Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4101 | 22.524 | aemet-mcpmcp · back-end | Model Context Protocol server: plug AEMET into Claude Desktop, Cursor, Windsurf or any MCP client. Runs locally over stdio. | 1 star | No one-command install · Source | |
| 4102 | 22.524 | discord-admin-mcpmcp · back-end | An MCP server that enables AI assistants to manage Discord servers, including roles, channels, members, messages, and moderation, via natural language… | 1 star | No one-command install · Source | |
| 4103 | 22.524 | secure-vps-operations-mcp-servermcp · back-end | Enables secure, read-only inspection of a VPS over SSH through approved operations such as system health, disk usage, container logs, and service… | 1 star | No one-command install · Source | |
| 4104 | 22.524 | it-helpdesk-mcpmcp · other | Enables IT helpdesk automation by classifying support tickets, estimating priority, generating troubleshooting steps, and predicting resolution times… | 1 star | No one-command install · Source | |
| 4105 | 22.524 | asistente-comercial-mcpmcp · database | Provides an AI agent with tools to search and analyze customer, product, and sales data from an e-commerce database using natural language. | 1 star | No one-command install · Source | |
| 4106 | 22.524 | pengstrike-ai-mcpmcp · ai-agents | Turns any MCP-capable AI agent into a professional penetration testing platform with 150+ security tools, adaptive async tasks, and crash-proof… | 1 star | No one-command install · Source | |
| 4107 | 22.524 | pdf-inspector-mcpmcp · ai-agents | Enables AI agents to process and inspect PDFs by detecting document type, extracting text, and generating Markdown with layout information. | 1 star | No one-command install · Source | |
| 4108 | 22.524 | project-status-mcp-servermcp · back-end | MCP server that exposes project status tools (plan, milestones, RAID items, blockers) allowing AI assistants to retrieve and analyze project… | 1 star | No one-command install · Source | |
| 4109 | 22.524 | conversation-navigatormcp · back-end | Local MCP server that adds a widget with 3–5 editable next-step suggestions to Codex desktop responses. Supports configurable language, persona, and… | 1 star | No one-command install · Source | |
| 4110 | 22.524 | cenogrammcp · search | Search and analyze 7M+ verified real estate transactions from Poland's official RCN registry. | 1 star | No one-command install · Source | |
| 4111 | 22.524 | codebaseagent-mcpmcp · ai-agents | CodebaseAgent-MCP is an MCP server that uses a lightweight RAG pipeline to delegate repository analysis to a dedicated OpenAI-compatible LLM, reducing… | 1 star | No one-command install · Source | |
| 4112 | 22.524 | ot-aiops-energymcp · observability | Governed, read-only OT data tap for substation and utility telecontrol — IEC 60870-5-104, DNP3/IEEE 1815, and IEC 61850 MMS connectors with… | 1 star | No one-command install · Source | |
| 4113 | 22.524 | text2sql-mcpmcp · database | Enables natural language querying of SQL databases by allowing the agent to explore schema, write SQL, and self-correct errors. It integrates with… | 1 star | No one-command install · Source | |
| 4114 | 22.524 | rodey-mcpmcp · ai-agents | Unofficial MCP server for RØDECaster Pro II, providing tools to read and write audio processing parameters like noise gate, compressor, and routing… | 1 star | No one-command install · Source | |
| 4115 | 22.524 | cursor-usage-mcpmcp · observability | Monitors your Cursor usage and provides a conserve flag to the agent, helping you manage request quota by batching questions, preferring defaults, and… | 1 star | No one-command install · Source | |
| 4116 | 22.524 | stock-image-mcpmcp · ai-agents | An MCP server for searching and downloading stock images from Unsplash, Pexels, Pixabay, Freepik, StockVault, and Burst, enabling AI agents to source… | 1 star | No one-command install · Source | |
