Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 98.2721 | openwebsearchmcp · search | Web search using free multi-engine search (NO API KEYS REQUIRED) — Supports Bing, Baidu, DuckDuckGo, Brave, Exa, Github, Juejin, and CSDN. | 1,774 stars · 186 forks | No one-command install · Source | |
| 402 | 98.2683 | ifuryst-open-computer-usemcp · back-end | Cross-platform computer automation MCP server using accessibility APIs, supporting macOS, Linux, and Windows. | 1,880 stars · 168 forks | No one-command install · Source | |
| 403 | 98.2609 | arabold-docs-scrapermcp · browser | Provides specialized documentation scraping and retrieval from GitHub, NPM, PyPI, and web pages, enabling accurate reference to up-to-date library… | 1,765 stars · 185 forks | No one-command install · Source | |
| 404 | 98.2550 | elevenlabsmcp · other | Integrates with ElevenLabs to provide high-quality text-to-speech, voice cloning, and conversational capabilities with customizable voice profiles and… | 1,534 stars · 251 forks | No one-command install · Source | |
| 405 | 98.2545 | aaronjmars-opendiamcp · back-end | Provides OpenDia diagram creation capabilities through a lightweight web server with WebSocket support and HTTP API endpoints for real-time… | 1,915 stars · 159 forks | No one-command install · Source | |
| 406 | 98.2501 | gongrzhe-gmail-autoauthmcp · comms | Integrates with Gmail to enable email management tasks like sending, reading, searching, and labeling through natural language commands. | 1,165 stars · 409 forks | No one-command install · Source | |
| 407 | 98.2498 | langchain-ai-langmemmemory · ai-agentsContributed by Sentinel | Long-term memory for agents: tools that extract what matters from conversations, refine prompts from feedback and keep memory across sessions, with… | 1,684 stars · 192 forks | No one-command install · Source | |
| 408 | 98.2428 | daxianlee-cocos-creatormcp · front-end | Integrates with Cocos Creator 3.8 game development workflows through TypeScript-based tools for scene manipulation, node management, component… | 1,373 stars · 319 forks | No one-command install · Source | |
| 409 | 98.2329 | supermemorymcp · other | Personal knowledge platform that helps collect, organize, and recall information from various sources with end-to-end encryption and optional… | 1,722 stars · 176 forks | No one-command install · Source | |
| 410 | 98.2319 | g-mcp-godot-studiomcp · other | Control a live Godot editor with 120+ tools for creating scenes, editing scripts, wiring signals, and managing game assets. | 2,077 stars · 127 forks | No one-command install · Source | |
| 411 | 98.2317 | mcp-adaptermcp · ai-agents | The official WordPress package for MCP integration that exposes WordPress abilities as Model Context Protocol (MCP) tools, resources, and prompts for… | 1,647 stars · 190 forks | No one-command install · Source | |
| 412 | 98.2251 | openosintmcp · ai-agents | AI-powered OSINT framework exposing 10 tools (email, username, breach, WHOIS, IP, subdomain, phone, Shodan, dorks, Pastebin) as an MCP server for… | 1,512 stars · 242 forks | No one-command install · Source | |
| 413 | 98.2232 | claude-code-toolscli · ai-agents | Well-crafted toolset for session continuity, featuring skills/commands to avoid compaction and recover context across sessions with cross-agent… | 1,989 stars · 132 forks | No one-command install · Source | |
| 414 | 98.2108 | boostedtravelmcp · search | Flight search and booking for AI agents across 400+ airlines. | 1,965 stars · 132 forks | No one-command install · Source | |
| 415 | 98.1987 | testkubemcp · devops | Kubernetes-native continuous testing platform providing test orchestration, execution, and analysis | 1,652 stars · 172 forks | No one-command install · Source | |
| 416 | 98.1965 | nx-consolemcp · github-vcs | Exposes monorepo workspace architecture, generators, tasks, and documentation to language models | 1,412 stars · 245 forks | No one-command install · Source | |
