Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3301 | 85.5130 | badchars-osint-reconmcp · other | Unified OSINT and reconnaissance intelligence aggregating 12 data sources into 37 tools. | 57 stars · 7 forks | No one-command install · Source | |
| 3301 | 85.5130 | kordless-evolvemcp · observability | Extends Claude Desktop with custom tools for mathematical calculations, system monitoring, and enhanced functionality through an automated… | 57 stars · 7 forks | No one-command install · Source | |
| 3303 | 85.4825 | https-eduardo-clockifymcp · back-end | Integrates with Clockify time tracking API to manage billable time entries, retrieve workspace information, list projects, and access user data… | 26 stars · 18 forks | No one-command install · Source | |
| 3304 | 85.4714 | notoriouslab-browser-litemcp · browser | Lightweight Chrome browser control for tab management, page reading, screenshots, and JavaScript execution. | 42 stars · 12 forks | No one-command install · Source | |
| 3304 | 85.4714 | ashiknesin-pushovermcp · comms | Integrates with Pushover.net to enable sending push notifications to various devices for real-time alerts and updates | 42 stars · 12 forks | No one-command install · Source | |
| 3304 | 85.4714 | sequential-thinking-mcp-servermcp · back-end | A structured problem-solving MCP server that breaks down complex tasks into sequential steps, supports iterative refinement and branching, and helps… | 42 stars · 12 forks | No one-command install · Source | |
| 3307 | 85.4597 | wilddatax-supprmcp · search | AI-powered document translation and academic literature search with support for PDF, DOCX, and PPTX across 11 languages | 255 stars · 2 forks | No one-command install · Source | |
| 3308 | 85.4440 | easyeda-mcp-promcp · front-end | Production-grade MCP server for EasyEDA Pro that enables AI-assisted hardware design review, PCB inspection, BOM sourcing, and manufacturing export… | 48 stars · 9 forks | No one-command install · Source | |
| 3308 | 85.4440 | lastfm-mcpmcp · back-end | A Model Context Protocol (MCP) server for Last.fm. Gives AI assistants access to your listening history, music discovery, and detailed… | 48 stars · 9 forks | No one-command install · Source | |
| 3308 | 85.4440 | kirachon-context-enginemcp · search | Provides semantic code search and context enhancement for local codebases using real-time file watching and background indexing to enable natural… | 48 stars · 9 forks | No one-command install · Source | |
| 3308 | 85.4440 | nuwamcp · back-end | Experimental A2A server for Rooch Network | 48 stars · 9 forks | No one-command install · Source | |
| 3308 | 85.4440 | djannot-puppeteer-visionmcp · browser | Automates web scraping by intelligently handling cookie banners, CAPTCHAs, and paywalls to extract clean markdown content from websites | 48 stars · 9 forks | No one-command install · Source | |
| 3308 | 85.4440 | mark3labs-nucleimcp · other | Integrates with Nuclei vulnerability scanner to automate security assessments through configurable scanning operations with comprehensive reporting… | 48 stars · 9 forks | No one-command install · Source | |
| 3308 | 85.4440 | ruan11223344-documentation-crawlermcp · back-end | Documentation crawler service that fetches and serves technical documentation from specified sources, enabling access to up-to-date information… | 48 stars · 9 forks | No one-command install · Source | |
| 3315 | 85.4228 | agent-linkmcp · github-vcs | Enables two coding agents on separate machines to communicate directly via a private git repo, with end-to-end encryption and no server required… | 56 stars · 7 forks | No one-command install · Source | |
| 3315 | 85.4228 | hearthmcp · back-end | AI-native open-source 2D game engine whose MCP server exposes every editor operation to coding agents as typed commands, so an agent can build, run… | 56 stars · 7 forks | No one-command install · Source | |
| 3315 | 85.4228 | coolver-home-assistantmcp · other | IDE-integrated development environment for creating and managing Home Assistant automations, dashboards, themes, and configurations through natural… | 56 stars · 7 forks | No one-command install · Source | |
| 3315 | 85.4228 | mcp-wiresharkmcp · other | Enables AI assistants to analyze, filter, and capture network traffic using Wireshark/tshark, allowing natural language interaction with packet… | 56 stars · 7 forks | No one-command install · Source | |
| 3315 | 85.4228 | gyger-zoteromcp · other | Integrates local Zotero libraries, enabling natural language interactions for exploring and analyzing personal research collections. | 56 stars · 7 forks | No one-command install · Source | |
