Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 90.5519 | postrv-forgemaxmcp · back-end | Code Mode MCP Gateway that collapses N servers x M tools into 2 tools through sandboxed V8 JavaScript execution for cross-server orchestration. | 151 stars · 9 forks | No one-command install · Source | |
| 502 | 90.5464 | chrisryugj-korean-dartmcp · back-end | Compresses 83 OpenDART financial disclosure APIs into 15 tools for Korean stock analysis with insider trading signals and accounting risk scoring. | 96 stars · 15 forks | No one-command install · Source | |
| 503 | 90.5082 | afrise-academic-searchmcp · back-end | Integrates with academic APIs to enable searching, retrieving, and filtering scholarly papers across multiple sources for research and analysis tasks. | 118 stars · 11 forks | No one-command install · Source | |
| 504 | 90.5000 | contentfulmcp · back-end | Official Contentful integration that enables full content lifecycle management including entries, content types, assets, environments, locales, tags… | 60 stars · 30 forks | No one-command install · Source | |
| 505 | 90.4848 | directus-content-mcp-servermcp · back-end | Enables Directus users to interact with their data in LLMs, allowing content editors and data analysts to manage content, query collections, and… | 83 stars · 19 forks | No one-command install · Source | |
| 506 | 90.4794 | aashari-mcp-server-atlassian-jiramcp · back-end | Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real… | 73 stars · 27 forks | No one-command install · Source | |
| 507 | 90.4499 | reapi-com-mcp-openapimcp · back-end | MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data | 90 stars · 16 forks | No one-command install · Source | |
| 508 | 90.4415 | cxxxr-common-lisp-replmcp · back-end | Provides a REPL evaluation tool that executes Common Lisp code safely with read-time evaluation disabled, enabling mathematical calculations, data… | 84 stars · 18 forks | No one-command install · Source | |
| 509 | 90.4172 | edwinbernadus-nocodb-mcp-servermcp · back-end | Nocodb database integration, read and write capabilities | 75 stars · 24 forks | No one-command install · Source | |
| 510 | 90.3901 | luma-mcpmcp · back-end | Multi-model vision understanding MCP server that provides unified image analysis for AI assistants without native vision, supporting models like… | 113 stars · 11 forks | No one-command install · Source | |
| 511 | 90.3570 | twelve-datamcp · back-end | Integrates with Twelve Data API to provide real-time quotes, historical OHLCV price data, and instrument metadata for stocks, forex pairs, and… | 76 stars · 22 forks | No one-command install · Source | |
| 512 | 90.3550 | zendesk-api-mcp-servermcp · back-end | A comprehensive MCP server for managing Zendesk Support, Talk, Chat, and Guide products, providing tools for tickets, users, organizations, search… | 29 stars · 37 forks | No one-command install · Source | |
| 513 | 90.3496 | ida-instances-mcpmcp · back-end | Enables MCP clients to drive IDA Pro through a stability-hardened server that hosts multiple headless idalib instances, with per-session isolation… | 112 stars · 11 forks | No one-command install · Source | |
| 514 | 90.3327 | manusa-podmanmcp · back-end | Integrates with Podman's API to enable container creation, management, and orchestration for automated DevOps workflows and microservices architecture… | 82 stars · 18 forks | No one-command install · Source | |
| 514 | 90.3327 | zoomeyemcp · back-end | Integrates with ZoomEye API to enable network asset reconnaissance through specialized search tools, supporting dork queries, IP filtering, and field… | 82 stars · 18 forks | No one-command install · Source | |
| 514 | 90.3327 | baryhuang-any-openapimcp · back-end | Integrates with any OpenAPI-compliant service using dynamic tool generation and vector-based semantic search for efficient API operation discovery and… | 82 stars · 18 forks | No one-command install · Source | |
| 517 | 90.3263 | turbularmcp · back-end | Provides a unified API to connect LLMs to various databases, with schema normalization and query transformation for seamless interaction. | 99 stars · 13 forks | No one-command install · Source | |
