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 | 97.0696 | sbroenne-excelmcp · other | Automates Microsoft Excel through Windows COM with comprehensive operations for Power Query, DAX, PivotTables, and VBA | 649 stars · 78 forks | No one-command install · Source | |
| 402 | 97.0680 | jtang613-ghidra-assistmcp · other | Integrates with Ghidra's analysis framework to provide binary reverse engineering capabilities including function decompilation, disassembly… | 732 stars · 66 forks | No one-command install · Source | |
| 403 | 97.0562 | stumason-coolifymcp · back-end | Integrates with Coolify to enable natural language management of servers, projects, applications, and databases through the Coolify API, allowing… | 603 stars · 93 forks | No one-command install · Source | |
| 404 | 97.0552 | akuity-argocdmcp · devops | Integrates with Argo CD to enable natural language management of Kubernetes GitOps applications, resources, and deployments without switching context… | 564 stars · 106 forks | No one-command install · Source | |
| 405 | 97.0507 | wjc9011-comsol-multiphysicsmcp · other | COMSOL Multiphysics simulation control through the MPh Python library. | 683 stars · 68 forks | No one-command install · Source | |
| 406 | 97.0414 | cantian-ai-bazi-astrologymcp · other | Provides a bridge to Chinese BaZi astrology calculations, enabling fortune-telling and personality analysis based on birth date and time without… | 427 stars · 162 forks | No one-command install · Source | |
| 407 | 97.0261 | m365-assistant-mcp-servermcp · back-end | Connects Claude with Microsoft 365 services including Outlook, OneDrive, and Power Automate, enabling email, calendar, files, and flow management… | 434 stars · 160 forks | No one-command install · Source | |
| 408 | 97.0120 | kodymcp · ai-agents | Kody is an MCP server that gives AI agents a portable home for memory, keys, code, and automations on Cloudflare Workers. It offers a compact tool… | 678 stars · 66 forks | No one-command install · Source | |
| 409 | 97.0116 | xactions-mcp-servermcp · back-end | Enables AI agents to automate Twitter/X interactions with over 140 tools, requiring no API key. | 544 stars · 103 forks | No one-command install · Source | |
| 410 | 97.0105 | vshulcz-deja-vumcp · search | Indexes the session histories Claude Code, Codex CLI and opencode already write into a local searchable memory. MCP recall tools, session-start… | 755 stars · 60 forks | No one-command install · Source | |
| 411 | 97.0040 | zinja-coder-apktoolmcp · search | Provides a bridge to the APKTool utility for analyzing and modifying Android applications, enabling decoding, editing, searching, rebuilding, and… | 658 stars · 67 forks | No one-command install · Source | |
| 412 | 97.0028 | frappe-assistant-coremcp · observability | MCP server that enables LLMs to interact with ERPNext/Frappe sites for document CRUD, search, reports, workflows, and analytics, respecting user… | 296 stars · 179 forks | No one-command install · Source | |
| 413 | 97.0013 | spences10-sequentialthinking-toolsmcp · other | Provides structured problem-solving tools for step-by-step analysis, branching thoughts, and adaptive reasoning strategies in complex decision-making… | 590 stars · 85 forks | No one-command install · Source | |
| 414 | 96.9943 | eat-pray-ai-youtube-data-apimcp · back-end | Integrates with YouTube Data API v3 to provide complete video management, channel operations, playlist control, analytics access, live streaming… | 623 stars · 75 forks | No one-command install · Source | |
| 415 | 96.9916 | fablecutmcp · ai-agents | FableCut is a Premiere-style non-linear video editor that runs entirely in your browser — and exposes its whole timeline as one JSON document. Edit it… | 650 stars · 68 forks | No one-command install · Source | |
| 416 | 96.9881 | miantiao-me-bm-mdmcp · back-end | Markdown processing server with tools for rendering, linting, parsing, and text extraction, optimized for Chinese publishing platforms like WeChat… | 618 stars · 76 forks | No one-command install · Source | |
