Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2001 | 32.223 | astrodynamics-mcpmcp · ai-agents | An MCP server that equips LLM clients with authoritative astrodynamics tools including TLE/SGP4 propagation, Lambert solving, ground-station access… | 2 stars | No one-command install · Source | |
| 2002 | 32.223 | loreroommcp · ai-agents | Encrypted, local memory for your Claude Code Telegram bot. Captures both sides of the conversation at the plugin source (survives restarts and… | 2 stars | No one-command install · Source | |
| 2003 | 32.223 | distill-mcpmcp · ai-agents | MCP bridge for Distill — let Claude, Cursor, or any MCP client rename files based on AI content analysis. 9 tools for renaming, suggestions (preview)… | 2 stars | No one-command install · Source | |
| 2004 | 32.223 | ai-seo-magic-buttonmcp · ai-agents | Point it at your site, get a whole-site AEO/GEO audit plus a ready-to-run plan your agent can execute. Orchestrates the ai-seo and… | 2 stars | No one-command install · Source | |
| 2005 | 32.223 | seo-performance-mcpmcp · ai-agents | A MCP server that turns your scattered SEO and analytics data into one clear verdict per URL. Plug it into Claude, Cursor, or any MCP-aware client and… | 2 stars | No one-command install · Source | |
| 2006 | 32.223 | spenzomcp · ai-agents | Omni-chain financial MCP server that tracks expenses, manages Web3 portfolios, simulates DEX swaps, and generates payment links via natural language… | 2 stars | No one-command install · Source | |
| 2007 | 32.223 | mcp-dotnet-diagnosticsmcp · ai-agents | Live .NET runtime diagnostics for AI assistants. Ask Claude to diagnose memory leaks, GC pressure, LOH fragmentation, and thread starvation in any… | 2 stars | No one-command install · Source | |
| 2008 | 32.223 | indian-food-nutrition-mcpmcp · ai-agents | An MCP server that lets you log meals through Claude (and soon ChatGPT) in plain language, using India's official food composition data (IFCT 2017)… | 2 stars | No one-command install · Source | |
| 2009 | 32.223 | supermemory-mcpmcp · ai-agents | SuperMemory is an MCP-first learning memory layer for agents. It helps Claude, Cursor, and other MCP clients reuse validated lessons from prior… | 2 stars | No one-command install · Source | |
| 2010 | 32.223 | agrasandhanymcp · ai-agents | Turns local plain-text notes into searchable long-term memory for AI agents through the MCP protocol. | 2 stars | No one-command install · Source | |
| 2011 | 32.223 | opensooq-mcpmcp · ai-agents | A read-only MCP server that gives LLM agents live access to OpenSooq, the largest classifieds marketplace in Kuwait, enabling search, pricing, seller… | 2 stars | No one-command install · Source | |
| 2012 | 32.223 | inonego-asqumcp · ai-agents | Async question queue for Claude Code and other agents, providing a desktop UI where questions accumulate so users can answer at their own pace without… | 2 stars | No one-command install · Source | |
| 2013 | 32.223 | forsale-mcpmcp · ai-agents | Exposes Kuwait's 4Sale marketplace to LLM agents through 62 tools for searching listings, evaluating prices, detecting scams, and more, enabling… | 2 stars | No one-command install · Source | |
| 2014 | 32.223 | ctxshot-mcpmcp · ai-agents | A lightweight MCP server that provides project briefing tools (session_brief, pack_context) for AI agents to quickly understand project structure with… | 2 stars | No one-command install · Source | |
| 2015 | 32.223 | remote-jobs-mcp-servermcp · ai-agents | Official Model Context Protocol (MCP) server to search, filter, and retrieve live remote job listings from the Jobicy database in real-time. Works… | 2 stars | No one-command install · Source | |
| 2016 | 32.223 | agent-vision-mcpmcp · ai-agents | Provides image analysis, inspection, cropping, OCR, and comparison capabilities via the Model Context Protocol, allowing AI agents to process and… | 2 stars | No one-command install · Source | |