| 518 | 90.2834 | abdelstark-bitcoinmcp · back-end | Integrates with Bitcoin network and blockchain data via Blockstream API to enable transaction monitoring, wallet management, and blockchain analysis | 76 stars · 21 forks | No one-command install · Source | |
| 519 | 90.2790 | locket-mcp-servermcp · back-end | Enables interaction with a read-later and link sharing social feed app, allowing users to manage links, bookmarks, and share through web, API, and… | 86 stars · 16 forks | No one-command install · Source | |
| 520 | 90.2454 | jimeng-mcp-servermcp · back-end | A Model Context Protocol server for AI image and video generation using Jimeng AI, enabling text-to-image, image composition, text-to-video, and… | 79 stars · 19 forks | No one-command install · Source | |
| 521 | 90.2318 | gohighlevel-mcp-servermcp · back-end | Enables AI assistants to manage GoHighLevel CRM data including contacts, conversations, opportunities, calendars, and forms through MCP tools and… | 50 stars · 30 forks | No one-command install · Source | |
| 522 | 90.2315 | ckbmcp · back-end | Transforms a codebase into a queryable knowledge base for code understanding, impact analysis, ownership lookup, and more via CLI, HTTP API, or MCP. | 108 stars · 11 forks | No one-command install · Source | |
| 523 | 90.2217 | doubao-search-mcpmcp · back-end | MCP server for Doubao Search that enables real web search in any MCP client, backed by ByteDance-exclusive Chinese sources and the open web. | 101 stars · 12 forks | No one-command install · Source | |
| 524 | 90.2176 | datawhisker-xmcp · back-end | Integrates with the X (Twitter) API to enable posting tweets, retrieving user data, and analyzing trends. | 80 stars · 18 forks | No one-command install · Source | |
| 524 | 90.2176 | email-sendermcp · back-end | Enables language models to compose and send emails with attachments through SMTP servers, supporting multiple providers and secure transmission for… | 80 stars · 18 forks | No one-command install · Source | |
| 526 | 90.1985 | icraft2170-youtube-datamcp · back-end | Integrates with YouTube Data API to retrieve and analyze video content, transcripts, channel statistics, and engagement metrics across different… | 65 stars · 28 forks | No one-command install · Source | |
| 527 | 90.1966 | pizza-mcp-servermcp · back-end | Enables AI agents to browse pizza menus, place orders, and track order status via the Model Context Protocol. | 33 stars · 34 forks | No one-command install · Source | |
| 528 | 90.1582 | lamemind-mcp-server-multiversemcp · back-end | 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and… | 81 stars · 17 forks | No one-command install · Source | |
| 529 | 90.1310 | mcp-ssh-2mcp · back-end | Enables AI models to access and manage SSH connections through a standardized interface, allowing AI assistants to perform SSH operations like… | 74 stars · 21 forks | No one-command install · Source | |
| 529 | 90.1310 | calvernaz-alphavantagemcp · back-end | Integrates with the Alphavantage API to provide access to real-time stock market data and financial information. | 74 stars · 21 forks | No one-command install · Source | |
| 531 | 90.1239 | autocad-mcp-servermcp · back-end | Enables programmatic control of AutoCAD through COM automation, allowing natural language commands to create structures, manage layers, and manipulate… | 62 stars · 28 forks | No one-command install · Source | |
| 532 | 90.1164 | contextmcpmcp · back-end | Self-hosted MCP server that indexes documentation from various sources and makes it searchable by AI assistants via the Model Context Protocol and… | 75 stars · 20 forks | No one-command install · Source | |
| 533 | 90.0991 | al-mcp-servermcp · back-end | Provides AI assistants with complete visibility into AL dependencies and symbols by exposing compiled .app files through the Model Context Protocol… | 80 stars · 17 forks | No one-command install · Source | |
