Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1501 | 77.862 | sparfenyuk-youtube-transcript-downloadermcp · back-end | Bridges YouTube API to download closed captions, enabling video transcript analysis and content processing. | 20 stars · 7 forks | No one-command install · Source | |
| 1501 | 77.862 | taazkareem-twittermcp · back-end | Integrates with X's API to enable tweet retrieval, user interactions, and social media analysis capabilities | 20 stars · 7 forks | No one-command install · Source | |
| 1503 | 77.842 | angheljf-nytimesmcp · back-end | Access and analyze recent news articles from the NYT API. | 18 stars · 9 forks | No one-command install · Source | |
| 1503 | 77.842 | monarch-money-mcp-server-2mcp · back-end | An MCP server for Monarch Money that gives AI assistants access to your financial accounts, transactions, budgets, and more. | 18 stars · 9 forks | No one-command install · Source | |
| 1505 | 77.795 | postman-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides seamless integration with the Postman API, enabling AI assistants and applications to interact… | 31 stars · 3 forks | No one-command install · Source | |
| 1505 | 77.795 | virajsharma2000-websocket-enhancermcp · back-end | Combines a standard server with WebSocket functionality to enable real-time data updates and efficient asynchronous operations for applications… | 31 stars · 3 forks | No one-command install · Source | |
| 1507 | 77.779 | data-olympus-mcp-servermcp · back-end | Provides a single-writer MCP server for a governance-grade knowledge base of markdown documents with version control and query capabilities. | 23 stars · 5 forks | No one-command install · Source | |
| 1507 | 77.779 | kirkderp-rbinmcp · back-end | Rust MCP server for binary analysis, reverse engineering, and malware triage using radare2 and Ghidra. | 23 stars · 5 forks | No one-command install · Source | |
| 1507 | 77.779 | fserg-1c-bsl-language-servermcp · back-end | Bridges bsl-language-server for 1C:Enterprise code diagnostics, navigation, and multi-project management. | 23 stars · 5 forks | No one-command install · Source | |
| 1507 | 77.779 | meetgeek-mcp-servermcp · back-end | Enables AI tools to access and manage MeetGeek meetings, including transcripts, highlights, summaries, and recording uploads. | 23 stars · 5 forks | No one-command install · Source | |
| 1507 | 77.779 | social-media-syncmcp · back-end | Enables cross-platform social media content creation by integrating Twitter, Mastodon, and LinkedIn through a unified server that leverages multiple… | 23 stars · 5 forks | No one-command install · Source | |
| 1512 | 77.771 | lstudlo-scholarmcp · back-end | Academic research server integrating Google Scholar, OpenAlex, Crossref, and Semantic Scholar for federated paper search, PDF ingestion, citation… | 26 stars · 4 forks | No one-command install · Source | |
| 1513 | 77.754 | typedb-mcp-servermcp · back-end | Enables AI assistants to interact with TypeDB databases, allowing LLMs to execute TypeQL queries, manage databases, and manage users through natural… | 13 stars · 10 forks | No one-command install · Source | |
| 1513 | 77.754 | srinath1510-alltrails-mcp-servermcp · back-end | A MCP server that provides access to AllTrails data, allowing you to search for hiking trails and get detailed trail information | 13 stars · 10 forks | No one-command install · Source | |
| 1513 | 77.754 | phialsbasement-pagespeed-insightsmcp · back-end | Integrates Google's PageSpeed Insights API to provide detailed web performance metrics and optimization recommendations for websites. | 13 stars · 10 forks | No one-command install · Source | |
| 1513 | 77.754 | bitrix24-mcp-servermcp · back-end | Provides a REST API and MCP server to interact with Bitrix24 CRM, enabling CRUD operations on entities like deals, leads, contacts, and tasks via… | 13 stars · 10 forks | No one-command install · Source | |