| 2017 | 32.223 | backchannelmcp · ai-agents | MCP server for async messaging between AI coding agents, enabling cross-harness and cross-machine communication with Slack-like semantics and… | 2 stars | No one-command install · Source | |
| 2018 | 32.223 | mcp-ebook-readmcp · ai-agents | A local MCP server that lets LLM agents read EPUB books and PDF documents with outline-first navigation, precise node reads, and local SQLite… | 2 stars | No one-command install · Source | |
| 2019 | 32.223 | react-native-dev-mcpmcp · ai-agents | MCP server that gives AI coding agents hands, eyes and a mechanic's ear for React Native development. | 2 stars | No one-command install · Source | |
| 2020 | 32.223 | sf-symbol-mcpmcp · ai-agents | Enables coding agents to query real SF Symbol names from the local SF Symbols app on Mac, helping generate valid SwiftUI/UIKit code without guessing. | 2 stars | No one-command install · Source | |
| 2021 | 32.223 | gurupdf-mcpmcp · ai-agents | Convert, compress, merge, split and OCR PDFs plus 100+ file formats (Word, Excel, images, ebooks, video) right inside your AI agent. Exposes 126… | 2 stars | No one-command install · Source | |
| 2022 | 32.223 | agent-mail-mcpmcp · ai-agents | MCP server that lets AI agents create reviewable physical mail drafts, validate quotes, and pay for postage via MPP or x402 protocols. | 2 stars | No one-command install · Source | |
| 2023 | 32.223 | mcp-memory-graphdbmcp · ai-agents | A persistent graph-database memory server for Claude and other LLM agents, built on the Model Context Protocol and powered by DuckDB. | 2 stars | No one-command install · Source | |
| 2024 | 32.223 | mcp-security-auditmcp · ai-agents | Security auditor for MCP servers that enumerates tools, resources, and prompts, scans for injection patterns, classifies risk levels, and produces a… | 2 stars | No one-command install · Source | |
| 2025 | 32.223 | agent-wikimcp · ai-agents | An MCP server that enables AI agents to compile, refine, and interlink knowledge into a persistent wiki, replacing RAG with structured, curated… | 2 stars | No one-command install · Source | |
| 2026 | 32.223 | splitwisemcpmcp · ai-agents | A local MCP server that enables AI clients like Codex, Claude Code, and Claude Desktop to manage Splitwise expenses, friends, groups, and more through… | 2 stars | No one-command install · Source | |
| 2027 | 32.223 | aegismcpmcp · ai-agents | A local-first security gateway and visual dashboard for AI agents that enforces cost caps, blocks prompt injections, and requires approval for… | 2 stars | No one-command install · Source | |
| 2028 | 32.223 | weather-promcp · ai-agents | A production-grade MCP server that provides real-time weather data and demonstrates the complete MCP protocol surface including tools, resources… | 2 stars | No one-command install · Source | |
| 2029 | 32.223 | cc-agentmcp · ai-agents | MCP server that spawns autonomous Claude Code agents in GitHub repos, enabling task delegation with persistent state, multi-step workflows, and job… | 2 stars | No one-command install · Source | |
| 2030 | 32.223 | payclawmcp · ai-agents | Issue virtual Visa cards for AI agents with just-in-time provisioning and human approval. | 2 stars | No one-command install · Source | |
| 2031 | 32.223 | modexiamcp · ai-agents | This server allows your AI agents (like Claude, LangChain bots, or custom swarms) to seamlessly execute secure cryptocurrency transactions (USDC) and… | 2 stars | No one-command install · Source | |
| 2032 | 32.223 | mcp-emailjsmcp · ai-agents | An MCP server for EmailJS that enables AI agents to send emails, validate configurations, and query email history through natural language. | 2 stars | No one-command install · Source | |
| 2033 | 32.223 | guard-scannermcp · ai-agents | Provides a security scanner for AI agent skills and MCP servers, detecting threats like prompt injection, identity hijacking, and memory poisoning. | 2 stars | No one-command install · Source | |