| 533 | 90.0991 | vinayak-mehta-browser-usemcp · back-end | Enables web browsing capabilities for any MCP client through a simple command that leverages your existing LLM configuration without additional API… | 80 stars · 17 forks | No one-command install · Source | |
| 535 | 90.0837 | runpodmcp · back-end | Enables programmatic control of RunPod cloud GPU resources and serverless deployments through a TypeScript interface to the RunPod REST API. | 76 stars · 19 forks | No one-command install · Source | |
| 536 | 90.0679 | ticktick-mcp-server-2mcp · back-end | MCP server for TickTick API enabling task management, project organization, habit tracking, and more. | 72 stars · 22 forks | No one-command install · Source | |
| 537 | 90.0280 | mikkoparkkola-mcp-gatewaymcp · back-end | Universal MCP gateway with single-port multiplexing and Meta-MCP. 4 meta-tools replace 100+ registrations, saving 95% context window. Hot-reloadable… | 77 stars · 18 forks | No one-command install · Source | |
| 538 | 90.0091 | mcp-server-boilerplatemcp · back-end | Provides a simple addition tool and an API key retrieval tool, serving as a boilerplate for building MCP servers with Node.js. | 75 stars · 19 forks | No one-command install · Source | |
| 539 | 89.9921 | hloiseaufcms-goplsmcp · back-end | Bridges the Go Programming Language Server (gopls) with AI systems, enabling advanced code analysis, navigation, completion, and diagnostic… | 101 stars · 11 forks | No one-command install · Source | |
| 540 | 89.9208 | hig-mcpmcp · back-end | MCP server for Apple HIG compliance auditing, providing tools to list skills, search/lookup HIG references, audit files/projects, and explain… | 121 stars · 9 forks | No one-command install · Source | |
| 541 | 89.9163 | mkutka-meraki-magicmcp · back-end | Integrates with Cisco's Meraki Dashboard API to enable network discovery, device management, policy retrieval, and network creation/deletion… | 41 stars · 30 forks | No one-command install · Source | |
| 542 | 89.9129 | istarwyh-mcpadvisormcp · back-end | Discovery and recommendation service that helps find and understand available MCP services based on natural language queries, supporting multiple… | 89 stars · 13 forks | No one-command install · Source | |
| 543 | 89.9095 | m3mcp · back-end | Enables querying MIMIC-IV medical data using natural language through MCP clients, with support for local DuckDB and cloud BigQuery backends. | 77 stars · 17 forks | No one-command install · Source | |
| 544 | 89.8965 | bright8192-esximcp · back-end | Provides a RESTful API for complete VMware ESXi/vCenter environment management including VM lifecycle operations and real-time performance monitoring… | 64 stars · 27 forks | No one-command install · Source | |
| 545 | 89.8762 | apple-mail-mcpmcp · back-end | This MCP server allows AI assistants to read, send, search, and manage emails in Apple Mail on macOS. It uses AppleScript to interact with the Mail… | 68 stars · 24 forks | No one-command install · Source | |
| 546 | 89.8504 | appstoremcp · back-end | Integrates with App Store and Google Play Store APIs to extract app metadata, reviews, rankings, and developer details for competitive analysis… | 76 stars · 17 forks | No one-command install · Source | |
| 547 | 89.7962 | nepse-api-mcp-servermcp · back-end | Provides structured access to Nepal Stock Exchange market data through the Model Context Protocol, enabling AI integration for querying real-time… | 60 stars · 27 forks | No one-command install · Source | |
| 548 | 89.7341 | slither-mcp-servermcp · back-end | Enables static analysis of Solidity smart contracts using Slither, including contract metadata, function details, inheritance, and security detectors… | 96 stars · 11 forks | No one-command install · Source | |
| 549 | 89.7154 | mcp-newsnowmcp · back-end | Aggregates hot news and trending topics from 14+ Chinese platforms like Zhihu, Weibo, Bilibili, and Douyin via the Newsnow API, providing tools to… | 70 stars · 20 forks | No one-command install · Source | |