| 1517 | 77.746 | alexkess-publermcp · back-endalso listed as publer-mcp-server | Manages social media scheduling and analytics via Publer's API, with 14 tools for publishing posts, uploading media, and pulling insights across 15+… | 21 stars · 6 forks | No one-command install · Source | |
| 1517 | 77.746 | cucumber-studio-mcp-servermcp · back-end | An MCP server that enables AI assistants to access and manage Cucumber Studio testing platform data, including test scenarios, action words, test… | 21 stars · 6 forks | No one-command install · Source | |
| 1517 | 77.746 | aps-mcp-servermcp · back-end | Enables interaction with Autodesk ACC (Autodesk Construction Cloud) through the APS toolkit, allowing users to query hubs, projects, files, and… | 21 stars · 6 forks | No one-command install · Source | |
| 1517 | 77.746 | briancusack-sharepointmcp · back-end | Integrates with SharePoint through Microsoft Graph API to enable direct access, search, and analysis of organizational documents, folders, and sites… | 21 stars · 6 forks | No one-command install · Source | |
| 1522 | 77.678 | celo-mcp-servermcp · back-end | Provides comprehensive access to Celo blockchain data, token operations, NFT management, smart contract interactions, transaction handling… | 5 stars · 13 forks | No one-command install · Source | |
| 1523 | 77.568 | mcparmory-algolia-searchmcp · back-end | MCP server for Algolia's search and indexing API — generated from the official OpenAPI spec and tested against the live API. | 30 stars · 3 forks | No one-command install · Source | |
| 1523 | 77.568 | bestreads-mcp-servermcp · back-end | Enables personalized book recommendations by managing reading profiles and preferences, with tools to add genres, authors, and track books, then get… | 30 stars · 3 forks | No one-command install · Source | |
| 1525 | 77.567 | alexgoller-illumiomcp · back-end | Integrates with Illumio's Policy Compute Engine API to enable workload management, label operations, and traffic analysis for zero trust security… | 12 stars · 10 forks | No one-command install · Source | |
| 1525 | 77.567 | uyuni-mcp-servermcp · back-end | Bridges LLMs with Uyuni infrastructure management, enabling natural language system administration such as inspecting systems, managing updates, and… | 12 stars · 10 forks | No one-command install · Source | |
| 1525 | 77.567 | mumez-pharo-smalltalk-interop-mcp-servermcp · back-end | Pharo Smalltalk integration enabling code evaluation, class/method introspection, package management, test execution, and project installation for… | 12 stars · 10 forks | No one-command install · Source | |
| 1525 | 77.567 | indian-broker-mcp-servermcp · back-end | Enables unified read-only portfolio viewing across Indian brokers (Groww, Zerodha, INDmoney) using browser automation, without paid API subscriptions. | 12 stars · 10 forks | No one-command install · Source | |
| 1525 | 77.567 | rikuson-qasemcp · back-end | Provides a TypeScript-based integration with the Qase test management platform, enabling interaction with test-related entities like projects, cases… | 12 stars · 10 forks | No one-command install · Source | |
| 1525 | 77.567 | courtlistener-mcp-servermcp · back-end | Enables LLM-friendly access to the CourtListener legal database and eCFR for searching legal opinions, court cases, judges, documents, and federal… | 12 stars · 10 forks | No one-command install · Source | |
| 1525 | 77.567 | jwaxman19-qlik-mcpmcp · back-end | MCP Server for Qlik Cloud API that enables querying applications, sheets, and extracting data from visualizations with comprehensive authentication… | 12 stars · 10 forks | No one-command install · Source | |
| 1525 | 77.567 | jagan-shanmugam-climatiqmcp · back-end | Provides a bridge to the Climatiq API for calculating precise carbon emissions across electricity usage, travel, cloud computing, and procurement… | 12 stars · 10 forks | No one-command install · Source | |