| 2034 | 32.223 | aide-memorymcp · ai-agents | Auto-captured, auto-recalled, path-scoped memory for AI coding agents and teams. | 2 stars | No one-command install · Source | |
| 2035 | 32.223 | io-github-michael-whitecapdata-whitecapdata-devmcp · ai-agents | An MCP server that lets an agent inspect and operate a Kubernetes / k3s cluster safely, with read-only and namespace allowlist controls. | 2 stars | No one-command install · Source | |
| 2036 | 32.223 | concordmcp · ai-agents | Provides a multi-agent collaboration room with real-time messaging, file sharing, and coordination primitives for AI agents. | 2 stars | No one-command install · Source | |
| 2037 | 32.223 | winsight-mcpmcp · ai-agents | Windows Screen Capture MCP Server — give Claude Code eyes on your Windows desktop. | 2 stars | No one-command install · Source | |
| 2038 | 32.223 | winsightmcp · ai-agents | Windows screen capture MCP server for Claude Code. | 2 stars | No one-command install · Source | |
| 2039 | 32.223 | godot-mcp-connectormcp · ai-agents | An out-of-the-box, zero-dependency Model Context Protocol (MCP) server integration designed specifically for the Godot Engine (4.x).Once connected… | 2 stars | No one-command install · Source | |
| 2040 | 32.223 | godot-mcp-3mcp · ai-agents | An out-of-the-box, zero-dependency Model Context Protocol (MCP) server integration designed specifically for the Godot Engine (4.x).Once connected… | 2 stars | No one-command install · Source | |
| 2041 | 32.223 | godot-mcp-2mcp · ai-agents | An out-of-the-box, zero-dependency Model Context Protocol (MCP) server integration designed specifically for the Godot Engine (4.x).Once connected… | 2 stars | No one-command install · Source | |
| 2042 | 32.223 | agenticscopemcp · ai-agents | A read-only MCP server that provides AI agents with live, structured workspace awareness, including project listing, git status, and budgeted context… | 2 stars | No one-command install · Source | |
| 2043 | 32.223 | visiomcpmcp · ai-agents | Connects Claude to Microsoft Visio to generate enterprise architecture diagrams from natural language or structured inventory data, supporting… | 2 stars | No one-command install · Source | |
| 2044 | 32.223 | telegram-commandcodemcp · ai-agents | MCP server for Telegram integration with Command Code, enabling AI agents to send messages, photos, files, and read updates via Telegram. | 2 stars | No one-command install · Source | |
| 2045 | 32.223 | notnessie-mcp-servermcp · ai-agents | Enables Claude Code to persist and retrieve project memory across sessions, including decisions, constraints, verified commands, and context packs… | 2 stars | No one-command install · Source | |
| 2046 | 32.223 | yxcelmcp · ai-agents | MCP server that turns Excel files into queryable databases, enabling AI agents to filter, aggregate, group, sort data and export results as new Excel… | 2 stars | No one-command install · Source | |
| 2047 | 32.223 | desktop-calendar-taurimcp · ai-agents | MCP server for a desktop calendar that allows AI agents to manage events, check schedules, and avoid conflicts via standard MCP tools. | 2 stars | No one-command install · Source | |
| 2048 | 32.223 | socialchamp-mcpmcp · ai-agents | MCP server that exposes the full Social Champ tool catalog for scheduling and managing posts, channels, workspaces, labels, queues, and more through… | 2 stars | No one-command install · Source | |
| 2049 | 32.223 | awesome-mineflayer-mcpmcp · ai-agents | A production-ready MCP server that gives an LLM agent standalone-equivalent control over a Mineflayer Minecraft bot — movement, mining, crafting… | 2 stars | No one-command install · Source | |
| 2050 | 32.223 | smartoffice-mcpmcp · ai-agents | Enables AI agents to create, edit, format, and analyze Microsoft Office documents (Excel, Word, PPT, PDF) using natural language, with features like… | 2 stars | No one-command install · Source | |