| 417 | 96.9878 | joinlymcp · ai-agents | Enables AI agents to join and actively participate in video calls, providing real-time interaction and meeting tools through an MCP server. | 566 stars · 93 forks | No one-command install · Source | |
| 418 | 96.9861 | mineru-document-explorermcp · search | Enables AI agents to search, deep-read, and build knowledge bases from Markdown, PDF, DOCX, and PPTX documents via MCP tools for retrieval, document… | 628 stars · 72 forks | No one-command install · Source | |
| 419 | 96.9837 | adobe-premiere-promcp · front-end | Integrates with Adobe Premiere Pro through ExtendScript and UXP plugin communication to enable natural language video editing commands for project… | 516 stars · 107 forks | No one-command install · Source | |
| 420 | 96.9828 | mastanley13-gohighlevelmcp · back-end | Integrates with GoHighLevel CRM to manage contacts, conversations, blog posts, calendars, workflows, and media through comprehensive API access for… | 197 stars · 204 forks | No one-command install · Source | |
| 421 | 96.9667 | cloudflare-workersmcp · devops | Enables MCP capabilities in Cloudflare Workers for deploying low-latency, scalable AI services at the network edge. | 646 stars · 67 forks | No one-command install · Source | |
| 422 | 96.9603 | resend-emailmcp · back-end | Integrates with the Resend API to enable sending plain text emails with scheduling options and configurable reply-to addresses through command-line or… | 566 stars · 87 forks | No one-command install · Source | |
| 423 | 96.9576 | lisiting01-revitmcp · back-end | Enables AI interaction with Autodesk Revit models through a Node.js server that provides tools for creating, modifying, and deleting BIM objects in… | 454 stars · 147 forks | No one-command install · Source | |
| 424 | 96.9432 | scientific-illustratormcp · back-end | An MCP server that enables creating, editing, and reviewing scientific illustrations in Microsoft PowerPoint or draw.io, prioritizing native editable… | 732 stars · 57 forks | No one-command install · Source | |
| 425 | 96.9417 | jasonjmcghee-webmcpmcp · back-end | Turn any website into an MCP server with customizable tools. | 789 stars · 52 forks | No one-command install · Source | |
| 426 | 96.9405 | makeplane-planemcp · back-end | Integrates with Plane's project management APIs to enable creation and management of projects, issues, cycles, modules, and work logs through over 30… | 305 stars · 164 forks | No one-command install · Source | |
| 427 | 96.9391 | trellomcp · back-end | Enables Trello board interactions for task and project management using the Trello REST API. | 445 stars · 146 forks | No one-command install · Source | |
| 428 | 96.9295 | pab1it0-prometheusmcp · observability | Connects AI systems to Prometheus monitoring infrastructure for executing PromQL queries, discovering metrics, and retrieving target metadata to… | 513 stars · 100 forks | No one-command install · Source | |
| 429 | 96.9278 | renderdoc-mcp-servermcp · back-end | Enables AI assistants to access RenderDoc capture data and assist in graphics debugging via a file-based IPC bridge. | 486 stars · 111 forks | No one-command install · Source | |
| 430 | 96.9211 | levnikolaevich-hex-researchmcp · other | Research graph tools for hypotheses, goals, experiment runs, source quality audits, and generated maps. | 556 stars · 83 forks | No one-command install · Source | |
| 431 | 96.9172 | yahoo-finance-mcp-2mcp · search | Enables retrieval of comprehensive financial data from Yahoo Finance, including stock prices, company info, financial statements, options, and news… | 346 stars · 158 forks | No one-command install · Source | |
| 432 | 96.9094 | automation-ai-labs-openapi-linkmcp · back-end | Transforms OpenAPI specifications into tool endpoints, enabling seamless interaction with any API described in OpenAPI format without custom adapter… | 623 stars · 66 forks | No one-command install · Source | |