| 1533 | 77.563 | optimike-obsidian-mcpmcp · back-end | MCP server for Obsidian that exposes tools for reading/writing notes, managing frontmatter and tags, querying Tasks, semantic search, and interacting… | 39 stars · 2 forks | No one-command install · Source | |
| 1534 | 77.536 | codex-workflows-mcp-servermcp · back-end | Enables durable multi-agent workflow runs for Codex with a live terminal dashboard, restartable agents, and bug-finding templates, all controllable… | 63 stars · 1 fork | No one-command install · Source | |
| 1535 | 77.489 | mcp-server-for-npm-package-infomcp · back-end | Provides a tool to fetch npm package information via the Model Context Protocol. | 8 stars · 11 forks | No one-command install · Source | |
| 1535 | 77.489 | wpfleger96-pagerdutymcp · back-end | Exposes PagerDuty API functionality to LLMs. | 8 stars · 11 forks | No one-command install · Source | |
| 1537 | 77.488 | qrcodlymcp · back-end | Creates, manages, and shares QR codes and short URLs via a hosted API. | 25 stars · 4 forks | No one-command install · Source | |
| 1537 | 77.488 | fabric-ontology-mcp-servermcp · back-end | Enables full CRUD control of Ontology items in Microsoft Fabric, including entity types, relationships, data bindings, and workspace discovery through… | 25 stars · 4 forks | No one-command install · Source | |
| 1537 | 77.488 | mcp-advisormcp · back-end | Provides comprehensive access to the Model Context Protocol specification through prompts and resources, enabling evaluation of server compliance and… | 25 stars · 4 forks | No one-command install · Source | |
| 1537 | 77.488 | wael-rd-gns3mcp · back-end | Integrates with GNS3 network simulation environments through REST API to create and manage network topologies, configure devices, control simulations… | 25 stars · 4 forks | No one-command install · Source | |
| 1537 | 77.488 | stadiamapsmcp · back-end | Integrates with Stadia Maps API to provide geocoding, routing, isochrone analysis, timezone lookups, and static map generation for location-based… | 25 stars · 4 forks | No one-command install · Source | |
| 1542 | 77.436 | reclaim-ai-mcp-servermcp · back-end | Enables MCP-compatible clients to manage Reclaim.ai tasks, including listing, creating, updating, completing, deleting, and timer operations through… | 19 stars · 7 forks | No one-command install · Source | |
| 1542 | 77.436 | cloudwerx-diffugenmcp · back-end | CloudWerx's DiffuGen provides a flexible image generation server that supports multiple stable diffusion models with advanced configuration options… | 19 stars · 7 forks | No one-command install · Source | |
| 1544 | 77.401 | instagram-direct-messagesmcp · back-end | Enables reading and sending Instagram direct messages through a Python server that authenticates with Instagram cookies and provides tools for… | 18 stars · 8 forks | No one-command install · Source | |
| 1544 | 77.401 | pyspark-mcp-servermcp · back-end | A server implementation of MCP for Apache Spark that provides query plans and catalog information to AI systems for query optimization and data… | 18 stars · 8 forks | No one-command install · Source | |
| 1544 | 77.401 | hardik-id-azure-resource-graphmcp · back-end | Enables querying and retrieving detailed information about Azure resources across subscriptions through Azure Resource Graph API for cloud… | 18 stars · 8 forks | No one-command install · Source | |
| 1544 | 77.401 | kira-pgr-image-toolkitmcp · back-end | Provides image manipulation capabilities through Gemini models and third-party APIs for generating images from text, modifying existing images, and… | 18 stars · 8 forks | No one-command install · Source | |
| 1544 | 77.401 | jake-peterson-tradovatemcp · back-end | Provides a robust trading API integration for Tradovate, enabling algorithmic traders to access market data, manage orders, and control account… | 18 stars · 8 forks | No one-command install · Source | |