| 417 | 98.1935 | designcomputer-mysql-mcp-servermcp · database | Explore schemas and execute read-only SQL queries on MySQL databases. | 1,378 stars · 257 forks | No one-command install · Source | |
| 418 | 98.1835 | io-github-bergside-typeuimcp · front-end | Provides design systems, UI prompts, and layout variation guidance to AI coding tools for generating better user interfaces. | 1,855 stars · 136 forks | No one-command install · Source | |
| 419 | 98.1833 | anaisbetts-mcp-installermcp · back-end | Install and configure additional MCP servers dynamically. | 1,533 stars · 193 forks | No one-command install · Source | |
| 420 | 98.1832 | cc-sessionscli · ai-agents | An opinionated approach to productive development with Claude Code | 1,551 stars · 191 forks | No one-command install · Source | |
| 421 | 98.1808 | hashicorp-terraform-registrymcp · devops | Integrates with HashiCorp's Terraform Registry APIs to enable provider documentation retrieval, module search, and infrastructure configuration… | 1,518 stars · 195 forks | No one-command install · Source | |
| 422 | 98.1778 | tau-bencheval · ai-agents | Tau-bench: agent benchmark for tool-agent-user interactions in retail and airline domains with policy-grounded evaluation. | 1,416 stars · 215 forks · 1 mention | No one-command install · Source | |
| 423 | 98.1728 | lpigeon-ros-robot-controlmcp · other | Provides a bridge between natural language commands and Robot Operating System (ROS) for controlling robot movement through WebSocket communication… | 1,429 stars · 206 forks | No one-command install · Source | |
| 424 | 98.1727 | aminforou-gscmcp · observability | Integrates with Google Search Console API to provide website search performance analytics, indexing status monitoring, and sitemap management for SEO… | 1,470 stars · 200 forks | No one-command install · Source | |
| 425 | 98.1626 | azure-cloud-managermcp · observability | Enables AI to manage Azure cloud resources through a .NET-based command-line interface, providing operations for Cosmos DB, Storage, App… | 1,223 stars · 354 forks | No one-command install · Source | |
| 426 | 98.1617 | blitzmcp · database | Gives AI agents full control over the iOS development lifecycle through a native macOS app providing simulator management, device control, database… | 1,742 stars · 139 forks | No one-command install · Source | |
| 427 | 98.1542 | julien040-anyquerymcp · database | Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and… | 1,772 stars · 134 forks | No one-command install · Source | |
| 428 | 98.1462 | argentmcp · front-end | Enables AI assistants to interact with iOS Simulators and Android Emulators, allowing autonomous app development, UI interaction, profiling, and… | 2,345 stars · 96 forks | No one-command install · Source | |
| 429 | 98.1418 | harbor-framework-terminal-bencheval · ai-agentsContributed by Sentinel | Measuring and evolving with the frontier of agent work | 588 stars · 434 forks · 13 mentions | No one-command install · Source | |
| 430 | 98.1416 | nickclyde-duckduckgo-searchmcp · search | Integrates with DuckDuckGo to provide web search capabilities, content fetching, and parsing, with results formatted for large language model… | 1,446 stars · 186 forks | No one-command install · Source | |
| 431 | 98.1387 | pm-claude-skills-mcpmcp · ai-agents | In Anthropic's official Claude plugin directory · 400 professional Agent Skills (PRDs, launches, compliance, CVs & more) for Claude, ChatGPT, Gemini… | 1,330 stars · 233 forks | No one-command install · Source | |
| 432 | 98.1370 | bai-lab-memoryosmemory · front-end | Use when you want a memory design with a published, peer-reviewed evaluation behind it. | 1,570 stars · 161 forks | No one-command install · Source | |
| 433 | 98.1363 | arkonmcp · other | Self-hosted enterprise knowledge hub that compiles organizational docs into a structured wiki and serves it to AI clients via MCP with fine-grained… | 1,256 stars · 270 forks | No one-command install · Source | |