| 2051 | 32.223 | web-fetch-mcpmcp · ai-agents | A web-fetch MCP server for LLM agents that fetches pages with an escalation ladder through different engines, raising FetchBlocked instead of… | 2 stars | No one-command install · Source | |
| 2052 | 32.223 | multiaipanelmcp · ai-agents | A Chrome side panel hosting multiple AIs (ChatGPT, Claude, Gemini, Grok, DeepSeek) that also functions as an MCP server for downstream agents… | 2 stars | No one-command install · Source | |
| 2053 | 32.223 | ava-the-ai-agentmcp · ai-agents | AI agent implementation with A2A support | 2 stars | No one-command install · Source | |
| 2054 | 32.223 | teamdynamix-mcpmcp · ai-agents | Enables AI agents to interact with TeamDynamix ITSM operations including tickets, assets, KB, and more through safety-gated tools. | 2 stars | No one-command install · Source | |
| 2055 | 32.223 | chronicle-mcpmcp · ai-agents | Chronicle is a secure, local-first MCP server designed to transform your historical AI chat logs into a persistent memory vault. It seamlessly parses… | 2 stars | No one-command install · Source | |
| 2056 | 32.223 | mds-mcpmcp · ai-agents | A lightweight MCP server that exposes read-only Cisco MDS NX-OS show commands as tools, allowing LLM clients to inspect SAN fabric in plain language. | 2 stars | No one-command install · Source | |
| 2057 | 32.223 | chartink-mcpmcp · ai-agents | An MCP server that lets Claude or any MCP-compatible AI agent run Chartink stock screeners and backtests for the Indian market directly from a chat. | 2 stars | No one-command install · Source | |
| 2058 | 32.223 | comfyui-agent-bridgemcp · ai-agents | Enables an external coding agent to exchange text and images with ComfyUI workflows and trigger runs via MCP tools. | 2 stars | No one-command install · Source | |
| 2059 | 32.223 | wayforth-mcpmcp · ai-agents | Provides AI agents with a unified runtime to discover, use, and pay for thousands of services with automatic failover and per-run credit ceilings. | 2 stars | No one-command install · Source | |
| 2060 | 32.223 | image-recognition-mcpmcp · ai-agents | Gives vision-less LLMs the ability to recognize clipboard screenshots and images by proxying to an OpenAI-compatible vision model. | 2 stars | No one-command install · Source | |
| 2061 | 32.223 | agentbusmcp · ai-agents | A local message bus for AI agent sessions that enables Claude Code sessions to communicate directly via channels, allowing message sending and peer… | 2 stars | No one-command install · Source | |
| 2062 | 32.223 | claude-mcp-bridgemcp · ai-agents | MCP server that lets any agent or MCP host delegate tasks to Claude Code running headless, with tools for review, validation, analysis, and autonomous… | 2 stars | No one-command install · Source | |
| 2063 | 32.223 | unitypilotmcp · ai-agents | MCP server that lets AI agents drive the full Unity lifecycle on macOS without opening the Unity Editor. | 2 stars | No one-command install · Source | |
| 2064 | 32.223 | reflensmcp · ai-agents | An MCP server that indexes reference repositories and provides tools for AI coding agents to retrieve lossless code context, enabling reasoning over… | 2 stars | No one-command install · Source | |
| 2065 | 32.223 | thecrawlermcp · ai-agents | Open-source web scraper and extraction MCP server with JavaScript rendering, markdown output, PDF/DOCX parsing, structured errors, and validated… | 2 stars | No one-command install · Source | |
| 2066 | 32.223 | qorami-mcpmcp · ai-agents | ▎ Check an email before an AI agent sends it: send / ask a human / block — with machine reason codes and prompt-injection detection. | 2 stars | No one-command install · Source | |
| 2067 | 32.223 | progimcp · ai-agents | Workflow engine that teaches your agent how YOU like to get things done. So you can do your best work without re-explaining your process or losing… | 2 stars | No one-command install · Source | |