| 433 | 96.9083 | marcelmarais-spotifymcp · auth | Integrates with Spotify to enable music playback control, playlist management, and track searching through OAuth authentication and a lightweight… | 443 stars · 143 forks | No one-command install · Source | |
| 434 | 96.9066 | youichi-uda-godot-mcp-promcp · front-end | Premium MCP server for Godot game engine with 84 tools for scene editing, scripting, animation, tilemap, shader, input simulation, and runtime… | 584 stars · 74 forks | No one-command install · Source | |
| 435 | 96.9051 | domdomegg-airtable-mcp-servermcp · back-end | Provides read and write access to Airtable databases. | 456 stars · 132 forks | No one-command install · Source | |
| 436 | 96.8965 | utensils-nixosmcp · back-end | Provides a server for accessing NixOS packages, system options, Home Manager, and nix-darwin configurations with multi-level caching and advanced… | 844 stars · 45 forks | No one-command install · Source | |
| 437 | 96.8938 | agentkeymcp · ai-agents | AgentKey is the execution layer between AI agents and the real internet. One MCP install gives your Claude / Cursor / n8n agent unified access to web… | 625 stars · 65 forks | No one-command install · Source | |
| 438 | 96.8937 | overturemcp · observability | Provides interactive visual plans for AI coding agents, allowing users to review, approve, and monitor execution in real-time. | 641 stars · 63 forks | No one-command install · Source | |
| 439 | 96.8877 | computer-use-linuxmcp · browser | Controls a real Linux desktop from any MCP host. Reads accessibility trees, takes screenshots, and drives clicks, scrolls, and keystrokes across… | 614 stars · 66 forks | No one-command install · Source | |
| 440 | 96.8841 | semgrepmcp · other | Integrates with Semgrep's static analysis engine to scan code for security vulnerabilities and coding issues, enabling developers to identify and fix… | 685 stars · 56 forks | No one-command install · Source | |
| 441 | 96.8826 | rekklesnna-proxmoxmcp · observability | Enables AI systems to manage Proxmox virtualization environments with tools for monitoring nodes, controlling virtual machines, tracking storage, and… | 516 stars · 88 forks | No one-command install · Source | |
| 442 | 96.8817 | ferrislucas-itermmcp · other | Enables direct execution of shell commands in the active iTerm tab, streamlining terminal-based workflows and automation tasks. | 567 stars · 74 forks | No one-command install · Source | |
| 443 | 96.8785 | markuspfundstein-mcp-gsuitemcp · other | Interact with Google Docs, Sheets, and other Workspace products. | 489 stars · 98 forks | No one-command install · Source | |
| 444 | 96.8765 | hald-thingsmcp · other | Integrates with the Things task management app to enable natural language queries and updates for tasks, projects, and areas. | 601 stars · 67 forks | No one-command install · Source | |
| 445 | 96.8639 | motherduck-duckdbmcp · database | Integrates MotherDuck and local DuckDB databases for flexible querying and analysis of structured data in MCP-compatible environments. | 516 stars · 84 forks | No one-command install · Source | |
| 446 | 96.8627 | ee0pdt-godot-script-integrationmcp · other | Integrates with Godot to enable AI interaction with scripts, supporting features like reading, listing, and updating script information for enhanced… | 616 stars · 64 forks | No one-command install · Source | |
| 447 | 96.8419 | sparx-fire-revitmcp · front-end | Connects AI assistants to Autodesk Revit for reading, creating, modifying, and deleting building elements through a three-component architecture. | 342 stars · 146 forks | No one-command install · Source | |
| 448 | 96.8409 | samvallad33-vestigemcp · search | Biologically-inspired memory system that implements spaced repetition, dual-strength modeling, and forgetting curves to provide local-first memory… | 615 stars · 63 forks | No one-command install · Source | |