| 550 | 89.6981 | keynotemcp · back-end | Automates Keynote presentation creation and management through AppleScript integration, enabling slide manipulation, content insertion, image… | 74 stars · 17 forks | No one-command install · Source | |
| 551 | 89.6678 | adenot-google-searchmcp · back-end | Integrates Google Custom Search API to enable web searches for fact-checking, research, and content generation tasks. | 68 stars · 21 forks | No one-command install · Source | |
| 551 | 89.6678 | hamflx-imagen3mcp · back-end | Enables AI to generate images from text prompts using Google's Imagen 3 API, handling API communication, image storage, and serving through a local… | 68 stars · 21 forks | No one-command install · Source | |
| 553 | 89.6656 | bing-cn-mcp-servermcp · back-end | Provides Bing Chinese search and webpage crawling tools, enabling AI assistants to fetch real-time web information without API keys. | 69 stars · 20 forks | No one-command install · Source | |
| 554 | 89.6373 | atom-of-thoughtsmcp · back-end | Structured reasoning MCP server that decomposes problems into atomic steps (premise, reasoning, hypothesis, verification, conclusion) with confidence… | 88 stars · 12 forks | No one-command install · Source | |
| 555 | 89.6284 | aynopsmcp · back-endalso listed as gaoharimran29-glitch-cybersecurity-mcp-server | An Open Sourced Model Context Protocol (MCP) Local server that gives Claude real-time cybersecurity reconnaissance capabilities | 23 stars · 35 forks | No one-command install · Source | |
| 557 | 89.5929 | zammad-mcp-servermcp · back-end | An MCP server that connects AI assistants to Zammad, providing tools for managing tickets, users, organizations, and attachments. | 38 stars · 29 forks | No one-command install · Source | |
| 558 | 89.5834 | appwritemcp · back-end | Backend-as-a-service platform integration for database, user, storage, and function management | 71 stars · 18 forks | No one-command install · Source | |
| 558 | 89.5834 | revulamcp · back-end | Production-grade MCP server for universal reverse engineering automation. | 71 stars · 18 forks | No one-command install · Source | |
| 560 | 89.5670 | zaizaizhao-mcp-swagger-servermcp · back-end | A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs… | 74 stars · 16 forks | No one-command install · Source | |
| 560 | 89.5670 | trading-mcp-servermcp · back-end | A comprehensive MCP server for stock analysis and trading insights, including stock screening, fundamental analysis, insider trading, options… | 74 stars · 16 forks | No one-command install · Source | |
| 562 | 89.5630 | apitapmcp · back-end | MCP server that turns any website into an API by capturing or importing API endpoints, enabling AI agents to interact with web services without a… | 125 stars · 8 forks | No one-command install · Source | |
| 563 | 89.5539 | posecodemcp · back-end | MCP server for Posecode | 108 stars · 9 forks | No one-command install · Source | |
| 564 | 89.5180 | nameetp-pdfmuxmcp · back-end | PDF extraction router with built-in MCP server. Classifies each page (digital, scanned, tables) and routes to the best backend (PyMuPDF, Docling, OCR… | 81 stars · 13 forks | No one-command install · Source | |
| 565 | 89.5123 | saidsurucu-ekap-turkish-procurementmcp · back-end | Integrates with Turkey's EKAP v2 government procurement API to search public tenders, announcements, and procurement classifications with filtering… | 98 stars · 10 forks | No one-command install · Source | |
| 566 | 89.5078 | mockdmcp · back-end | Multi-protocol API mock server supporting HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP. | 146 stars · 7 forks | No one-command install · Source | |
| 567 | 89.4925 | epicure-mcp-servermcp · back-end | Public, anonymous, read-only MCP server for the Epicure ingredient-embedding model, offering tools for ingredient pairings, flavor profiling, and… | 75 stars · 15 forks | No one-command install · Source | |
| 568 | 89.4791 | gsap-master-mcp-servermcp · back-end | Transforms Claude into a GSAP animation expert with AI-powered natural language animation creation, complete API coverage, and production-ready… | 121 stars · 8 forks | No one-command install · Source | |