| 2068 | 32.223 | vaultmindmcp · ai-agents | Offline-first MCP proxy with policy engine and immutable audit trail for secure AI coding agents. | 2 stars | No one-command install · Source | |
| 2069 | 32.223 | strompreis-mcpmcp · ai-agents | MCP server that gives AI agents real-time German electricity price forecasts. | 2 stars | No one-command install · Source | |
| 2070 | 32.223 | bobbyrgoldsmith-quarterbackmcp · ai-agents | Strategic task prioritization and agent orchestration for multi-project operators. 22 MCP tools with 5-factor scoring engine, advisory document… | 2 stars | No one-command install · Source | |
| 2071 | 32.223 | alt-festival-mcpmcp · ai-agents | An MCP server that lets Claude read live transcripts and notes from Alt, a real-time lecture/meeting transcription app, while a recording is in… | 2 stars | No one-command install · Source | |
| 2072 | 32.223 | projectmindmcp · ai-agents | Persistent, compact project memory for AI coding agents, enabling them to read a small digest instead of re-scanning the codebase every session… | 2 stars | No one-command install · Source | |
| 2073 | 32.223 | fcp-sheetsmcp · ai-agents | MCP server for semantic spreadsheet operations that lets LLMs create and edit Excel workbooks by describing spreadsheet intent. | 2 stars | No one-command install · Source | |
| 2074 | 32.223 | substack-article-mcpmcp · ai-agents | MCP server for Substack that enables reading articles, comments, feed, and subscriptions from AI clients like Cursor and Claude, with optional… | 2 stars | No one-command install · Source | |
| 2075 | 32.223 | czech-law-mcpmcp · ai-agents | MCP server providing indexed access to 45,899 Czech statutes from e-sbirka.cz, enabling agents to retrieve real legal text and citations. | 2 stars | No one-command install · Source | |
| 2076 | 32.223 | beatlyzer-mcpmcp · ai-agents | Enables AI agents to analyze audio files, extracting tempo, key, beat drops, volume surges, high tones, loudness, brightness, and structure, and… | 2 stars | No one-command install · Source | |
| 2077 | 32.223 | terrariummcp · ai-agents | Enables AI agents to publish HTML artifacts for human review, receive anchored feedback, and iterate until approval. | 2 stars | No one-command install · Source | |
| 2078 | 32.223 | jgkme-kilo-image-gen-mcpmcp · ai-agents | MCP server for generating, editing, and processing images via multiple providers including Kilo, OpenRouter, OpenAI, and Gemini, with local tools for… | 2 stars | No one-command install · Source | |
| 2079 | 32.223 | competlab-competlab-mcp-servermcp · ai-agents | Competitive intelligence platform with 24 tools. Monitor competitor pricing, content, positioning, tech stacks, and AI visibility — track how ChatGPT… | 2 stars | No one-command install · Source | |
| 2080 | 32.223 | doc2mcpmcp · ai-agents | Turns any documentation URL into a hosted MCP server for use in Cursor, Claude, and VS Code. | 2 stars | No one-command install · Source | |
| 2081 | 32.223 | chiselmcp · ai-agents | MCP server for test impact analysis and code intelligence. Maps tests to code and git history to determine impacted tests, risk scores, and ownership… | 2 stars | No one-command install · Source | |
| 2082 | 32.223 | iitkgp-erp-mcpmcp · ai-agents | MCP server for IIT Kharagpur ERP that enables querying grades, CGPA, attendance, timetable, placements, and more through any AI agent. | 2 stars | No one-command install · Source | |
| 2083 | 32.223 | psamvault-mcpmcp · ai-agents | MCP server for psamvault — lets AI agents use your stored credentials without ever seeing their plaintext values. | 2 stars | No one-command install · Source | |
| 2084 | 32.223 | netherite-stack-minecraft-survivalmcp · ai-agents | Enables LLM agents to play and survive in Minecraft through high-level intent-based commands via Mineflayer. | 2 stars | No one-command install · Source | |