| 449 | 96.8407 | salesforce-climcp · devops | Integrates with Salesforce development tools to provide org management, metadata deployment, SOQL queries, code analysis, and development lifecycle… | 465 stars · 109 forks | No one-command install · Source | |
| 450 | 96.8394 | hustcc-mermaidmcp · other | Generates Mermaid diagrams by accepting Mermaid syntax with customizable themes, background colors, and output formats including PNG images, SVG… | 638 stars · 59 forks | No one-command install · Source | |
| 451 | 96.8345 | technocore-mcpmcp · back-end | MCP server (stdio) for technocore-chat. Tools: read_room, wait_for_message, say, list_rooms, discover_rooms, read_note, write_note, list_notes… | 143 stars · 224 forks | armory install technocore-mcp --cli claude | |
| 452 | 96.8244 | whitenightshadow-camoufox-reversemcp · browser | JavaScript reverse engineering via Camoufox anti-fingerprinting browser with 57 tools for debugging, function hooking, and network analysis. | 476 stars · 97 forks | No one-command install · Source | |
| 453 | 96.8148 | hanlulong-statamcp · other | Integrates Stata statistical software with code editors like VS Code and Cursor, enabling direct command execution, real-time output viewing, and… | 491 stars · 85 forks | No one-command install · Source | |
| 454 | 96.8144 | catlog22-maestro-flowmcp · ai-agents | Workflow orchestration CLI with MCP endpoint support, multi-agent dashboard, and extensible template system. | 558 stars · 68 forks | No one-command install · Source | |
| 455 | 96.8128 | vibing-steampunkmcp · back-end | Enables AI assistants to access SAP ADT APIs for reading, writing, debugging, deploying, and testing ABAP code through natural language or DSL… | 452 stars · 111 forks | No one-command install · Source | |
| 456 | 96.8045 | alash3al-stashmcp · database | Persistent agent memory with 8-stage knowledge consolidation using PostgreSQL and pgvector. | 767 stars · 46 forks | No one-command install · Source | |
| 457 | 96.7979 | aovestdipaperino-tokensavemcp · search | Builds semantic code knowledge graphs from codebases in 15+ languages, giving AI agents pre-indexed symbol relationships and call graphs through 37… | 610 stars · 61 forks | No one-command install · Source | |
| 458 | 96.7902 | saseq-discord-mcpmcp · back-end | A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful… | 468 stars · 97 forks | No one-command install · Source | |
| 459 | 96.7819 | angiejones-seleniummcp · browser | Automates web browser actions with Selenium WebDriver. | 427 stars · 121 forks | No one-command install · Source | |
| 460 | 96.7805 | lamaalrajih-kicadmcp · front-end | Enables Claude to analyze and validate KiCad electronic design projects through PCB visualization, design rule checking, and schematic analysis for… | 497 stars · 78 forks | No one-command install · Source | |
| 461 | 96.7707 | r-huijts-stravamcp · back-end | Integrates with Strava's API to access and analyze fitness data, retrieve athlete profiles, activities, segments, routes, and clubs, with features for… | 475 stars · 90 forks | No one-command install · Source | |
| 462 | 96.7688 | flyto-coremcp · ai-agents | Secure execution engine for AI agents with 300+ modules. | 480 stars · 83 forks | No one-command install · Source | |
| 463 | 96.7600 | wiremcp-network-traffic-analysismcp · observability | Empowers network analysis with real-time traffic monitoring capabilities through Wireshark's tshark utility, providing tools for packet capture… | 577 stars · 62 forks | No one-command install · Source | |
| 464 | 96.7591 | gdli6177-promptmcp · back-end | Provides pre-defined YAML prompts for common software development tasks as tools, including code review, refactoring, API documentation, test… | 247 stars · 156 forks | No one-command install · Source | |
| 465 | 96.7550 | roblox-studiomcp · other | Enables Roblox Studio developers to insert marketplace models and execute Luau code through a plugin. | 484 stars · 80 forks | No one-command install · Source | |