| 569 | 89.4649 | deep-research-mcp-servermcp · back-end | An MCP server that performs iterative deep research using Google Gemini 2.5 Flash with search grounding and URL context, producing professional… | 71 stars · 17 forks | No one-command install · Source | |
| 570 | 89.4577 | shinzo-labs-hubspotmcp · back-end | Integrates with HubSpot CRM API for managing companies, contacts, deals, and other CRM objects through natural language, enabling sales teams to… | 35 stars · 29 forks | No one-command install · Source | |
| 571 | 89.4399 | nalyk-gitlabmcp · back-end | GitLab MCP Server provides robust integration with the GitLab API, enabling developers to interact with repositories, issues, merge requests, and… | 64 stars · 22 forks | No one-command install · Source | |
| 572 | 89.4121 | vivado-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that enables AI assistants like Claude to directly interact with AMD/Xilinx Vivado FPGA development tools. | 63 stars · 23 forks | No one-command install · Source | |
| 573 | 89.3998 | gemini-cloud-assist-mcp-servermcp · back-end | Connects MCP clients to Gemini Cloud Assist APIs, enabling users to understand, manage, and troubleshoot their Google Cloud environment using natural… | 67 stars · 19 forks | No one-command install · Source | |
| 573 | 89.3998 | hjlarry-dify-workflowmcp · back-end | Transforms Dify workflow applications into function-enabled endpoints, allowing AI tools to interact with custom functions through a simple setup… | 67 stars · 19 forks | No one-command install · Source | |
| 575 | 89.3887 | kadykov-openapi-schema-explorermcp · back-end | Provides token-efficient access to OpenAPI and Swagger specifications through URI-based references, allowing exploration of API structures without… | 76 stars · 14 forks | No one-command install · Source | |
| 576 | 89.3719 | ru-marketplace-mcpmcp · back-end | MCP server that reads product data from Russian and Chinese marketplaces (Wildberries, Ozon, Yandex Market, Avito, etc.) — prices, availability… | 79 stars · 13 forks | No one-command install · Source | |
| 577 | 89.3693 | unreal-api-mcpmcp · back-end | Provides accurate Unreal Engine C++ API documentation to AI agents, preventing hallucinated signatures and incorrect includes. | 94 stars · 10 forks | No one-command install · Source | |
| 578 | 89.3610 | google-scholar-mcpmcp · back-end | MCP server for searching academic papers via Google Scholar, retrieving metadata and abstracts, with support for Chinese queries and auto-translation. | 87 stars · 11 forks | No one-command install · Source | |
| 579 | 89.3584 | mcp-office-documents-servermcp · back-end | Let your AI assistant create professional Office documents — PowerPoint, Word, Excel, emails & XML — with a single prompt. | 38 stars · 28 forks | No one-command install · Source | |
| 580 | 89.3469 | daniel-lxs-perplexitymcp · back-end | Integrates with Perplexity API to provide expert programming assistance and persistent chat capabilities for developers and teams. | 66 stars · 19 forks | No one-command install · Source | |
| 581 | 89.3222 | vishalmysore-choturobomcp · back-end | Connects Claude AI with physical hardware through a TypeScript server that translates natural language commands into robotic control actions for LEDs… | 78 stars · 13 forks | No one-command install · Source | |
| 582 | 89.2780 | siyuan-mcp-servermcp · back-end | Enables AI assistants to interact with SiYuan Note through its API, supporting notebook and document management, block operations, search, file… | 72 stars · 15 forks | No one-command install · Source | |
| 583 | 89.2404 | onenote-mcp-servermcp · back-end | Enables natural language access to Microsoft OneNote notebooks, sections, and pages for reading and listing content. | 49 stars · 26 forks | No one-command install · Source | |
| 584 | 89.2331 | study-bible-mcp-servermcp · back-end | Enables deep Bible study through tools for original language lexicons, morphological analysis, cross-references, and contextual notes. | 80 stars · 12 forks | No one-command install · Source | |
