Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | 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 | |
| 702 | 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 | |
| 703 | 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 | |
| 704 | 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 | |
| 705 | 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 | |
| 706 | 96.8785 | markuspfundstein-mcp-gsuitemcp · other | Interact with Google Docs, Sheets, and other Workspace products. | 489 stars · 98 forks | No one-command install · Source | |
| 707 | 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 | |
| 708 | 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 | |
| 709 | 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 | |
| 710 | 96.8563 | runnoinfra · devops | Execute code in a secure WebAssembly sandbox supporting Python, JavaScript, C, C++, Ruby, and PHP | 772 stars · 48 forks | No one-command install · Source | |
| 711 | 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 | |
| 712 | 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 | |
| 713 | 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 | |
| 714 | 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 | |
| 715 | 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 | |
| 716 | 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 | |
| 717 | 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 | |
| 718 | 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 | |
| 719 | 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 | |
| 720 | 96.8051 | unicity-aos-capsule-identityidentity · ai-agents | Use when an agent's identity must be persisted as state and assembled into its system prompt at boot, rather than pasted into a prompt by hand. | 8,503 stars · 19 forks | No one-command install · Source | |
| 721 | 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 | |
| 722 | 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 | |
| 723 | 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 | |
| 724 | 96.7867 | stonybrooknlp-appworldeval · ai-agentsContributed by Sentinel | 🌍 AppWorld: A Controllable World of Apps and People for Benchmarking Function Calling and Interactive Coding Agent, ACL'24 Best Resource Paper. | 500 stars · 78 forks · 4 mentions | No one-command install · Source | |
| 725 | 96.7819 | angiejones-seleniummcp · browser | Automates web browser actions with Selenium WebDriver. | 427 stars · 121 forks | No one-command install · Source | |
| 726 | 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 | |
| 727 | 96.7759 | claude-code-repos-indexworkflow · ai-agents | An index of 75+ Claude Code repositories by one author, covering content management, system design, deep research, IoT, agentic workflows, server… | 536 stars · 69 forks | No one-command install · Source | |
| 728 | 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 | |
| 729 | 96.7688 | flyto-coremcp · ai-agents | Secure execution engine for AI agents with 300+ modules. | 480 stars · 83 forks | No one-command install · Source | |
| 730 | 96.7683 | claudopro-directoryworkflow · ai-agents | Well-crafted, wide selection of Claude Code hooks, slash commands, subagent files, and more, covering a range of specialized tasks and workflows… | 300 stars · 144 forks | No one-command install · Source | |
| 731 | 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 | |
| 732 | 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 | |
| 733 | 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 | |
| 734 | 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 | |
| 735 | 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 | |
| 736 | 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 | |
| 737 | 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 | |
| 738 | 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 | |
| 739 | 96.7321 | anaisbetts-youtubemcp · other | Extract and analyze video subtitle data for content understanding. | 544 stars · 64 forks | No one-command install · Source | |
| 740 | 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 | |
| 741 | 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 | |
| 742 | 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 | |
| 743 | 96.7197 | token-optimizermcp · other | Intelligent token optimization achieving 95%+ reduction through caching and compression | 536 stars · 65 forks | No one-command install · Source | |
| 744 | 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 | |
| 745 | 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 | |
| 746 | 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 | |
| 747 | 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 | |