| 4117 | 22.524 | postgresql-mcp-full-accessmcp · database | Enables unrestricted SQL execution (DDL/DML) on PostgreSQL databases, allowing AI agents to create, read, update, and delete data with zero query… | 1 star | No one-command install · Source | |
| 4118 | 22.524 | research-desk-mcpmcp · other | Enables AI assistants to manage structured research ideas and retrieve recent arXiv papers by idea ID, automatically generating Markdown reports. | 1 star | No one-command install · Source | |
| 4119 | 22.524 | openfinance-analystmcp · database | MCP server for personal finance via Open Finance, consolidating accounts and cards and answering spending questions with aggregated numbers. Provides… | 1 star | No one-command install · Source | |
| 4120 | 22.524 | mssql-localdb-mcpmcp · back-end | A Rust MCP server for SQL Server Express LocalDB on Windows, enabling AI agents to create and manage LocalDB instances, run T-SQL scripts, and… | 1 star | No one-command install · Source | |
| 4121 | 22.524 | mcp-shield-runtimemcp · back-end | MCP Shield Runtime is a local-first security gateway that controls MCP tool calls with parameter-level policies, approval gates, secret redaction… | 1 star | No one-command install · Source | |
| 4122 | 22.524 | hujjamcp · back-end | An open-source MCP server that screens stocks for Shariah compliance using auditable, versioned rules, returning separate verdicts per standard… | 1 star | No one-command install · Source | |
| 4123 | 22.524 | mem0-mcp-selfhostedmcp · ai-agents | Self-hosted mem0 MCP server for Claude Code that adds durable async ingestion, document support, and reranking, enabling persistent memory management… | 1 star | No one-command install · Source | |
| 4124 | 22.524 | shaddai-mcpmcp · ai-agents | MCP server that provides 7 specialized agents with RAG knowledge bases, allowing Claude to search and ask domain-specific questions and route tasks to… | 1 star | No one-command install · Source | |
| 4125 | 22.524 | next-design-overlaymcp · front-end | MCP server for Next.js design overlay, enabling AI agents to query visual UI tasks, fetch annotated snapshots, and mark tasks as resolved. | 1 star | No one-command install · Source | |
| 4126 | 22.524 | roblox-studio-mcp-2mcp · ai-agents | A production MCP integration that lets AI agents control Roblox Studio to autonomously build, test, and debug Roblox games. Provides 39 tools for… | 1 star | No one-command install · Source | |
| 4127 | 22.524 | fluf-mcpmcp · back-end | Enables AI agents to manage multichannel e-commerce inventory, list products, view orders, and raise support tickets across connected marketplaces via… | 1 star | No one-command install · Source | |
| 4128 | 22.524 | apple-podcasts-mcpmcp · observability | Owner-side Apple Podcasts analytics over the Podcasts Connect Reporter protocol: plays, unique and engaged listeners, followers, and per-episode… | 1 star | No one-command install · Source | |
| 4129 | 22.524 | rebuildingamerica-atlasmcp · search | Searches a civic directory of people and organizations doing meaningful community work across America via natural language queries. | 1 star | No one-command install · Source | |
| 4130 | 22.524 | gdotmcpmcp · front-end | MCP server providing 174 tools for AI-powered Godot 4 development, enabling scene manipulation, scripting, animation, runtime analysis, and more. | 1 star | No one-command install · Source | |
| 4131 | 22.524 | apidog-mcpmcp · back-end | An MCP server for Apidog that enables listing projects, inspecting API trees, creating modules and folders, and adding or updating requests without… | 1 star | No one-command install · Source | |
| 4132 | 22.524 | bottrademcp · observability | BotTrade is a historical-market benchmark for autonomous trading agents, enabling backtesting and evaluation through MCP or Python with standardized… | 1 star | No one-command install · Source | |
| 4133 | 22.524 | cheesecube-mcp-servermcp · back-end | Exposes the Cheesecube Agent API as MCP tools, enabling listing engines and templates, searching assets, and creating, previewing, and publishing… | 1 star | No one-command install · Source | |