| 1549 | 77.379 | kokkai-giji-mcpmcp · back-end | MCP server that provides tools and prompts for searching Japanese Diet (国会) proceedings using the National Diet Library API. Enables querying meetings… | 38 stars · 2 forks | No one-command install · Source | |
| 1550 | 77.366 | zellij-mcp-servermcp · back-end | Enables comprehensive management of Zellij terminal workspace sessions, including session, pane, tab, plugin, layout operations, and LLM completion… | 22 stars · 5 forks | No one-command install · Source | |
| 1550 | 77.366 | the-freetech-company-authenticated-cloud-runmcp · back-end | Enables secure hosting on Google Cloud Run with user-based IAM authentication, providing controlled access to custom servers over the internet for… | 22 stars · 5 forks | No one-command install · Source | |
| 1552 | 77.322 | r3-yamauchi-kintonemcp · back-end | Integrates with Kintone's low-code platform API, enabling data retrieval, record creation, and workflow automation in Kintone applications. | 11 stars · 10 forks | No one-command install · Source | |
| 1552 | 77.322 | jiramcp · back-end | Integrates with Jira's REST API to enable issue management, task creation, and project tracking capabilities. | 11 stars · 10 forks | No one-command install · Source | |
| 1552 | 77.322 | strickvl-beemindermcp · back-end | Integrates with the Beeminder API to enable retrieval and analysis of personal productivity goals and progress data. | 11 stars · 10 forks | No one-command install · Source | |
| 1555 | 77.305 | pythonanywhere-mcp-servermcp · back-endalso listed as pythonanywhere-pythonanywhere-mcp-server | Enables AI tools to manage files, web apps, and scheduled tasks on PythonAnywhere through the Model Context Protocol. | 17 stars · 9 forks | No one-command install · Source | |
| 1555 | 77.305 | mcp-server-for-vs-codemcp · back-end | Enables AI assistants to interact with VS Code for language intelligence, debugging, and code execution. | 17 stars · 9 forks | No one-command install · Source | |
| 1558 | 77.233 | federal-contracting-toolsmcp · back-end | Eight MCP servers covering SAM.gov, USASpending.gov, GSA CALC+, eCFR, and Federal Register for U.S. federal contracting work. | 20 stars · 6 forks | No one-command install · Source | |
| 1558 | 77.233 | wavyrai-remarkablemcp · back-end | Access reMarkable tablet data including documents, notebooks, handwritten notes via OCR, and page images through the reMarkable Cloud API. | 20 stars · 6 forks | No one-command install · Source | |
| 1558 | 77.233 | devcycle-mcp-servermcp · back-end | Enables AI coding assistants like Cursor and Claude to manage DevCycle feature flags directly from the development environment. | 20 stars · 6 forks | No one-command install · Source | |
| 1558 | 77.233 | shopline-asgard-ai-platformmcp · back-end | Wraps the Shopline Open API into 19 tools for querying orders, products, inventory, customer analytics, and promotions from Shopline e-commerce… | 20 stars · 6 forks | No one-command install · Source | |
| 1558 | 77.233 | pcdck-ozon-mcpmcp · back-end | Knowledge-rich MCP server for the full Ozon Seller + Performance API (466 methods, 15 MCP tools). Auto-pagination over 4 cursor styles… | 20 stars · 6 forks | No one-command install · Source | |
| 1558 | 77.233 | agentwebsearch-mcpmcp · back-end | An MCP server that provides web search and content fetching using real Chrome browsers via CDP, bypassing bot detection and requiring no API keys. | 20 stars · 6 forks | No one-command install · Source | |
| 1558 | 77.233 | ambar-simctl-mcpmcp · back-endalso listed as simctl-mcp | A MCP server implementation for iOS Simulator control. | 20 stars · 6 forks | No one-command install · Source | |
| 1558 | 77.233 | quantgeekdev-fiscal-datamcp · back-end | Integrates with the US Treasury's Fiscal Data API to fetch, analyze, and generate reports on treasury statements and historical financial data. | 20 stars · 6 forks | No one-command install · Source | |
| 1567 | 77.143 | nirholas-binance-usmcp · back-end | Integrates with Binance.US cryptocurrency exchange API to enable spot trading, wallet management, market data analysis, staking operations, and… | 24 stars · 4 forks | No one-command install · Source | |