| 434 | 98.1357 | can4hou6joeng4-boss-agent-climcp · search | BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, welfare filtering, recruiter messaging, pipeline tracking, and resume… | 1,638 stars · 143 forks | No one-command install · Source | |
| 435 | 98.1340 | cortexkit-magic-contextmemory · ai-agents | Use when a long coding session keeps losing its earlier context and you want that handled automatically. | 2,044 stars · 106 forks | No one-command install · Source | |
| 436 | 98.1315 | nspady-google-calendarmcp · auth | Integrates with Google Calendar to enable natural language querying, event creation, and calendar management using the Google Calendar API and OAuth… | 1,179 stars · 327 forks | No one-command install · Source | |
| 437 | 98.1249 | softeria-ms-365-mcp-servermcp · back-end | MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar) | 945 stars · 363 forks | No one-command install · Source | |
| 438 | 98.1247 | e2b-desktopinfra · browser | E2B Desktop Sandbox: a cloud virtual desktop (Ubuntu + VNC) with Python SDK for screenshot, mouse, keyboard, and process control; designed for AI… | 1,461 stars · 179 forks | No one-command install · Source | |
| 439 | 98.1239 | joshuayoes-ios-simulatormcp · front-end | Enables Claude to control iOS simulators for testing and debugging applications by providing tools for UI interaction, element inspection, and device… | 2,156 stars · 97 forks | No one-command install · Source | |
| 440 | 98.1215 | openinferenceobservability · observability | OpenInference is an open standard and Python/JS instrumentation library for capturing LLM and agent traces in OpenTelemetry format, built by Arize AI. | 1,192 stars · 302 forks | No one-command install · Source | |
| 441 | 98.1199 | miscusi-peek-cheatengine-bridgemcp · ai-agents | Bridge Cheat Engine memory analysis to AI workflows via named pipes | 1,363 stars · 204 forks | No one-command install · Source | |
| 442 | 98.1156 | taxuspt-garmin-connectmcp · observability | Integrates with Garmin Connect to expose fitness and health data, enabling access to activities, detailed workout information, and health metrics like… | 1,102 stars · 349 forks | No one-command install · Source | |
| 443 | 98.1146 | io-github-svnscha-mcp-windbgmcp · github-vcs | Bridges AI models with WinDbg for crash dump analysis and remote debugging. | 1,554 stars · 153 forks | No one-command install · Source | |
| 444 | 98.1139 | isaacphi-language-servermcp · back-end | Provides intelligent code analysis and manipulation across multiple programming languages through language server protocols, enabling developers to… | 1,586 stars · 143 forks | No one-command install · Source | |
| 445 | 98.1127 | nictuku-meta-adsmcp · auth | Provides a bridge to Facebook's Marketing API for analyzing ad campaigns, reviewing creatives, and monitoring metrics through secure OAuth… | 1,225 stars · 271 forks | No one-command install · Source | |
| 446 | 98.1114 | ezyang-codemcpmcp · ai-agents | Coding agent with basic read, write and command line tools. | 1,608 stars · 140 forks | No one-command install · Source | |
| 447 | 98.1094 | obsidian-mcpvaultmcp · search | Use to let an agent read and write an Obsidian vault (search notes, follow wikilinks, and update frontmatter) so a markdown knowledge graph becomes a… | 1,674 stars · 128 forks | No one-command install · Source | |
| 448 | 98.0860 | context-engineering-kitskill · ai-agents | Hand-crafted collection of advanced context engineering techniques and patterns with minimal token footprint focused on improving agent result… | 1,508 stars · 154 forks | No one-command install · Source | |
| 449 | 98.0855 | pg-aiguidemcp · database | Enables semantic search across PostgreSQL, TimescaleDB, and PostGIS documentation to help AI coding assistants write better PostgreSQL code. | 1,848 stars · 110 forks | No one-command install · Source | |
| 450 | 98.0850 | voicemcp · other | Enables two-way voice conversations through multiple transport methods including local microphone recording and LiveKit room-based communication, with… | 1,346 stars · 189 forks | No one-command install · Source | |