| 4134 | 22.524 | mr-magic-mcp-servermcp · back-end | Bridges multiple lyrics providers (LRCLIB, Genius, Musixmatch, Melon) into a single toolchain accessible via MCP, HTTP, or CLI. | 1 star | No one-command install · Source | |
| 4135 | 22.524 | tuxnewsmcp · ai-agents | Enables AI agents to discover and curate news through an MCP server, with features like active preference learning, anti-clickbait rewriting, and… | 1 star | No one-command install · Source | |
| 4136 | 22.524 | rajendarmuddasani-jiramcp · back-end | Integrates with JIRA's REST API to fetch issue details by key and search issues using JQL queries, returning formatted Markdown output for project… | 1 star | No one-command install · Source | |
| 4137 | 22.524 | jira-mcp-server-2mcp · back-end | A production-ready MCP server for JIRA integration that enables AI assistants to query JIRA issues and perform searches using natural language through… | 1 star | No one-command install · Source | |
| 4138 | 22.524 | claude-mailboxmcp · ai-agents | An MCP server that enables concurrently-running Claude Code sessions to cross-talk via channels, DMs, and leader coordination, all backed by a shared… | 1 star | No one-command install · Source | |
| 4139 | 22.524 | supermemmcp · ai-agents | Enables storing and querying a personal knowledge graph as a shared memory, allowing agents and tools to remember facts, entities, relations, and… | 1 star | No one-command install · Source | |
| 4140 | 22.524 | shell-sievemcp · ai-agents | An MCP server that executes shell commands and intelligently compresses, filters, and extracts errors from verbose output to save AI agent context… | 1 star | No one-command install · Source | |
| 4141 | 22.524 | voice-notes-mcpmcp · back-end | Read-only MCP server that exposes locally generated voice notes to any MCP client, allowing listing, searching, and reading transcripts, summaries… | 1 star | No one-command install · Source | |
| 4142 | 22.524 | shibley-apistatuscheck-mcp-servermcp · back-end | Check real-time operational status of 114+ cloud services and APIs (AWS, GitHub, Stripe, OpenAI, Vercel, etc.) directly from AI assistants. Published… | 1 star | No one-command install · Source | |
| 4143 | 22.524 | cobie-mcpmcp · back-end | MCP server for COBie Excel validation, updates, and PDF extraction. | 1 star | No one-command install · Source | |
| 4144 | 22.524 | yandex-tracker-mcpmcp · back-end | MCP server for Yandex Tracker API, enabling AI assistants to search, read, create, and edit issues, as well as manage comments, attachments, and links… | 1 star | No one-command install · Source | |
| 4145 | 22.524 | diyan-research-mcpmcp · back-end | Read-only MCP server that provides enterprise research frameworks, frozen snapshots, and historical factor summaries with sources and falsification… | 1 star | No one-command install · Source | |
| 4146 | 22.524 | fdx-mcp-servermcp · back-end | Enables reading and writing local files via MCP, supporting Bun, Deno, or Node.js runtimes. | 1 star | No one-command install · Source | |
| 4147 | 22.524 | playwright-react-debug-mcpmcp · browser | Enables AI-assisted debugging of React applications by providing browser control, DOM inspection, network monitoring, React DevTools, and error… | 1 star | No one-command install · Source | |
| 4148 | 22.524 | jumpserver-ssh-mcpmcp · auth | Enables AI agents to securely execute remote commands via SSH or JumpServer, with flexible gateway configuration and plugin-based matchers for… | 1 star | No one-command install · Source | |
| 4149 | 22.524 | tooldockmcp · back-end | Exposes a typed Python function as a CLI command, REST endpoint, and MCP tool without adding transport code. | 1 star | No one-command install · Source | |
| 4150 | 22.524 | trailmemmcp · database | Persistent, local-first graph memory for AI coding agents. Provides durable cross-session memory via a local SQLite knowledge graph with typed… | 1 star | No one-command install · Source | |