| 3315 | 85.4228 | yuchen-memory-plusmcp · ai-agents | Lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessions. | 56 stars · 7 forks | No one-command install · Source | |
| 3315 | 85.4228 | spencerhhubert-adobe-illustratormcp · front-end | Integrates with Adobe Illustrator on MacOS using JavaScript and AppleScript to enable creation and manipulation of vector graphics for automated… | 56 stars · 7 forks | No one-command install · Source | |
| 3322 | 85.4055 | singlestore-labs-singlestoremcp · database | Enables natural language interactions with SingleStore databases for executing SQL queries, managing workspaces, creating virtual environments, and… | 32 stars · 17 forks | No one-command install · Source | |
| 3322 | 85.4055 | mcp-perfex-crmmcp · back-end | High-performance MCP server for Perfex CRM that provides direct MySQL access for managing customers, invoices, leads, projects, and more, with 10-100x… | 32 stars · 17 forks | No one-command install · Source | |
| 3324 | 85.3933 | kuberstar-qartezmcp · other | Code intelligence with 21 tools for symbol navigation, impact analysis, refactoring, and architecture enforcement. | 71 stars · 5 forks | No one-command install · Source | |
| 3325 | 85.3847 | ledgermcp · other | Integrates with Ledger CLI to enable natural language queries for financial data analysis, report generation, and budget tracking through nine… | 51 stars · 8 forks | No one-command install · Source | |
| 3326 | 85.3846 | kurtisvg-skillfulmcp · back-end | Go MCP middleware aggregating multiple downstream MCP servers into unified Skills for progressive tool disclosure. | 62 stars · 6 forks | No one-command install · Source | |
| 3326 | 85.3846 | io-github-amanhij-zikkaronmcp · ai-agents | A persistent memory engine for Claude Code that provides MCP tools for storing, retrieving, and reconstructing project context, with features like… | 62 stars · 6 forks | No one-command install · Source | |
| 3328 | 85.3845 | twolven-optionsflowmcp · other | Integrates with Yahoo Finance to provide options analysis and strategy evaluation tools for risk assessment and portfolio management. | 39 stars · 14 forks | No one-command install · Source | |
| 3328 | 85.3845 | everaldo-mistral-ocrmcp · devops | Processes images and PDFs through Mistral AI's OCR API to extract text from visual documents, supporting both local files and URLs with Docker… | 39 stars · 14 forks | No one-command install · Source | |
| 3330 | 85.3838 | inkscape-mcpmcp · database | Enables AI agents to control Inkscape for vector graphics editing via MCP tools. | 45 stars · 10 forks | No one-command install · Source | |
| 3330 | 85.3838 | richard-weiss-google-csemcp · back-end | Integrates with Google Custom Search Engine API to enable web searches for fact-checking, research, and content generation with current data. | 45 stars · 10 forks | No one-command install · Source | |
| 3330 | 85.3838 | pandas-mcp-servermcp · back-end | Enables LLMs to safely execute pandas code for data analysis and generate interactive visualizations through the Model Context Protocol. | 45 stars · 10 forks | No one-command install · Source | |
| 3330 | 85.3838 | ac3xx-kagi-searchmcp · searchalso listed as ac3xx-mcp-servers-kagi | Perform privacy-focused web searches via Kagi's search engine. | 45 stars · 10 forks | No one-command install · Source | |
| 3335 | 85.3795 | pallaprolus-mendeley-mcpmcp · ai-agents | MCP server for Mendeley reference manager. Search your library, browse folders, get document metadata, search the global catalog, and add papers to… | 38 stars · 15 forks | No one-command install · Source | |
| 3335 | 85.3795 | garymengcom-serpermcp · back-end | Enables AI to perform Google searches via the Serper API with support for location, language, and time period filters. | 38 stars · 15 forks | No one-command install · Source | |
| 3337 | 85.3639 | webdriveriomcp · browser | Browser and mobile app automation for Chrome, Firefox, Edge, Safari, iOS, and Android via WebDriver and Appium protocols. | 37 stars · 16 forks | No one-command install · Source | |
| 3337 | 85.3639 | desimpkins-lightragmcp · back-end | Connects to local LightRAG instances via HTTP API for document management, knowledge graph operations, hybrid querying, and pipeline monitoring… | 37 stars · 16 forks | No one-command install · Source | |
| 3339 | 85.3584 | esignatures-esignaturesmcp · back-end | Integrates with the eSignatures.com API to simplify contract and document management, enabling creation, querying, and handling of digital contracts… | 40 stars · 13 forks | No one-command install · Source | |