| 451 | 98.0824 | mnemox-ai-tradememorymcp · ai-agents | Persistent outcome-weighted memory for trading agents with trade journaling, behavioral bias detection, and strategy adjustment. | 1,411 stars · 166 forks | No one-command install · Source | |
| 452 | 98.0760 | gortexmcp · search | High-performance code graph and code intelligence engine. Index code base into knowledge graph, supports 257 languages and native multi repositories… | 1,516 stars · 144 forks | No one-command install · Source | |
| 453 | 98.0696 | mathworks-matlabmcp · back-end | Run MATLAB using AI applications with the official MCP server from MathWorks, enabling code execution, evaluation, and static analysis | 1,578 stars · 129 forks | No one-command install · Source | |
| 454 | 98.0668 | dataojitori-nocturne-memorymemory · ai-agents | Use when you want to see and roll back what your agent remembered, instead of trusting an opaque vector store. | 1,373 stars · 170 forks | No one-command install · Source | |
| 455 | 98.0629 | modular-rag-mcp-servermcp · back-end | A pluggable, observable modular RAG framework exposing tools via MCP protocol for AI assistants like Copilot/Claude to query knowledge bases, list… | 1,162 stars · 266 forks | No one-command install · Source | |
| 456 | 98.0552 | datalayer-jupytermcp · other | Integrates Jupyter notebooks with MCP to enable code execution, content manipulation, and interactive data exploration within notebook environments. | 1,270 stars · 194 forks | No one-command install · Source | |
| 457 | 98.0450 | mongodb-js-mongodbmcp · database | Provides a bridge between MongoDB databases and conversational interfaces, enabling comprehensive database operations, collection management, schema… | 1,116 stars · 283 forks | No one-command install · Source | |
| 458 | 98.0421 | claude-code-ide-elcli · ai-agents | claude-code-ide.el integrates Claude Code with Emacs, like Anthropic’s VS Code/IntelliJ extensions. It shows ediff-based code suggestions, pulls… | 1,658 stars · 112 forks | No one-command install · Source | |
| 459 | 98.0395 | rinadelph-agent-mcpmcp · ai-agents | A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG… | 1,295 stars · 180 forks | No one-command install · Source | |
| 460 | 98.0376 | steipete-claude-codemcp · search | Provides a streamlined interface for executing complex coding tasks including file operations, Git commands, and web searches without permission… | 1,313 stars · 173 forks | No one-command install · Source | |
| 461 | 98.0328 | agent-einfra · ai-agents | Emergence AI agent-E browser agent: hierarchical LLM-based web automation that uses DOM distillation and action abstraction layers to achieve… | 1,249 stars · 190 forks | No one-command install · Source | |
| 462 | 98.0196 | higress-group-himarketmcp · back-end | Enterprise marketplace platform for packaging, publishing, and managing AI assets like Model APIs and MCP Servers with developer onboarding… | 1,281 stars · 177 forks | No one-command install · Source | |
| 463 | 98.0144 | rulesynccli · ai-agents | A Node.js CLI tool that automatically generates configs (rules, ignore files, MCP servers, commands, and subagents) for various AI coding agents… | 1,373 stars · 143 forks | No one-command install · Source | |
| 464 | 98.0052 | langsmithobservability · back-end | LangChain's platform for tracing, evaluating, and monitoring LLM applications: deep integration with LangChain/LangGraph plus a REST API for any… | 1,043 stars · 288 forks | No one-command install · Source | |
| 465 | 97.9961 | loopwork-macos-system-servicesmcp · other | Access to macOS Messages, Contacts, Location, Reminders and other Apple services. | 1,533 stars · 117 forks | No one-command install · Source | |
| 466 | 97.9933 | apecloud-aperagmcp · search | Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for… | 1,318 stars · 147 forks | No one-command install · Source | |