| 4151 | 22.524 | langfuse-mcp-extendedmcp · observability | Comprehensive MCP server for Langfuse, enabling AI assistants to access and manage traces, observations, scores, datasets, and sessions for… | 1 star | No one-command install · Source | |
| 4152 | 22.524 | revit-mcp-hardenedmcp · ai-agents | Hardened MCP server for Autodesk Revit enabling LLMs to inspect and manipulate Revit models via pyRevit, with token authentication and capability… | 1 star | No one-command install · Source | |
| 4153 | 22.524 | mortgage-mcpmcp · back-end | MCP server for mortgage loan processing, providing tools to look up property info, analyze locality, verify documents, schedule site visits, evaluate… | 1 star | No one-command install · Source | |
| 4154 | 22.524 | lowlevel-computer-use-mcpmcp · ai-agents | A low-level computer-use MCP server that exposes raw desktop control (mouse, keyboard, shell, windows, processes, screenshots, etc.) to MCP clients… | 1 star | No one-command install · Source | |
| 4155 | 22.524 | mcpolyglotmcp · database | One config, one CLI that turns your databases (Postgres, MySQL, SQLite, MongoDB) into MCP servers for Claude, GPT, Cursor, and any MCP-compatible… | 1 star | No one-command install · Source | |
| 4156 | 22.524 | swagger-docs-mcpmcp · search | Connects AI agents with Swagger/Knife4j API documentation, enabling real-time retrieval, search, and structured understanding of API interfaces… | 1 star | No one-command install · Source | |
| 4157 | 22.524 | aas-core-agentic-awesome-skills-mcpmcp · ai-agents | A local, read-only MCP server that lets coding agents search the complete AAS skill catalog, compose and validate agent-chosen skill stacks, and… | 1 star | No one-command install · Source | |
| 4158 | 22.524 | port-sentrymcp · ai-agents | An MCP server that gives AI coding agents structured port intelligence — finding free ports, identifying port hogs, and killing zombie processes… | 1 star | No one-command install · Source | |
| 4159 | 22.524 | mcp-kr-controllermcp · back-end | An MCP server for controlling KR-series relay controllers via serial, TCP, or UDP, featuring auto-discovery, relay control, and advanced PLC… | 1 star | No one-command install · Source | |
| 4160 | 22.524 | dpxmcp · other | AI-native stablecoin settlement rail for institutional cross-border transactions with adaptive oracle and autonomous execution. | 1 star | No one-command install · Source | |
| 4161 | 22.524 | mcp-local-erpmcp · ai-agents | Enables local file reading and writing for your project via Claude Desktop, with tools to read, write, and list files in a specified root path. | 1 star | No one-command install · Source | |
| 4162 | 22.524 | leclerc-drive-mcpmcp · back-end | Unofficial MCP and CLI server to read a user's current E.Leclerc Drive catalog through a persistent Camoufox browser session, enabling product search… | 1 star | No one-command install · Source | |
| 4163 | 22.524 | connhex-mcp-servermcp · back-end | Enables natural language interaction with Connhex IoT platform APIs for managing devices, telemetry, rules, and resources via MCP tools. | 1 star | No one-command install · Source | |
| 4164 | 22.524 | commerce-mcpmcp · ai-agents | An MCP control plane for SAP Commerce Cloud that exposes safe, read-only tools to LLM agents for inspecting types, running FlexibleSearch, and… | 1 star | No one-command install · Source | |
| 4165 | 22.524 | stickiesmcp · ai-agents | Persistent sticky notes for Claude Code. You pin a note — a decision, a blocker, a todo — and it survives session resets, /clear, and closing the… | 1 star | No one-command install · Source | |
| 4166 | 22.524 | powerbi-agentmcp · ai-agents | MCP server enabling AI agents to directly query and manage Power BI datasets, reports, and workspaces via DAX, with built-in data security policies… | 1 star | No one-command install · Source | |