| 1567 | 77.143 | paper-investmcp · back-end | Provides realistic paper trading capabilities through Paper Invest's API, enabling trade execution, portfolio management, and market analysis with… | 24 stars · 4 forks | No one-command install · Source | |
| 1567 | 77.143 | cert-manager-mcp-servermcp · back-endalso listed as pibblokto-cert-manager-mcp-server | Enables management and troubleshooting of cert-manager certificates and resources in Kubernetes, including listing, inspecting, and renewing… | 24 stars · 4 forks | No one-command install · Source | |
| 1567 | 77.143 | erniebrodeur-grepmcp · back-end | Exposes the system grep binary's functionality for searching files with regular expressions, supporting common options like case-insensitive matching… | 24 stars · 4 forks | No one-command install · Source | |
| 1572 | 77.040 | conorbronsdon-gws-mcp-servermcp · back-end | Google Workspace MCP server exposing 23 curated tools for Drive, Sheets, Calendar, Docs, and Gmail via the gws CLI. | 10 stars · 10 forks | No one-command install · Source | |
| 1572 | 77.040 | tangivis-twittermcp · back-endalso listed as twikit-mcp | MCP server for Twitter/X interaction using browser cookie authentication, with 57 tools for tweets, timelines, DMs, communities, and article… | 10 stars · 10 forks | No one-command install · Source | |
| 1572 | 77.040 | gh-tomjwxf-scopeblindmcp · back-end | Scan, protect, and monitor APIs from AI coding tools with device-level rate limiting. | 10 stars · 10 forks | No one-command install · Source | |
| 1572 | 77.040 | dropbox-dash-mcp-servermcp · back-end | Exposes Dropbox Dash search and file metadata via STDIO, enabling users to search across company content and fetch detailed file metadata and content. | 10 stars · 10 forks | No one-command install · Source | |
| 1577 | 77.014 | ghostfolio-mcp-servermcp · back-end | Provides programmable access to Ghostfolio portfolio management and financial data, enabling querying, analysis, and management of investment… | 21 stars · 5 forks | No one-command install · Source | |
| 1577 | 77.014 | bwvimcp · back-end | MCP server for AI agents to make structured design decisions with direction, palette, typography, layout, and detail signatures, supporting multiple… | 21 stars · 5 forks | No one-command install · Source | |
| 1577 | 77.014 | data-everything-mcp-server-templatesmcp · back-end | One server. All tools. A unified MCP platform that connects many apps, tools, and services behind one powerful interface—ideal for local devs or… | 21 stars · 5 forks | No one-command install · Source | |
| 1577 | 77.014 | bnmmcp · back-end | Integrates with Bank Negara Malaysia's public APIs to provide direct access to Malaysian financial and economic data including exchange rates… | 21 stars · 5 forks | No one-command install · Source | |
| 1577 | 77.014 | ethereum-rpc-mpc-servermcp · back-end | An MCP server that bridges AI models with Ethereum blockchains via all JSON-RPC calls, enabling natural language queries for block numbers, balances… | 21 stars · 5 forks | No one-command install · Source | |
| 1577 | 77.014 | maoxiaoke-create-server-scaffoldmcp · back-end | Streamlines MCP server creation with a structured development protocol and example templates, offering an npx-invokable tool for efficient setup of… | 21 stars · 5 forks | No one-command install · Source | |
| 1583 | 77.006 | pubmed-mcp-servermcp · back-end | Search PubMed/Europe PMC, fetch articles and full text (PMC/EPMC/Unpaywall), citations, MeSH terms. | 13,948 installs | No commit datelisted | No one-command install · Source |
| 1584 | 76.996 | prismaidmcp · back-end | MCP server that enables AI assistants to drive systematic literature review workflows, including screening, downloading, converting, and reviewing… | 28 stars · 3 forks | No one-command install · Source | |