| 467 | 97.9759 | the-ralph-playbookworkflow · ai-agents | A detailed guide to the Ralph Wiggum technique for autonomous coding loops, with the reasoning behind it and practical guidelines. | 1,029 stars · 266 forks | No one-command install · Source | |
| 468 | 97.9701 | power-bi-modeling-mcp-servermcp · ai-agents | The Power BI Modeling MCP Server implements the MCP specification to create a seamless connection between AI agents and Power BI semantic models. This… | 1,123 stars · 201 forks | No one-command install · Source | |
| 469 | 97.9695 | codesightmcp · other | Provides 13 MCP tools for codebase analysis, wiki generation, and knowledge mapping, enabling AI assistants to understand project structure and… | 1,408 stars · 123 forks | No one-command install · Source | |
| 470 | 97.9635 | junglemcp · back-end | Self-hosted MCP tool registry and proxy server that enables centralized discovery, management, and secure access to multiple MCP servers through a… | 1,242 stars · 156 forks | No one-command install · Source | |
| 471 | 97.9594 | alpacahq-tradingmcp · observability | Integrates with Alpaca trading platform to manage stock and options accounts through paper and live trading environments, enabling order execution… | 934 stars · 296 forks | No one-command install · Source | |
| 472 | 97.9571 | claudiodrews-memory-osmemory · ai-agents | Use when you want layered memory — structured facts, recall and an auto-curated wiki — running locally against any model. | 1,355 stars · 128 forks | No one-command install · Source | |
| 473 | 97.9547 | caol64-wenyan-mcpmcp · back-end | Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH. | 1,308 stars · 137 forks | No one-command install · Source | |
| 474 | 97.9519 | tldx-mcpmcp · ai-agents | An MCP server for tldx that allows AI agents to brainstorm brand names and instantly verify domain availability using lightning-fast, concurrent RDAP… | 1,919 stars · 80 forks | No one-command install · Source | |
| 475 | 97.9449 | gh-drhelius-gearboymcp · back-end | Game Boy and Game Boy Color emulator with embedded MCP server for AI-assisted debugging and development. | 1,193 stars · 162 forks | No one-command install · Source | |
| 476 | 97.9407 | portswigger-burp-suitemcp · other | Integrates with Burp Suite for web security testing, enabling HTTP request manipulation, proxy history analysis, and security testing operations for… | 1,124 stars · 185 forks | No one-command install · Source | |
| 477 | 97.9380 | ktxmcp · ai-agents | ktx is an MCP server that provides agents with accurate warehouse querying by serving a self-improving context layer of approved metrics, joinable… | 1,569 stars · 101 forks | No one-command install · Source | |
| 478 | 97.9373 | neo4j-contrib-mcp-neo4jmcp · database | Interact with Neo4j graph databases to query, analyze, and manipulate data. | 981 stars · 256 forks | No one-command install · Source | |
| 479 | 97.9350 | proximamcp · search | A local AI gateway that connects multiple AI providers (ChatGPT, Claude, Gemini, Perplexity) to your development environment via MCP tools, enabling… | 1,170 stars · 163 forks | No one-command install · Source | |
| 480 | 97.9330 | claude-code-nvimcli · ai-agents | A seamless integration between Claude Code AI assistant and Neovim. | 2,096 stars · 70 forks | No one-command install · Source | |
| 481 | 97.9309 | loki-modemcp · ai-agents | Autonomous spec-to-product coding-agent CLI. Its MCP server exposes 34 tools over stdio: project state and task-queue ops, memory retrieve/store, code… | 1,054 stars · 205 forks | No one-command install · Source | |
| 482 | 97.9238 | wandb-weave-evalseval · ai-agents | Weights & Biases Weave evaluation framework for tracking LLM experiments, scoring model outputs, and comparing runs. | 1,130 stars · 170 forks · 3 mentions | No one-command install · Source | |
| 483 | 97.9233 | agentmailmcp · comms | Provides dedicated email inboxes for AI agents to send, receive, and query messages | 63 stars · 18 forks · passed install test | No one-command install · Source | |