| 3339 | 85.3584 | jules-mcp-servermcp · ai-agents | An MCP server that exposes Google Jules Agent operations, enabling MCP-compatible clients to list sources, manage sessions, and inspect activities via… | 40 stars · 13 forks | No one-command install · Source | |
| 3341 | 85.3465 | figma-mcp-rustmcp · back-end | An MCP server that enables AI tools to read and write Figma designs via a plugin bridge, bypassing the Figma REST API and rate limits. | 31 stars · 17 forks | No one-command install · Source | |
| 3342 | 85.3315 | mcp-openstack-opsmcp · back-end | A comprehensive MCP server providing OpenStack project management and monitoring capabilities with built-in safety controls and single-project scope. | 41 stars · 12 forks | No one-command install · Source | |
| 3342 | 85.3315 | openstaadmcp · back-end | MCP server for Bentley STAAD.Pro structural analysis software via the OpenSTAAD API. | 41 stars · 12 forks | No one-command install · Source | |
| 3342 | 85.3315 | itcook-graphiti-promcp · search | Provides persistent memory capabilities through Neo4j knowledge graphs with episode-based storage, entity relationship tracking, semantic search, and… | 41 stars · 12 forks | No one-command install · Source | |
| 3342 | 85.3315 | appium-mcp-servermcp · back-end | Enables AI assistants to perform mobile device automation testing via Appium through the Model Context Protocol, supporting Android and iOS devices… | 41 stars · 12 forks | No one-command install · Source | |
| 3342 | 85.3315 | nationalparksmcp · back-end | Provides real-time National Park Service data for searching parks by location or activities, retrieving detailed information, and accessing current… | 41 stars · 12 forks | No one-command install · Source | |
| 3347 | 85.2913 | paulburgess1357-nvim-mcpmcp · back-end | MCP server providing AI assistants with full control of Neovim instances via msgpack-RPC. Read/edit buffers, run commands, send keys, query LSP… | 61 stars · 6 forks | No one-command install · Source | |
| 3348 | 85.2824 | unreal-mcpmcp · ai-agents | Enables Claude Desktop to interact with Unreal Engine 5.3 via Remote Control API, creating and manipulating 3D objects from text prompts for scene… | 47 stars · 9 forks | No one-command install · Source | |
| 3348 | 85.2824 | ilyagulya-gradlemcp · back-end | Enables interaction with Gradle projects for retrieving metadata and executing tasks remotely via the Gradle Tooling API with stdio and SSE transport… | 47 stars · 9 forks | No one-command install · Source | |
| 3348 | 85.2824 | vector-goodnewsmcp · database | Filters and ranks news articles from NewsAPI based on positive sentiment, delivering uplifting headlines amid potentially negative media cycles. | 47 stars · 9 forks | No one-command install · Source | |
| 3348 | 85.2824 | binaryninja-mcpmcp · other | Enables interaction with Binary Ninja for binary analysis and reverse engineering, providing tools and resources to examine binaries, decompile… | 47 stars · 9 forks | No one-command install · Source | |
| 3352 | 85.2751 | gh-tiluckdave-houndmcp · back-end | Scans packages for vulnerabilities, checks licenses, inspects dependency trees, and detects typosquatting using free public APIs with zero… | 16 stars · 20 forks | No one-command install · Source | |
| 3353 | 85.2593 | navisbio-aact-clinical-trialsmcp · database | Integrates with the AACT clinical trials database, enabling querying and analysis of large-scale trial data for research and healthcare applications. | 19 stars · 19 forks | No one-command install · Source | |
| 3354 | 85.2448 | dragon-brainmcp · ai-agents | Open-source MCP server that gives any LLM long-term memory using a knowledge graph and vector search hybrid. It stores entities, observations, and… | 50 stars · 8 forks | No one-command install · Source | |
| 3354 | 85.2448 | mcp-wayback-machine-servermcp · search | MCP server and CLI tool for interacting with the Internet Archive's Wayback Machine, supporting full CDX search, snapshot retrieval, screenshot… | 50 stars · 8 forks | No one-command install · Source | |
| 3354 | 85.2448 | sharedcontextmcp · ai-agents | Provides encrypted, portable memory for AI agents via MCP, allowing fact storage, conversation recall, and cross-machine sync using Arweave. | 50 stars · 8 forks | No one-command install · Source | |
| 3354 | 85.2448 | n8n-nodes-agent2agentmcp · ai-agents | Adds nodes to n8n for interacting with AI agents using A2A protocol | 50 stars · 8 forks | No one-command install · Source | |
| 3354 | 85.2448 | dceluis-taskermcp · back-end | Bridges Android's Tasker automation platform with conversational interfaces through HTTP API integration, enabling voice-controlled device automation… | 50 stars · 8 forks | No one-command install · Source | |