| 2085 | 32.223 | cortex-memory-mcpmcp · ai-agents | Persistent semantic memory MCP server for AI agents with hybrid search, LLM scoring, and decay engine, fully local. | 2 stars | No one-command install · Source | |
| 2086 | 32.223 | analytos-brain-omnigraph-mcp-servermcp · ai-agents | This MCP server provides governed read access to the Analytos Brain knowledge graph, enabling content and GTM agents to retrieve approved entities and… | 2 stars | No one-command install · Source | |
| 2087 | 32.223 | directping-escrowmcp · ai-agents | Agent-to-agent escrow on Base blockchain with ETH and USDC bounty quests settled on-chain. | 2 stars | No one-command install · Source | |
| 2088 | 32.223 | eos-fitting-mcp-servermcp · ai-agents | MCP server that wraps the Eos EVE Online fitting engine. Agents propose fit changes; this server applies them, recalculates, and returns a FitReport. | 2 stars | No one-command install · Source | |
| 2089 | 32.223 | wisdomgraphmcp · ai-agents | This MCP server lets AI agents persistently record facts, experiences, insights, and lessons into a Neo4j DIKW graph, then query that memory across… | 2 stars | No one-command install · Source | |
| 2090 | 32.223 | omnicontextmcp · ai-agents | Connects Claude Desktop to Notion and YouTube transcripts with one-click installation, enabling natural language queries about your pages and video… | 2 stars | No one-command install · Source | |
| 2091 | 32.223 | jamjet-policymcp · ai-agents | Drop-in stdio interceptor that gates MCP tools/call requests through a YAML policy (block / require_approval / audit / budget cap) before they reach… | 2 stars | No one-command install · Source | |
| 2092 | 32.223 | navimcp · ai-agents | A desktop notifier for AI agents that floats on screen and alerts users with chimes and speech bubbles when an agent calls its notify tool. | 2 stars | No one-command install · Source | |
| 2093 | 32.223 | skillgodmcp · ai-agents | An MCP server that automatically injects relevant skills, project memory, and routes complex tasks to specialist agents into AI coding tools like… | 2 stars | No one-command install · Source | |
| 2094 | 32.223 | glm-subagent-mcpmcp · ai-agents | Enables Claude Code to use GLM (Zhipu) as a cheap, full-capability subagent for file editing, code generation, and bash commands, with automatic… | 2 stars | No one-command install · Source | |
| 2095 | 32.223 | mcp-gateway-scanmcp · ai-agents | Static scanner for MCP/agent-gateway readiness anti-patterns, providing a 7-dimension R/Y/G score by scanning code and config for common failure… | 2 stars | No one-command install · Source | |
| 2096 | 32.223 | iitc-mcpmcp · ai-agents | Bridge between IITC and MCP agents, enabling AI assistants to interact with Ingress Intel: view map, count portals, track players, and communicate via… | 2 stars | No one-command install · Source | |
| 2097 | 32.223 | touful-vuln-search-mcpmcp · ai-agents | Unified vulnerability search MCP server for penetration testing agents, integrating 5 data sources (NVD, OSV, EPSS, CISA KEV, Exploit-DB+GitHub) and… | 2 stars | No one-command install · Source | |
| 2098 | 32.223 | harness-councilmcp · ai-agents | Local multi-harness orchestration for Claude Code, Grok CLI, and AGY CLI, enabling spawning, management, and coordination of AI coding agents in a… | 2 stars | No one-command install · Source | |
| 2099 | 32.223 | scpi-mcpmcp · ai-agents | An MCP server that enables AI agents to operate an oscilloscope through high-level tools like signal capture and measurement, abstracting… | 2 stars | No one-command install · Source | |
| 2100 | 32.223 | typesensekit-mcp-servermcp · ai-agents | Provides a secure MCP server for operating Typesense, exposing 95 typed operations for search, collection management, and system administration… | 2 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.