| 484 | 97.9226 | codex-skillskill · ai-agents | Enables users to prompt codex from claude code. Unlike the raw codex mcp server, this skill infers parameters such as model, reasoning effort… | 1,424 stars · 109 forks | No one-command install · Source | |
| 485 | 97.9223 | xing5-google-sheetsmcp · auth | Integrates with Google Drive and Google Sheets to create, read, update, and manage spreadsheets with support for both OAuth and service account… | 994 stars · 241 forks | No one-command install · Source | |
| 486 | 97.9212 | ihor-sokoliuk-searxngmcp · search | Integrates SearXNG API to enable web searches with pagination control for up-to-date information retrieval and content analysis. | 1,188 stars · 154 forks | No one-command install · Source | |
| 487 | 97.9036 | gitkrakenmcp · github-vcs | Git CLI with integrated MCP server for GitHub, GitLab, Bitbucket, Azure DevOps, and Jira | 452 stars · 356 forks | No one-command install · Source | |
| 488 | 97.9009 | yargimcp · search | Integrates with Turkish legal databases to provide unified search and retrieval of court decisions from Yargitay, Danistay, Constitutional Court, and… | 1,110 stars · 173 forks | No one-command install · Source | |
| 489 | 97.8806 | langtraceeval · observability | Open-source observability tool for LLMs with OpenTelemetry-based tracing, automated evals, and annotation workflows. | 1,228 stars · 127 forks | No one-command install · Source | |
| 490 | 97.8739 | google-adsmcp · back-end | Access Google Ads API for campaign management and performance reporting. | 904 stars · 264 forks | No one-command install · Source | |
| 491 | 97.8735 | jjsantos-qgismcp · other | Enables AI systems to perform complex GIS operations in QGIS through a socket-based architecture that exposes geospatial capabilities like adding… | 1,075 stars · 168 forks | No one-command install · Source | |
| 492 | 97.8709 | drawio-livemcp · ai-agents | Launches/connects to the visible draw.io desktop editor and edits its active graph model in real time, allowing AI agents to draw scientific figures… | 1,393 stars · 102 forks | No one-command install · Source | |
| 493 | 97.8696 | agent-network-protocolmcp · ai-agents | Open source protocol for agent communication, defining how agents connect with each other | 1,408 stars · 101 forks | No one-command install · Source | |
| 494 | 97.8678 | haftmcp · back-end | Haft is an MCP server that enforces engineering discipline for AI-assisted software delivery, providing tools for problem framing, decision contracts… | 1,392 stars · 102 forks | No one-command install · Source | |
| 495 | 97.8553 | aidc-ai-pixellemcp · other | Integrates with ComfyUI workflows to provide text-to-image, image-to-image, and image-to-video generation capabilities through natural language… | 1,108 stars · 150 forks | No one-command install · Source | |
| 496 | 97.8334 | arcadedbmcp · database | Multi-model database with built-in MCP support for SQL, Cypher, Gremlin, and GraphQL queries. | 1,118 stars · 137 forks | No one-command install · Source | |
| 497 | 97.8261 | ai-tradermcp · ai-agents | Enables AI assistants like Claude to run backtests, fetch market data, list strategies, and analyze trading algorithms via natural language. | 1,063 stars · 146 forks | No one-command install · Source | |
| 498 | 97.8238 | rohitg00-kubectlmcp · devops | Enables natural language interaction with Kubernetes resources, allowing developers to manage clusters through conversational interfaces instead of… | 960 stars · 184 forks | No one-command install · Source | |
| 499 | 97.8192 | bernsteinworkflow · ai-agents | Declarative agent orchestration for engineering teams. | 1,059 stars · 145 forks | No one-command install · Source | |
| 500 | 97.8171 | agiresearch-a-memmemory · ai-agentsContributed by Sentinel | A-MEM: Agentic Memory for LLM Agents | 1,164 stars · 121 forks | 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.