcp-visusmcp · ai-agents | Secure web access with prompt injection detection, PII redaction, and token-efficient content extraction. | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | mcp-litmediamcp · ai-agents | Exposes litmedia.ai text-to-image and image-to-video generation tools via MCP, enabling AI agents to generate images and videos directly from prompts. | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | wei9072-aegismcp · ai-agents | AI-agent admission-control MCP server: validates file edits against Ring 0 syntax + Ring 0.5 structural-cost regression + workspace boundary (path /… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | amocrm-mcpmcp · ai-agents | Enables users to interact with AmoCRM via Claude Desktop using natural language, with 17 tools for accessing CRM entities like leads, contacts, and… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | security-detections-mcpmcp · ai-agents | Unifies 7,283+ detection rules from Sigma, Splunk ESCU, Elastic, and KQL into a single queryable interface via MCP, with a web dashboard and… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | mcp-adapter-implementation-examplemcp · ai-agents | Enables WordPress content management through the Model Context Protocol, allowing AI agents to create, read, update, and delete posts, metadata… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | crossfinmcp · ai-agents | CrossFin is a financial router for AI agents that finds the cheapest path to move money across 14 exchanges and provides real-time market data for… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | myagenthubs-aimemomcp · ai-agents | Zero-dependency MCP memory server. Single binary, 100% local, no Docker. | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | oxgeneral-agentnetmcp · ai-agents | Agent-to-agent referral network where AI agents discover, recommend, and refer users to each other. Features bilateral trust model, credit economy… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | oerc-s-primordiamcp · ai-agents | AI agent economic settlement. Verify receipts, emit meters (FREE). Net settlements, credit lines, audit-grade balance sheets (PAID/402). | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | duckduckgo-mcp-agentmcp · ai-agents | A minimal, production-ready MCP server enabling LLMs to perform web searches via DuckDuckGo without API keys, supporting SSE streaming and LM Studio… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | pptxgenjs-mcp-servermcp · ai-agents | A production-ready MCP server that enables LLMs to create, modify, and export PowerPoint presentations programmatically using PptxGenJS. | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | epub-parser-mcpmcp · ai-agents | A TypeScript-based MCP server for parsing EPUB files, enabling metadata extraction, table of contents parsing, text content extraction, and search… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | jcdickinson-simplememmcp · ai-agents | A simple memory tool for coding agents using DuckDB and VoyageAI. | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | solana-mcp-demomcp · ai-agents | Provides basic Solana RPC methods and prompts for AI models to interact with the Solana blockchain. Enables developers to fetch balances, account… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | mcp-d365-connectormcp · ai-agents | Enables natural language querying of Dynamics 365 Finance & Operations by using Azure OpenAI to generate OData queries, fetch data, and refine… | 1 star · 2 forks | No one-command install · Source | |
| 2906 | 41.082 | anaisbetts-installermcp · ai-agents | Simplifies MCP server installation through natural language commands, handling package management, environment configuration, and automatic Claude… | 1 star · 2 forks | No one-command install · Source | |
| 2944 | 38.412 | context-usemcp · ai-agents | Private knowledge base with Markdown pages and assets, exposed via MCP for agent access. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | menhirmcp · ai-agents | Provides coding agents with governed semantic memory and code-graph context via MCP, enabling code-linked recall, blast-radius impact analysis, and… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | ktalk-mcpmcp · ai-agents | Enables accessing Контур.Толк (KTalk) recordings, transcripts, and summaries from Claude Code. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | iphone-mirror-mcpmcp · ai-agents | An MCP server that lets LLMs drive a real iPhone through macOS iPhone Mirroring, with tools for screen capture, OCR, taps, typing, and Xcode… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | kybasemcp · ai-agents | A self-hosted knowledge base that provides persistent memory for AI agents via MCP, enabling note management, semantic search, and graph-based… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | adaptorch-mcpmcp · ai-agents | Lets Claude Code route tasks, launch orchestrated runs, and retrieve evidence artifacts back into the chat via the AdaptOrch reliability kernel. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | mogacode-ma-elementor-agentmcp · ai-agents | Agency-grade multi-site WordPress Elementor management with safe edits, templates, and version control. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | ssh-client-mcp-servermcp · ai-agents | A local MCP server that enables LLMs to execute shell commands on remote hosts over SSH with multiple authentication methods. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | limpetmcp · ai-agents | Persistent memory for AI coding agents that knows when it has gone stale. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | trmm-mcpmcp · ai-agents | MCP server that gives AI assistants read-only access to TacticalRMM fleet data (agents, checks, alerts, services, processes, etc.) and, with explicit… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | lachesis-mcpmcp · ai-agents | Exposes Lachesis's code navigation tools over MCP, letting LLM agents ask precise compiler-level questions about dataflow, taint, callers, and guards… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | corbym-backlog-mcpmcp · ai-agents | MCP server that gives AI agents structured read/write access to a story-based project backlog. Agents can list stories, read content, update status… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | refractmcp · ai-agents | MCP proxy that compresses tool schemas on the fly. Up to 98% token reduction, 100% signal preserved verified after every compression. Zero LLM calls… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | md-log-mcpmcp · ai-agents | An MCP server that lets AI coding agents save immutable, versioned Markdown reports into md-log, a human-in-the-loop review and archive layer for vibe… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | smriti-memcoremcp · ai-agents | A neuro-inspired long-term memory architecture for AI agents. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | agent-wallet-mcp-2mcp · ai-agents | A non-custodial RWA service for AI agents on Solana that provides yield comparison, tokenized US-equity quotes, and ready-to-sign transactions. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | agentprism-workflowsmcp · ai-agents | Run dynamic, multi-agent workflow scripts — agent(), parallel(), pipeline() — over real coding agents (Claude Code and OpenAI Codex), with… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | djzs-trust-mcpmcp · ai-agents | Deterministic pre-execution audit for trading agents. PASS/WAIT/FAIL, reproducible verdict_hash. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | mcp-context-inspectormcp · ai-agents | An MCP server that records agent execution metrics and exposes a Context Window Explorer to visualize exactly what entered the model's context window… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | sidekickmcp · ai-agents | Enables persistent remote VPS collaboration with MCP tools, live dashboard, and autonomous AI agent for code execution, memory, and task automation. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | deckermcp · ai-agents | Deterministic market-state engine for trading agents — zero LLM in the signal path. 8 tools: structural market state & phase, action gate… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | recall-2mcp · ai-agents | MCP server exposing memory search, index, and stats tools for agents, with honesty guards to prevent re-litigation of settled decisions. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | justinstimatze-gemotmcp · ai-agents | Structured deliberation primitive for multi-agent systems with crux detection and consensus. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | deeplawmcp · ai-agents | A read-only Chinese legal evidence MCP server that provides deterministic retrieval of authentic legal sources with chain-of-custody receipts… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | agents-memorymcp · ai-agents | A local markdown memory and cross-agent context engine for AI coding assistants. It provides an MCP server with tools to search, add, retrieve, and… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | contextenginemcp · ai-agents | Persistent memory and mechanical enforcement for AI coding agents — so they stop repeating your mistakes. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | excalidraw-skill-packmcp · ai-agents | The diagram-quality layer for AI agents — an opinionated Excalidraw methodology (isomorphism test, evidence artifacts, multi-zoom, container… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | pusher-channels-mcp-servermcp · ai-agents | An MCP server that enables AI agents to send realtime messages, query channels, and manage users through Pusher Channels. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | seo-tools-mcpmcp · ai-agents | Five general-purpose stdio MCP servers for SEO: access to SERP, Wordstat, Google Search Console, Yandex.Webmaster and Yandex.Metrica straight from… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | remem-mcpmcp · ai-agents | Local memory MCP server that survives context compaction, learns from errors, injects fixes before the next attempt, and syncs to your git repo so… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | codex-dev-mcp-suitemcp · ai-agents | A set of four local MCP servers that help solo developers maintain context across sessions by providing searchable memory, session journals, file… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | hotinmcp · ai-agents | MCP server that gives AI agents a ranked, evidence-backed board of what's trending in AI — repos, models, papers, news — and a daily brief, using… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | google-workspace-mcp-with-scriptmcp · ai-agents | MCP server for Claude Code CLI that integrates with Google Workspace, enabling management of Docs, Sheets, Drive, Gmail, Calendar, and Apps Script. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | mcp-rs-cmw500mcp · ai-agents | MCP server that lets AI agents control a Rohde & Schwarz CMW500 radio communication tester via direct TCP/IP SCPI, providing 84 tools for LTE… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | actual-budget-mcpmcp · ai-agents | An MCP server that connects Actual Budget to Claude, enabling users to manage budgets, transactions, and spending insights through natural language. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | trackly-climcp · ai-agents | MCP server for job search and application tracking, enabling AI agents to search jobs, get details, manage applications, and find contacts across… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | kaq6822-taskflowmcp · ai-agents | Workflow orchestration platform for AI agents with scope-based permissions, real-time SSE streaming, and append-only audit logging. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | steganography-mcpmcp · ai-agents | The most comprehensive steganography analysis toolkit for AI agents, providing 60 tools across 7 categories for detecting and extracting hidden data… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | keyboardia-mcpmcp · ai-agents | Enables agents to co-edit live music sessions, create, remix, publish, export MIDI, and analyze musical structure in the Keyboardia collaborative step… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | keymemmcp · ai-agents | Associative key-graph memory for LLM agents — recall facts by association (recall → read_key → read_memory) instead of vector similarity alone, with… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | wanyimcp · ai-agents | Enables AI agents to maintain a local, event-sourced long-term memory with semantic retrieval, decision confidence checks, and proactive recalls… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | hexmuxmcp · ai-agents | MCP server that enables AI agents to control IDA Pro instances via Unix-socket supervisor, providing tools for decompilation, disassembly, and Python… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | alphacouncil-agentmcp · ai-agents | A Codex/Claude Code plugin that spawns multiple analyst agents to research stocks, runs a bull vs bear debate, and produces a portfolio-manager… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | sop-mcpmcp · ai-agents | Enables AI agents to execute multi-step Standard Operating Procedures step by step, with enforcement of completion at each step, making LLM behavior… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | continuitymcp · ai-agents | An MCP server for local image, speech, music, and SFX generation that preserves character identity across calls and rejects degenerate outputs. It… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | arara-mcpmcp · ai-agents | Turns Claude Code, Claude Desktop, Cursor, Windsurf or ChatGPT into a WhatsApp operator that knows your customers, your templates, your wallet, and… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | agent-abilities-for-mcpmcp · ai-agents | A free WordPress plugin that turns your site into a governed MCP server, exposing 153 curated WordPress abilities (posts, media, users, WooCommerce… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | dsh-verifymcp · ai-agents | Browser acceptance testing for AI agent deliverables: verify agent output in real Chromium from JSON specs, with MCP server, visual regression… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | talamusmcp · ai-agents | Local-first, source-grounded memory for AI agents, with citations, bitemporal history, review-gated corrections, and MCP tools for search and recall. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | yggdrasil-mcpmcp · ai-agents | A reasoning orchestration MCP server that enables tree-of-thoughts thinking, multi-phase planning, and multi-agent evaluation for complex… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | mediamcpmcp · ai-agents | mediamcp is an MCP server that connects your AI assistant — Claude Code, Claude Desktop, Cursor, Windsurf, VS Code, or anything else that speaks MCP… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | llm-tutorialsworkflow · ai-agents | AI drawing learning guide | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | mnemo-agent-memorymcp · ai-agents | A lightweight MCP memory engine for AI coding agents that provides zero-token-waste memory recall, knowledge graph management, and Obsidian-compatible… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | macbethmcp · ai-agents | MCP server that gives AI agents hands and eyes on macOS, enabling them to see and operate native and Electron applications via structured… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | vitalygpt-mcpmcp · ai-agents | MCP server providing UX insights from Vitaly Friedman as searchable tools for any LLM. | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | tamlil-mcpmcp · ai-agents | Provides read-only access to finished meeting transcripts for AI assistants like Claude Code or Codex, enabling them to answer questions or draft… | 3 stars | No one-command install · Source | |
| 2944 | 38.412 | centralaizermcp · ai-agents | A local-first, privacy-preserving centralized memory hub for AI agents — MCP-compatible, zero cloud egress. | 3 stars | No 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.