| 1584 | 76.996 | nervsystems-openstreetmapmcp · back-end | Integrates with OpenStreetMap to provide location-based services including geocoding, points of interest search, route planning, and neighborhood… | 28 stars · 3 forks | No one-command install · Source | |
| 1584 | 76.996 | gojue-moling-minecraftmcp · back-end | Bridges AI assistants with Minecraft servers, enabling command execution for block manipulation, entity management, and game state control through a… | 28 stars · 3 forks | No one-command install · Source | |
| 1584 | 76.996 | tanevanwifferen-inceptionmcp · back-end | Enables MCP clients communicating with other MCP clients through this MCP server. | 28 stars · 3 forks | No one-command install · Source | |
| 1588 | 76.904 | google-sheets-mcp-server-2mcp · back-end | Enables to read, write, format cells, create charts, use formulas, and manage Google Sheets spreadsheets directly from Claude, Cursor, or any… | 18 stars · 7 forks | No one-command install · Source | |
| 1588 | 76.904 | xiaok-etherscanmcp · back-end | Provides a bridge to the Etherscan API for querying Ethereum blockchain data including account balances, transactions, contracts, tokens, gas metrics… | 18 stars · 7 forks | No one-command install · Source | |
| 1588 | 76.904 | toolprint-graphql-forgemcp · back-end | Automatically converts any GraphQL API into individual tools through schema introspection and intelligent caching, enabling seamless integration with… | 18 stars · 7 forks | No one-command install · Source | |
| 1588 | 76.904 | lucasoeth-mitmproxymcp · back-end | Integrates mitmproxy for network traffic analysis, debugging, and API testing. | 18 stars · 7 forks | No one-command install · Source | |
| 1588 | 76.904 | d3-mcp-servermcp · back-end | Provides D3 visualization documentation, chart recommendations, and code generation through the MCP protocol. | 18 stars · 7 forks | No one-command install · Source | |
| 1593 | 76.863 | karayaman-lichessmcp · back-end | Integrates with the Lichess chess platform to enable natural language-driven gameplay, analysis, and tournament participation through its API. | 17 stars · 8 forks | No one-command install · Source | |
| 1593 | 76.863 | playwright-parallel-mcpmcp · back-end | Enables AI agents to control multiple independent browser instances in parallel with process-level isolation, supporting any backend MCP server for… | 17 stars · 8 forks | No one-command install · Source | |
| 1593 | 76.863 | netbox-rwmcp · back-end | Integrates with NetBox infrastructure management platform to enable full CRUD operations on network devices, IP addresses, circuits, and… | 17 stars · 8 forks | No one-command install · Source | |
| 1593 | 76.863 | localsummer-dify-workflowmcp · back-end | Integrates with Dify to enable text generation, data analysis, and conversational flow management through Dify's API, streamlining AI-powered… | 17 stars · 8 forks | No one-command install · Source | |
| 1597 | 76.838 | lanes-linkmcp · back-end | One secure, self-hosted MCP endpoint connecting AI agents to your real accounts (mail, calendar, files, notes), with per-profile separation, explicit… | 35 stars · 2 forks | No one-command install · Source | |
| 1597 | 76.838 | pyghidra-litemcp · back-end | Token-efficient MCP server for Ghidra-based reverse engineering. Analyze ELF, Mach-O, and PE binaries with Swift, Objective-C, and Hermes support. | 35 stars · 2 forks | No one-command install · Source | |
| 1597 | 76.838 | praetorian-mcphammermcp · back-end | Security research framework for evaluating Model Context Protocol server vulnerabilities through prompt injection, data exfiltration, and supply chain… | 35 stars · 2 forks | No one-command install · Source | |
| 1597 | 76.838 | graphsense-mcp-servermcp · back-end | Enables natural language queries about JavaScript/TypeScript codebases using graph and vector search. Allows finding functions by semantic… | 35 stars · 2 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.