| 3359 | 85.2418 | cscsoftware-aidexmcp · search | Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11… | 42 stars · 11 forks | No one-command install · Source | |
| 3359 | 85.2418 | brandu-mos-konquest-meta-adsmcp · observability | Supervised Meta advertising campaign management with safety tiers, bulk analytics, and creative workflows for Facebook and Instagram ads. | 42 stars · 11 forks | No one-command install · Source | |
| 3359 | 85.2418 | abuiles-codex-whatsapp-relaymcp · auth | Bridge WhatsApp messaging to Codex with QR auth and voice note support. | 42 stars · 11 forks | No one-command install · Source | |
| 3359 | 85.2418 | bb-fat-browser-use-rsmcp · back-end | Lightweight browser automation MCP server in Rust with zero dependencies. | 42 stars · 11 forks | No one-command install · Source | |
| 3359 | 85.2418 | danmas0n-langgraph-coding-teammcp · ai-agents | Create coding agents to generate implementation options. | 42 stars · 11 forks | No one-command install · Source | |
| 3364 | 85.2377 | meshy-ai-mcp-servermcp · back-end | Wraps the Meshy AI API to enable generative 3D tools via Model Context Protocol, allowing creation of 3D models, textures, animations, and more from… | 44 stars · 10 forks | No one-command install · Source | |
| 3364 | 85.2377 | sage-mcpmcp · back-endalso listed as sagemcp | A multi-tenant MCP server platform that hosts isolated MCP servers with OAuth/API key authentication for 23+ services, enabling integration with… | 44 stars · 10 forks | No one-command install · Source | |
| 3364 | 85.2377 | mcp-excelmcp · ai-agents | Enables AI agents to analyze Excel files through atomic operations like filtering, aggregation, and grouping without loading raw data into context. | 44 stars · 10 forks | No one-command install · Source | |
| 3368 | 85.2269 | psu3d0-spreadsheet-kitmcp · ai-agents | Agent-safe Excel workbook analysis, editing, formula recalculation, and verification tools with dry-run previews and stateful sessions. | 54 stars · 7 forks | No one-command install · Source | |
| 3368 | 85.2269 | django-rest-framework-mcpmcp · back-end | Exposes Django REST Framework APIs as MCP tools, enabling natural language interactions with your data models such as CRUD operations and custom… | 54 stars · 7 forks | No one-command install · Source | |
| 3370 | 85.2061 | pinkpixel-pollinations-multimodalmcp · back-end | Enables multimodal content generation through Pollinations APIs, providing image, text, and audio creation capabilities without requiring… | 39 stars · 13 forks | No one-command install · Source | |
| 3370 | 85.2061 | zedmoster-revitmcp · other | Bridges Autodesk Revit with external tools for finding, creating, updating, and deleting model elements including walls, floors, levels, grids, and… | 39 stars · 13 forks | No one-command install · Source | |
| 3370 | 85.2061 | secfathy-apktoolmcp · search | Integrates with Apktool to provide Android APK decompilation, recompilation, manifest analysis, permission extraction, and smali code searching for… | 39 stars · 13 forks | No one-command install · Source | |
| 3373 | 85.2011 | tvcontrolmcp · ai-agents | MCP server that enables AI agents to control TradingView Desktop locally, performing actions like chart analysis, Pine Script development, and… | 38 stars · 14 forks | No one-command install · Source | |
| 3373 | 85.2011 | codelogicmcp · other | Analyze software dependencies and assess impact of code changes | 38 stars · 14 forks | No one-command install · Source | |
| 3373 | 85.2011 | easytouchmcp · otheralso listed as whuanle-easytouch | Cross-platform system automation tool enabling AI to control mouse, keyboard, screen, windows, and query system info via MCP. | 38 stars · 14 forks | No one-command install · Source | |
| 3373 | 85.2011 | tencent-cloud-object-storagemcp · search | Bridges AI assistants with Tencent Cloud Object Storage services, enabling file management, metadata retrieval, and storage analytics operations | 38 stars · 14 forks | No one-command install · Source | |
| 3378 | 85.1918 | puremd-web-accessmcp · search | Enables AI access to web content in clean markdown format through unblock-url extraction and search-web capabilities, bypassing anti-bot measures for… | 60 stars · 6 forks | No one-command install · Source | |
| 3379 | 85.1454 | locklensmcp · back-end | Audits package lockfiles for vulnerabilities, supporting npm, yarn, and pnpm. Runs via CLI or as an MCP server over stdio. | 83 stars · 4 forks | No one-command install · Source | |