| 4167 | 22.524 | mailokf-mcpmcp · search | A local-first Python MCP server that turns Gmail, Outlook/Microsoft 365, iCloud Mail, and generic IMAP/SMTP mailboxes into a synchronized, searchable… | 1 star | No one-command install · Source | |
| 4168 | 22.524 | hermes-cowork-bridgemcp · ai-agents | Bridges Claude Cowork/Desktop to a local Hermes Agent, exposing hermes_delegate, hermes_check_run, and hermes_health tools for task delegation, status… | 1 star | No one-command install · Source | |
| 4169 | 22.524 | ownership-provenance-protocolmcp · ai-agents | An MCP server that enforces explicit task ownership acceptance and requires a provenance tag (observed, reviewed, or reported) on every completion… | 1 star | No one-command install · Source | |
| 4170 | 22.524 | ownership-attestation-protocolmcp · database | An MCP server that enforces explicit task ownership through acceptance and mandatory provenance tagging (Observed/Reviewed/Reported) on all completion… | 1 star | No one-command install · Source | |
| 4171 | 22.524 | vzt-video-intelmcp · search | Self-hosted video intelligence pipeline that turns video into structured, citable, queryable JSON scene graphs, enabling AI assistants to analyze and… | 1 star | No one-command install · Source | |
| 4172 | 22.524 | cictikzmcp · front-end | MCP server for AI-driven TikZ circuit schematics. Enables assistants to render TikZ figures, list symbols, get style guides, and iterate on designs. | 1 star | No one-command install · Source | |
| 4173 | 22.524 | mcp-cat-logo-bioqu-mica-clmcp · observability | Exposes the product catalog of Bioquímica.cl as an MCP tool, enabling natural language queries for product compatibility, pricing, and stock… | 1 star | No one-command install · Source | |
| 4174 | 22.524 | meertrack-mcpmcp · ai-agents | An MCP server for Meertrack that enables users to ask their AI agent about competitors' recent activities, digests, and product changes via natural… | 1 star | No one-command install · Source | |
| 4175 | 22.524 | meertrackmcp · other | Competitive intelligence platform that tracks competitor changes and delivers filtered signals. | 1 star | No one-command install · Source | |
| 4176 | 22.524 | ensemble-mcpmcp · ai-agents | An MCP server providing intelligence infrastructure for AI agent pipelines, including vector memory, drift detection, model routing, skills discovery… | 1 star | No one-command install · Source | |
| 4177 | 22.524 | mcp-vcrmcp · ai-agents | VCR for MCP servers: a zero-dependency stdio proxy that records and replays MCP JSON-RPC tool calls to local cassette files, enabling deterministic… | 1 star | No one-command install · Source | |
| 4178 | 22.524 | ossinsight-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for querying GitHub repository analytics from OSSInsight, providing repo metadata, trending repos, curated… | 1 star | No one-command install · Source | |
| 4179 | 22.524 | clash-of-clans-mcp-servermcp · back-end | Enables AI-assisted clan analysis for Clash of Clans by reading official API data and applying customizable rubrics for war grading, promotion… | 1 star | No one-command install · Source | |
| 4180 | 22.524 | qimen-mcpmcp · ai-agents | A deterministic Qi Men Dun Jia facts engine, exposed as Model Context Protocol (MCP) tools for AI agents. | 1 star | No one-command install · Source | |
| 4181 | 22.524 | kinqimen-mcpmcp · ai-agents | A deterministic MCP facts engine for Qimen Dunjia (奇門遁甲), providing 時家, 刻家, and 金函玉鏡 chart computation tools for AI agents. | 1 star | No one-command install · Source | |
| 4182 | 22.524 | frank-energie-mcpmcp · back-end | Exposes Frank Energie energy data (electricity and gas prices, account info) as MCP tools for LLMs, using python-frank-energie for API communication. | 1 star | No one-command install · Source | |
| 4183 | 22.524 | pcm-mcpmcp · back-end | An MCP server for ABB/Hitachi Energy PCM600 that provides offline IEC 61850 SCL file analysis, .apcmp project archive inspection, ACT logic recovery… | 1 star | No one-command install · Source | |
