Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | ava-the-ai-agentmcp · ai-agents | AI agent implementation with A2A support | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | shadowpricemcp · ai-agents | Inject real-time leaked B2B SaaS pricing, historical discounts, and aggressive negotiation playbooks directly into AI agents. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | hist-bridgemcp · ai-agents | Enables listing and continuing conversations from Claude Code, Codex, Cursor, and GLM, allowing context handoff between tools by providing historical… | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | godot-mcp-2mcp · ai-agentsalso listed as godot-mcp-3, godot-mcp-connector | 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 | |
| 3701 | 32.180 | winsightmcp · ai-agentsalso listed as winsight-mcp | Windows screen capture MCP server for Claude Code. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | aide-memorymcp · ai-agents | Auto-captured, auto-recalled, path-scoped memory for AI coding agents and teams. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | 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 | |
| 3701 | 32.180 | m-pesa-mcp-servermcp · ai-agents | An experimental MCP server that lets AI agents interact with guarded payment workflows through typed tools, enabling safe agent-assisted payments with… | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | cubelifemcp · ai-agents | Give your AI agent a persistent pixel-art character that reflects its state in real time. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | x-ways-mcpmcp · ai-agents | Enables triage, installation validation, and controlled automation of X-Ways Forensics and related tools through structured MCP tools for agents. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | mcp-serotoninmcp · ai-agents | Bridges MCP-capable LLM agents to the Serotonin Lua runtime, enabling live Roblox game interaction including instance tree navigation, memory access… | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | mcp-agentmemorymcp · ai-agents | MCP-native memory layer for Claude Code, Cursor, Cline, Continue, and 16 other AI tools. Hybrid search (BM25 + pgvector + graph), self-hosted on… | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | nornir-mcp-servermcp · ai-agents | An MCP server that integrates Nornir with NAPALM and Netmiko, enabling LLMs to orchestrate multi-vendor network infrastructure through natural… | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | knowledge-mcpmcp · ai-agents | 语义搜索知识库，支持文档获取和索引刷新，使AI Agent能够检索团队知识。 | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | arc-gate-mcpmcp · ai-agents | Runtime governance proxy for MCP tool calls. Inspects tool results for prompt injection and capability abuse before they reach your agent, blocking… | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | dida365-agentmcp · ai-agents | MCP server that enables AI agents to manage Dida365/TickTick tasks, projects, tags, and habits through natural language, with full CRUD, search, and… | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | edgefindermcp · ai-agents | CLI and MCP server for EdgeFinder sports analysis. Get AI-powered NFL, NBA, and MLB betting recommendations, player stats, odds, schedules, and… | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | 0xdegenmo-lighter-mcpmcp · ai-agents | MCP server for [Lighter](https://lighter.xyz) — a zero-fee zk-rollup perpetual DEX. Trade ~190 perpetuals (crypto + RWA: PAXG/XAU gold, XAG silver… | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | agentforgemcp · ai-agents | Transforms rough coding requests into rigorously structured prompts for AI coding agents. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | firepass-mcpmcp · ai-agents | MCP server that turns Kimi K2.6 Turbo into an agentic coding assistant with tools for file operations, shell commands, and code search. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | onchainiaintel-pqsmcp · ai-agents | Evaluates LLM prompts before execution with a quality score, letter grade, percentile, and dimensional breakdown. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | fengfangwen-guardianmcp · ai-agents | MCP safety middleware for Claude Code that validates file operations and bash commands with circuit-breaker protection against retry loops. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | session-coord-mcpmcp · ai-agents | A local-first MCP server for coordinating parallel AI coding sessions with tools like Claude Code and Codex in a single repository. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | muse-tts-embedmcp · ai-agents | Enables Claude to speak text with an embedded audio player, supporting 54 voices, voice cloning, and playback controls, all running locally. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | puredata-mcpmcp · ai-agents | Control and live-patch Pure Data from AI agents via the Model Context Protocol. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | ssh-chat-mcpmcp · ai-agents | Zero-config SSH/SFTP MCP server that lets an LLM client open temporary SSH/SFTP sessions to remote hosts, run commands, and upload/download files… | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | skill-deckmcp · ai-agentsalso listed as xingbofeng-skill-deck | MCP server that adapts, activates, and shares local Agent Skills for runtimes like OpenAI Agents SDK and Claude Code, enabling dynamic discovery and… | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | claude-code-feishu-channelmcp · ai-agents | MCP server that pushes Feishu (Lark) messages to Claude Code sessions and allows Claude to reply directly in Feishu. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | dumbspacecookie-openeyemcp · ai-agents | AR/XR procedure verification with memory, visual sessions, and DPO trajectory export. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | kapillamba4-meta-promptmcp · ai-agents | Serves Google and Anthropic prompting guides for meta-prompt generation. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | chensunlai-phymcpmcp · ai-agents | Lightweight physical MCP protocol for nearby IoT devices, enabling LLM agents to discover and control ESP32 microcontrollers via ESP-NOW with a Python… | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | patchwork-deepmindmcp · ai-agents | MCP server for the Behringer DeepMind 12 synthesizer. Gives AI agents real-time control over synth parameters via MIDI NRPN, plus edit-buffer… | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | slop-copmcp · ai-agents | Detects and fixes LLM prose patterns in text, exposing tools for auditing and improving writing quality in MCP-compatible hosts. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | triage-agent-mcpmcp · ai-agents | MCP server that guides an AI agent through stack trace triage, from raw error to the commit and PR that introduced it. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | hightemp-computer-usemcp · ai-agents | Local desktop automation for AI agents — mouse, keyboard, screen, window, and process control via Go and robotgo. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | x-bookmarks-mcpmcp · ai-agents | Fully local, privacy-first MCP server that turns exported X/Twitter bookmarks into a searchable, enriched knowledge base for Claude Desktop and Claude… | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | prateekg7-context-bridgemcp · ai-agents | Context portability server for compressing and formatting AI conversation handoffs across Claude, ChatGPT, Gemini, and other platforms. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | aboglioli-orchymcp · ai-agents | Provides multi-agent coordination infrastructure with 71 tools for shared task management, knowledge bases, real-time messaging, resource locking, and… | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | jiten-github78-razorpay-refundmcp · ai-agents | MCP server enabling AI agents to execute Razorpay refunds safely with idempotency, rollback, and audit trail support. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | haiku-tradingmcp · ai-agents | DeFi execution for AI agents — swap, lend, bridge, and yield across 22 blockchain networks. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | jackmates-plutiomcp · ai-agents | Connects AI agents to the Plutio business management platform with tools for tasks, projects, proposals, contracts, and client relationships. | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | embedded-xlink-mcpmcp · ai-agents | MCP server for embedded debugging based on probe-rs, providing 22 tools for ARM Cortex-M and RISC-V microcontrollers, including connection, memory… | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | bolor-brainmcp · ai-agentsalso listed as bolor-brain-mcp | Modular cognitive architecture with memory systems, advanced reasoning, and self-evolving skills | 2 stars | No one-command install · Source | |
| 3701 | 32.180 | musaraf-m-sentinalmcp · ai-agents | Redis health monitoring, BullMQ queue inspection, memory analysis, and slow query diagnostics. | 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.