| 466 | 96.7495 | base-blockchainmcp · back-end | Enables Claude to interact with the Base blockchain and Coinbase API for cryptocurrency operations including wallet management, fund transfers, and… | 350 stars · 138 forks | No one-command install · Source | |
| 467 | 96.7474 | etsd-tech-mcp-pointermcp · ai-agents | Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to… | 596 stars · 58 forks | No one-command install · Source | |
| 468 | 96.7446 | centralmind-gatewaymcp · database | MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery… | 547 stars · 64 forks | No one-command install · Source | |
| 469 | 96.7369 | vivekvells-mcp-pandocmcp · other | Document format conversion using Pandoc, enabling transformation of content between PDF, HTML, Markdown, .docx, .rst, .epuc, .latex, and more. | 579 stars · 60 forks | No one-command install · Source | |
| 470 | 96.7360 | coleam00-postgresql-github-oauthmcp · database | Provides secure PostgreSQL database access with GitHub OAuth authentication, enabling read-only operations for all authenticated users while… | 299 stars · 142 forks | No one-command install · Source | |
| 471 | 96.7321 | anaisbetts-youtubemcp · other | Extract and analyze video subtitle data for content understanding. | 544 stars · 64 forks | No one-command install · Source | |
| 472 | 96.7276 | wereadmcp · other | Integrates with WeRead e-book platform to provide access to book content, user highlights, and annotations with efficient cache management for… | 574 stars · 60 forks | No one-command install · Source | |
| 473 | 96.7272 | appiummcp · other | Mobile automation testing for iOS and Android devices with intelligent test generation | 465 stars · 87 forks | No one-command install · Source | |
| 474 | 96.7218 | ssh-managermcp · back-end | Enables secure SSH command execution, file transfers, and automated deployments across multiple remote servers with connection pooling, profile-based… | 493 stars · 71 forks | No one-command install · Source | |
| 475 | 96.7197 | token-optimizermcp · other | Intelligent token optimization achieving 95%+ reduction through caching and compression | 536 stars · 65 forks | No one-command install · Source | |
| 476 | 96.7134 | reading-plus-ai-mcp-server-data-explorationmcp · back-end | Explore and visualize CSV datasets with the power of pandas and matplotlib. | 544 stars · 63 forks | No one-command install · Source | |
| 477 | 96.7102 | rustunnel-mcpmcp · ai-agents | MCP (Model Context Protocol) server for rustunnel. Lets AI agents (Claude Code, Cursor, Windsurf) create and manage public tunnels to local services… | 655 stars · 48 forks | No one-command install · Source | |
| 478 | 96.7083 | mhaggis-security-detectionsmcp · database | Aggregates security detection rules from Sigma, Splunk ESCU, Elastic, and KQL into a unified searchable SQLite database with MITRE ATT&CK mappings and… | 478 stars · 75 forks | No one-command install · Source | |
| 479 | 96.6958 | hvkshetry-autocad-lt-autolispmcp · other | Enables natural language control of AutoCAD LT through AutoLISP code generation and execution for creating engineering drawings, process equipment… | 476 stars · 75 forks | No one-command install · Source | |
| 480 | 96.6854 | subnetmarco-pgmcpmcp · database | Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility. | 540 stars · 62 forks | No one-command install · Source | |
| 481 | 96.6834 | pskill9-web-searchmcp · back-end | An MCP server that enables free web searching using Google search results, with no API keys required. | 471 stars · 76 forks | No one-command install · Source | |
| 482 | 96.6825 | pv-bhat-vibe-checkmcp · ai-agents | The definitive Vibe Coder's sanity check MCP server: Upgrade your agent with self-aware oversight. | 501 stars · 66 forks | No one-command install · Source | |
| 483 | 96.6747 | mx-iris-ida-promcp · database | Enables programmatic reading and searching of IDA Pro databases via large language models, providing tools for reverse engineering and binary analysis… | 547 stars · 59 forks | No one-command install · Source | |