| 4184 | 22.524 | quartus-lmcp-servermcp · front-end | Enables automation of Intel/Altera Quartus FPGA design flow including project management, compilation, simulation, timing analysis, and programming… | 1 star | No one-command install · Source | |
| 4185 | 22.524 | mcp-kubevelamcp · devops | Enables AI assistants to query and manage KubeVela application delivery: check application status, trigger deployments, track workflows, manage… | 1 star | No one-command install · Source | |
| 4186 | 22.524 | kimi-project-intelligence-mcpmcp · back-end | A Model Context Protocol server for Kimi-CLI that provides semantic project indexing, intelligent code retrieval, and dynamic skill routing to enhance… | 1 star | No one-command install · Source | |
| 4187 | 22.524 | mimo-vision-mcp-2mcp · back-end | An MCP server that uses Xiaomi MiMo v2.5 multimodal model to provide image recognition capabilities (description, multi-image analysis, OCR, and image… | 1 star | No one-command install · Source | |
| 4188 | 22.524 | dockermcp-chatgptmcp · devops | Docker MCP ChatGPT Sandbox is a self-hosted remote MCP server for ChatGPT that runs shell commands and edits code inside a hardened Ubuntu container… | 1 star | No one-command install · Source | |
| 4189 | 22.524 | willitsendmcp · comms | A deterministic preflight checker for outbound SMS/iMessage that catches silent filtering, segment blowups, and dropped iMessage features before… | 1 star | No one-command install · Source | |
| 4190 | 22.524 | mcp-nacosmcp · other | Enables AI assistants to query and manage Nacos configurations, supporting Nacos 1.x/2.x/3.x with multiple transport protocols. | 1 star | No one-command install · Source | |
| 4191 | 22.524 | mini-agent-mcpmcp · ai-agents | An MCP server that integrates a ReAct agent with built-in tools (calculator, text, unit conversion, etc.) and the AnySearch search service, enabling… | 1 star | No one-command install · Source | |
| 4192 | 22.524 | mcp-local-servermcp · back-end | A lightweight local MCP server built with FastMCP for exposing custom tools to MCP-compatible clients. Enables local development and testing of MCP… | 1 star | No one-command install · Source | |
| 4193 | 22.524 | claude-sessionmcp · ai-agents | MCP server for programmatic lifecycle management of Claude Code sessions, supporting list, create, read, send, fork, wait, and interrupt operations. | 1 star | No one-command install · Source | |
| 4194 | 22.524 | memomcp · database | MCP server for local, offline-capable library documentation. It resolves library IDs and retrieves up-to-date docs via hybrid search from a persistent… | 1 star | No one-command install · Source | |
| 4195 | 22.524 | tabbridgemcp · browser | Enables MCP clients to operate Chrome tabs with semantic snapshots, policy approvals, and deterministic workflow replay. | 1 star | No one-command install · Source | |
| 4196 | 22.524 | andonmcp · other | Deterministic verification for AI-generated analysis. Reconciliation, consistency and Excel-integrity checks that stop the line when the numbers don't… | 1 star | No one-command install · Source | |
| 4197 | 22.524 | zynx-supabase-mcp-servermcp · ai-agents | Real TypeScript MCP server for connecting Zynx agents to Supabase through safe, allowlisted tools. | 1 star | No one-command install · Source | |
| 4198 | 22.524 | kitty-hivemcp · ai-agents | MCP server for multi-agent collaboration enabling AI agents to communicate, delegate tasks, and share artifacts across clients and machines with… | 1 star | No one-command install · Source | |
| 4199 | 22.524 | vision-router-mcpmcp · ai-agents | Enables AI agents to analyze images via user-configured cloud vision APIs (Gemini or OpenAI-compatible), returning structured results such as… | 1 star | No one-command install · Source | |
| 4200 | 22.524 | topyappers-mcp-servermcp · back-end | Gives AI agents access to the TopYappers API for discovering viral content, trending songs, influencers, and outreach agent email history. | 1 star | 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.