| 748 | 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 | |
| 749 | 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 | |
| 750 | 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 | |
| 751 | 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 | |
| 752 | 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 | |
| 753 | 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 | |
| 754 | 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 | |
| 755 | 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 | |
| 756 | 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 | |
| 757 | 96.6482 | quantgeekdev-docker-mcpmcp · devops | Manage containers and compose stacks through natural language. | 500 stars · 64 forks | No one-command install · Source | |
| 758 | 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 | |
| 759 | 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 | |
| 760 | 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 | |
| 761 | 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 | |
| 762 | 96.6366 | claude-code-hook-comms-hcomhook · ai-agents | A lightweight CLI tool for real-time communication between Claude Code sub-agents through hooks, with @-mention targeting, a live monitoring dashboard… | 470 stars · 70 forks | No one-command install · Source | |
| 763 | 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 | |
| 764 | 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 | |
| 765 | 96.6188 | the-agentic-startupcli · ai-agents | A collection of agents, commands and output styles for shipping production code with Claude Code. | 515 stars · 60 forks | No one-command install · Source | |
| 766 | 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 | |
| 767 | 96.6169 | sandiiarov-skill-creatorcli · back-endContributed by Sentinel | Turn any MCP server, OpenAPI spec, or GraphQL endpoint into a CLI at runtime. | 614 stars · 48 forks · 3 mentions | No one-command install · Source | |
| 768 | 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 | |
| 769 | 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 | |
| 770 | 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 | |
| 771 | 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 | |
| 772 | 96.6016 | cyanheads-atlasmcp · other | ATLAS enables AI assistants to manage complex projects by breaking them down into hierarchical tasks with rich content support. | 477 stars · 65 forks | No one-command install · Source | |
| 773 | 96.5981 | anyproto-anytypemcp · back-end | Converts any OpenAPI 3.0/3.1 specification into callable tools by automatically generating schemas from REST API endpoints, handling authentication… | 517 stars · 57 forks | No one-command install · Source | |
| 774 | 96.5697 | opensearchmcp · search | Central documentation hub for the OpenSearch project providing comprehensive artifact listings, community resources, event calendars, and project… | 56 stars · 548 forks | No one-command install · Source | |
| 775 | 96.5580 | memclawmcp · ai-agents | Governed shared memory platform for AI agents and agent fleets. Provides persistent memory, cross-agent knowledge sharing, permissions, audit trails… | 470 stars · 64 forks | No one-command install · Source | |
| 776 | 96.5577 | 1mcp-agentmcp · ai-agents | Aggregates multiple MCP servers into a single unified interface, reducing system resource usage and simplifying configuration management with dynamic… | 494 stars · 58 forks | armory install 1mcp-agent --cli claude | |
| 777 | 96.5565 | debugmcpmcp · back-end | Enables AI agents to debug code inside VS Code by setting breakpoints, stepping through execution, inspecting variables, and evaluating expressions… | 489 stars · 59 forks | No one-command install · Source | |
| 778 | 96.5547 | azan-mcpmcp · back-end | Azan-MCP is an open-source Model Context Protocol (MCP) server that brings a comprehensive suite of Islamic utilities directly into AI assistants such… | 383 stars · 107 forks | No one-command install · Source | |
| 779 | 96.5480 | comfyui-mcp-servermcp · back-end | Generate and refine AI images/audio/video through natural conversation. | 409 stars · 83 forks | No one-command install · Source | |
| 780 | 96.5344 | todoistmcp · other | Official task management integration for organizing work and life | 539 stars · 52 forks | No one-command install · Source | |
| 781 | 96.5115 | godot-mcp-full-controlmcp · front-end | An MCP server providing AI assistants with 149 tools to fully control the Godot game engine, including runtime code execution, scene manipulation… | 448 stars · 66 forks | No one-command install · Source | |