| 484 | 96.6606 | wasdubya-x64dbgmcp · ai-agents | Enables Claude to control x64dbg through natural language commands for dynamic analysis of software, supporting console commands, debugging status… | 512 stars · 64 forks | No one-command install · Source | |
| 485 | 96.6592 | cersei-mcpmcp · ai-agents | Rust SDK for building AI coding agents with built-in MCP client support via stdio transport. | 460 stars · 79 forks | No one-command install · Source | |
| 486 | 96.6562 | zhongweili-nanobananamcp · other | AI-powered image generation and editing using Google's Gemini models | 393 stars · 117 forks | No one-command install · Source | |
| 487 | 96.6557 | private-journalmcp · ai-agents | A comprehensive MCP server that provides Claude with private journaling and semantic search capabilities for processing thoughts, reflections, and… | 440 stars · 88 forks | No one-command install · Source | |
| 488 | 96.6484 | jkawamoto-youtube-transcriptmcp · back-end | Integrates with YouTube's transcript API to retrieve and process captions from video URLs, enabling content analysis and information extraction from… | 476 stars · 69 forks | No one-command install · Source | |
| 489 | 96.6482 | quantgeekdev-docker-mcpmcp · devops | Manage containers and compose stacks through natural language. | 500 stars · 64 forks | No one-command install · Source | |
| 490 | 96.6461 | elsejj-cn-a-stockmcp · search | Provides specialized stock market data retrieval for Chinese markets, enabling detailed stock information access across brief, medium, and full depth… | 462 stars · 75 forks | No one-command install · Source | |
| 491 | 96.6431 | chrisdoc-hevy-fitnessmcp · comms | Integrates with the Hevy Fitness API to enable workout tracking, routine management, exercise template searching, and webhook notifications for… | 450 stars · 80 forks | No one-command install · Source | |
| 492 | 96.6408 | tevonsb-homeassistant-mcpmcp · other | Connect to the Home Assistant platform, enabling smart home control. | 575 stars · 54 forks | No one-command install · Source | |
| 493 | 96.6388 | dana-k-williams-mssqlmcp · database | Securely integrates with Microsoft SQL Server databases for data analysis, reporting, and management. | 386 stars · 121 forks | No one-command install · Source | |
| 494 | 96.6339 | tiberriver256-azure-devopsmcp · github-vcs | Integrates with Azure DevOps to enable AI-driven management of projects, work items, repositories, pull requests, branches, and pipelines for enhanced… | 384 stars · 126 forks | No one-command install · Source | |
| 495 | 96.6244 | massive-com-mcp-servermcp · back-end | Provides an LLM-friendly interface to the Massive.com financial data API through composable tools for searching endpoints, calling APIs, and querying… | 391 stars · 112 forks | No one-command install · Source | |
| 496 | 96.6184 | fosdickio-binary-ninjamcp · back-end | Integrates with Binary Ninja reverse engineering platform to enable binary analysis tasks like function listing, code decompilation, symbol renaming… | 428 stars · 87 forks | No one-command install · Source | |
| 497 | 96.6165 | rhnvrm-zerodha-kitemcp · other | Integrates with Zerodha Kite trading platform to enable algorithmic trading and portfolio management for Indian stock markets. | 308 stars · 130 forks | No one-command install · Source | |
| 498 | 96.6145 | cablate-google-mapmcp · search | Integrates with Google Maps API to enable location-based operations like place searching, geocoding, and geographical information retrieval within… | 439 stars · 81 forks | No one-command install · Source | |
| 499 | 96.6074 | arodoid-unitymcp · front-end | Enables real-time interaction with Unity Editor projects for tasks like automated level design, asset management, and debugging assistance through C#… | 523 stars · 57 forks | No one-command install · Source | |
| 500 | 96.6029 | riponcm-projectmemmcp · ai-agents | Local-first memory and judgment layer for AI coding agents with pre-commit warnings and cross-project lesson tracking. | 794 stars · 37 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.