| 584 | 89.2331 | leehanchung-bing-searchmcp · back-end | Enables web, news, and image searches through Microsoft's Bing Search API, providing access to up-to-date information from the internet. | 80 stars · 12 forks | No one-command install · Source | |
| 586 | 89.2321 | bmad-mcp-servermcp · back-end | Enables AI assistants to leverage the BMAD methodology with 11 specialized agents and 36+ workflows for software development tasks. | 66 stars · 18 forks | No one-command install · Source | |
| 587 | 89.2274 | apache-echartsmcp · back-end | Generates data visualization charts by accepting minimal parameters like chart type, data, title, and series name, then renders them server-side and… | 84 stars · 11 forks | No one-command install · Source | |
| 587 | 89.2274 | arcgis-pro-bridge-mcp-servermcp · back-end | A local MCP server that enables AI clients to read ArcGIS Pro project information and execute ArcPy geoprocessing in the native ArcGIS Pro Python… | 84 stars · 11 forks | No one-command install · Source | |
| 589 | 89.1946 | kubesphere-ksmcp · back-end | Integrates with KubeSphere APIs to enable management of Kubernetes clusters, workspaces, users, and extensions through natural language commands… | 17 stars · 37 forks | No one-command install · Source | |
| 590 | 89.1940 | nganiet-vercelmcp · back-end | Integrates with Vercel's serverless infrastructure to provide a lightweight endpoint for AI model interactions and tasks like chatbots, content… | 69 stars · 16 forks | No one-command install · Source | |
| 591 | 89.1776 | anysitemcp · back-end | Access LinkedIn, Instagram, Twitter, and Reddit data through one API. No scraping. No maintenance. | 63 stars · 20 forks | No one-command install · Source | |
| 592 | 89.1664 | yuna0x0-hackmdmcp · back-end | Integrates with HackMD API to enable document creation, reading, updating, and deletion within collaborative markdown environments through… | 67 stars · 17 forks | No one-command install · Source | |
| 593 | 89.1589 | flowlens-mcp-servermcp · back-end | Enables coding agents to access recorded browser flows (user actions, network, console, etc.) for debugging and regression testing without reproducing… | 110 stars · 8 forks | No one-command install · Source | |
| 594 | 89.1356 | hiromitsusasaki-raindrop-io-bookmarksmcp · back-end | Integrates with Raindrop.io API to enable creating, searching, and managing bookmarks with features like tag filtering. | 75 stars · 13 forks | No one-command install · Source | |
| 595 | 89.1072 | reading-nestmcp · back-end | A mobile-first AI co-reading MCP server that lets users import novels or comics, sync reading progress with AI, and interact through comments… | 29 stars · 29 forks | No one-command install · Source | |
| 596 | 89.0996 | mikusnuz-meta-adsmcp · back-end | Manages Facebook and Instagram advertising campaigns, audiences, creatives, insights, and catalogs via Meta Marketing API v25.0. | 72 stars · 14 forks | No one-command install · Source | |
| 597 | 89.0805 | edkdev-defi-tradingmcp · back-end | Transforms conversational interfaces into autonomous DeFi trading agents with real-time market analysis, portfolio management, and seamless trade… | 52 stars · 25 forks | No one-command install · Source | |
| 598 | 89.0616 | genwave-svgmakermcp · back-end | Integrates with SVGMaker's API to generate SVGs from text descriptions, edit existing images, and convert bitmap images to vector format with… | 87 stars · 10 forks | No one-command install · Source | |
| 598 | 89.0616 | zhsama-duckduckgo-searchmcp · back-end | Lightweight TypeScript-based DuckDuckGo search server that enables developers to retrieve search results programmatically using the duck-duck-scrape… | 87 stars · 10 forks | No one-command install · Source | |
| 600 | 89.0518 | tapetide-mcp-servermcp · back-end | Connects AI assistants to real-time Indian stock market data with 34 tools for search, screening, analysis, portfolio tracking, and market insights… | 64 stars · 18 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.