| 782 | 96.5111 | mcpdotdirect-evm-blockchainmcp · other | Integrates with EVM-compatible blockchains to enable querying data, transferring tokens, reading smart contracts, and resolving ENS names across… | 379 stars · 103 forks | No one-command install · Source | |
| 783 | 96.4969 | gomarble-facebook-adsmcp · back-end | Integrates with Facebook's advertising platform to retrieve and analyze ad account data, campaign metrics, ad sets, creatives, and performance… | 360 stars · 110 forks | No one-command install · Source | |
| 784 | 96.4886 | executeautomation-database-servermcp · database | Enables direct interaction with SQLite and SQL Server databases through a modular adapter architecture for data analysis, database management, and… | 380 stars · 97 forks | No one-command install · Source | |
| 785 | 96.4877 | jasonjmcghee-claude-debuggermcp · back-end | Integrates with VS Code's debugging capabilities to enable interactive code debugging and expression evaluation. | 515 stars · 51 forks | No one-command install · Source | |
| 786 | 96.4871 | juehang-vscodemcp · search | Exposes VS Code's filesystem, editing capabilities, symbol search, diagnostics, and terminal access as tools for AI-assisted coding tasks directly… | 394 stars · 81 forks | No one-command install · Source | |
| 787 | 96.4861 | baryhuang-vnc-remote-macosmcp · browser | Provides secure remote control of macOS machines through VNC protocol, enabling screenshot capture and desktop interaction with mouse and keyboard… | 488 stars · 55 forks | No one-command install · Source | |
| 787 | 96.4861 | merajmehrabi-puppeteermcp · browser | Integrates with Puppeteer to enable browser automation for web navigation, interaction, and data extraction tasks. | 482 stars · 56 forks | No one-command install · Source | |
| 789 | 96.4819 | agentify-desktopmcp · ai-agents | MCP server that enables AI tools to control local browser sessions for ChatGPT, Claude, and other AI services, supporting querying, navigation, file… | 545 stars · 47 forks | No one-command install · Source | |
| 790 | 96.4750 | simoneworkflow · ai-agents | A broader project management workflow for Claude Code that encompasses not just a set of commands, but a system of documents, guidelines, and… | 558 stars · 46 forks | No one-command install · Source | |
| 791 | 96.4722 | 8beeeaaat-touchdesignermcp · other | Provides a bridge between TouchDesigner visual programming environment and natural language commands, enabling real-time control of nodes, properties… | 512 stars · 51 forks | No one-command install · Source | |
| 792 | 96.4602 | fabio-rovai-open-ontologiesmcp · ai-agents | AI-native ontology engineering with 39 tools and 5 prompts for OWL/RDF/SPARQL. Validate, query, diff, lint, version, and govern knowledge graphs via… | 462 stars · 59 forks | No one-command install · Source | |
| 793 | 96.4592 | ai-zerolab-emailmcp · comms | Integrates with email providers to enable sending and receiving emails, automating workflows and managing communications via IMAP and SMTP… | 320 stars · 118 forks | No one-command install · Source | |
| 794 | 96.4573 | dannote-figma-usemcp · front-end | Full Figma control: create shapes, text, components, set styles, auto-layout, variables, export. 80+ tools. | 594 stars · 42 forks | No one-command install · Source | |
| 795 | 96.4564 | k-dense-ai-claude-skillsmcp · search | Enables semantic search and retrieval of specialized coding skills from GitHub repositories and local directories, using vector similarity to match… | 402 stars · 73 forks | No one-command install · Source | |
| 796 | 96.4536 | web-assets-generator-skillskill · ai-agents | Easily generate web assets from Claude Code including favicons, app icons (PWA), and social media meta images (Open Graph) for Facebook, Twitter… | 490 stars · 52 forks | No one-command install · Source | |
| 797 | 96.4489 | peakmojo-applescriptmcp · back-end | Enables AI to execute AppleScript code on macOS systems, providing access to applications and system features like Notes, Calendar, Contacts… | 462 stars · 58 forks | No one-command install · Source | |
| 798 | 96.4478 | roam-codemcp · ai-agents | Provides local codebase intelligence as an MCP server, enabling AI agents to query dependencies, assess change impact, and produce tamper-evident… | 513 stars · 49 forks | No one-command install · Source | |
| 799 | 96.4257 | koreal6803-finlab-aimcp · other | Quantitative trading toolkit with extensive data access, backtesting, and strategy development tools. | 413 stars · 67 forks | No one-command install · Source | |
| 800 | 96.4244 | okx-trade-mcpmcp · back-end | MCP server connecting AI assistants to OKX exchange, enabling trading, market data, account management, and more via 150+ tools across 11 modules. | 418 stars · 66 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.