| 3380 | 85.1394 | hyperweavemcp · ai-agents | HyperWeave gives agents a visual output surface: structured data in, branded SVG out. No JavaScript, no runtime. Works anywhere an image can be… | 46 stars · 9 forks | No one-command install · Source | |
| 3380 | 85.1394 | memory-palacemcp · ai-agents | Persistent semantic memory for AI agents, enabling storage, semantic search, knowledge graph connections, and inter-instance messaging across… | 46 stars · 9 forks | No one-command install · Source | |
| 3380 | 85.1394 | yworks-typescribemcp · search | Provides a bridge between TypeScript API documentation and natural language queries, enabling developers to search symbols, explore type hierarchies… | 46 stars · 9 forks | No one-command install · Source | |
| 3383 | 85.1325 | famano-officemcp · other | Integrates with Microsoft Word documents to enable reading, writing, and editing of text, tables, and images for automated document processing and… | 40 stars · 12 forks | No one-command install · Source | |
| 3383 | 85.1325 | sengokudaikon-aidermcp · github-vcs | Enables file editing, creation, code extraction, and git operations directly within conversations through tools like edit_files, create_files, and… | 40 stars · 12 forks | No one-command install · Source | |
| 3385 | 85.1088 | korea-stats-mcpmcp · other | Enables natural language querying of Korean statistical data from KOSIS, including population, employment, GDP, housing prices, and more, with support… | 15 stars · 20 forks | No one-command install · Source | |
| 3386 | 85.1019 | bugbountymcp · database | Integrates 90+ security tools including Nuclei, Subfinder, Nmap, SQLMap, and OSINT platforms like Shodan and VirusTotal to provide comprehensive bug… | 41 stars · 11 forks | No one-command install · Source | |
| 3386 | 85.1019 | streamdeck-mcpmcp · ai-agentsalso listed as verygoodplugins-streamdeck | Enables AI to generate fully authored Elgato Stream Deck profiles with buttons, icons, colors, dials, and shell scripts from natural language prompts. | 41 stars · 11 forks | No one-command install · Source | |
| 3386 | 85.1019 | builtwith-domain-lookupmcp · back-end | Integrates with BuiltWith's technology detection API to identify and analyze web technologies used on specified domains, providing marketers and… | 41 stars · 11 forks | No one-command install · Source | |
| 3386 | 85.1019 | eyalzh-kanbanmcp · ai-agents | Task management system for complex multi-session workflows, structured as kanban boards with columns and tasks that maintain state between AI agent… | 41 stars · 11 forks | No one-command install · Source | |
| 3386 | 85.1019 | mcp-server-creatormcp · back-end | Enables dynamic creation and code generation of MCP servers using FastMCP, with tools for adding custom tools, resources, and generating runnable… | 41 stars · 11 forks | No one-command install · Source | |
| 3386 | 85.1019 | kukapay-dune-analyticsmcp · back-end | Integrates with Dune Analytics API to provide direct access to blockchain data through tools for retrieving existing query results and executing… | 41 stars · 11 forks | No one-command install · Source | |
| 3393 | 85.0925 | binassistmcpmcp · ai-agentsalso listed as jtang613-binassist | A bridge between Binary Ninja and LLMs for AI-powered reverse engineering, exposing binary analysis tools through the Model Context Protocol. | 49 stars · 8 forks | No one-command install · Source | |
| 3393 | 85.0925 | davidmosiah-google-healthmcp · back-end | Connects to the Google Health API v4 for Fitbit and Pixel Watch data with tools for connection status, data inventory, and daily summaries. | 49 stars · 8 forks | No one-command install · Source | |
| 3393 | 85.0925 | anonimus124-fusion-360mcp · other | Controls Autodesk Fusion 360 CAD operations including sketching, 3D modeling, assemblies, and file export through a local bridge add-in. | 49 stars · 8 forks | No one-command install · Source | |
| 3393 | 85.0925 | karaage0703-notion-markdownmcp · database | Integrates with Notion to provide simplified access to workspace content through Markdown conversion for easy retrieval and manipulation of databases… | 49 stars · 8 forks | No one-command install · Source | |
| 3393 | 85.0925 | shadowgitmcp · github-vcsalso listed as shadowgit-mcp-server | Provides secure, read-only access to ShadowGit repositories with git operations like log, diff, blame, and grep to analyze fine-grained commit history… | 49 stars · 8 forks | No one-command install · Source | |
| 3400 | 85.0924 | ryanjoachim-batchitmcp · other | Combine tool calls into a single batch_execute call. | 59 stars · 6 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.