Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | 76.703 | alexsmirnov-development-automationmcp · back-end | Provides a development automation server with modular architecture for fetching web content, accessing documentation, analyzing project structure, and… | 9 stars · 10 forks | No one-command install · Source | |
| 1601 | 76.703 | catherinedparnell-finnhubmcp · back-end | Integrates with Finnhub's financial API to provide streamlined access to market news, stock quotes, financials, and recommendation trends. | 9 stars · 10 forks | No one-command install · Source | |
| 1601 | 76.703 | seansoreilly-absmcp · back-end | Integrates with the Australian Bureau of Statistics API to provide access to statistical datasets for economic analysis, demographic research, and… | 9 stars · 10 forks | No one-command install · Source | |
| 1604 | 76.653 | inventer-internet-speed-testmcp · back-end | Measures network performance metrics including download speed, upload speed, latency, and jitter through configurable test endpoints that adapt to… | 15 stars · 9 forks | No one-command install · Source | |
| 1604 | 76.653 | python-demo-mcp-servermcp · back-end | A demonstration server implementing the Model Context Protocol with Server-Sent Events for streaming content production and management. | 15 stars · 9 forks | No one-command install · Source | |
| 1604 | 76.653 | arben-adm-brave-searchmcp · back-end | Integrates with Brave Search API to enable web searches and local business lookups via natural language queries. | 15 stars · 9 forks | No one-command install · Source | |
| 1607 | 76.523 | samwang0723-atlassianmcp · back-end | Integrates with Atlassian's Confluence and JIRA APIs to enable content creation, issue tracking, and project management within Atlassian ecosystems. | 6 stars · 11 forks | No one-command install · Source | |
| 1607 | 76.523 | kallows-bitbucketmcp · back-end | Enables robust Bitbucket repository management by providing comprehensive API integration for repository creation, file manipulation, issue tracking… | 6 stars · 11 forks | No one-command install · Source | |
| 1609 | 76.502 | cakerepository-1passwordmcp · back-end | MCP server for 1Password service accounts — tools and resources for vaults and credentials | 20 stars · 5 forks | No one-command install · Source | |
| 1609 | 76.502 | bright-l01-networkx-mcp-servermcp · back-endalso listed as networkx-mcp-server | The first NetworkX integration for Model Context Protocol, enabling graph analysis and visualization directly in AI conversations. Supports 13… | 20 stars · 5 forks | No one-command install · Source | |
| 1609 | 76.502 | browseai-hq-browserai-devmcp · back-end | Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode (raw LLM vs evidence-backed). MCP… | 20 stars · 5 forks | No one-command install · Source | |
| 1609 | 76.502 | arcamcpmcp · back-end | MCP server for automating AFIP/ARCA electronic invoicing, certificate management, and Web Service authorization in Argentina. | 20 stars · 5 forks | No one-command install · Source | |
| 1609 | 76.502 | pm-skills-mcpmcp · back-end | MCP server exposing 40 best-practice product management skills plus workflows and lifecycle tools, instantly accessible to any AI via Model Context… | 20 stars · 5 forks | No one-command install · Source | |
| 1609 | 76.502 | memory-journal-mcp-servermcp · back-end | Bridges disconnected AI sessions with persistent project memory and automatic session handoff, integrating GitHub workflows for context-aware… | 20 stars · 5 forks | No one-command install · Source | |
| 1609 | 76.502 | mtg-mcp-servermcp · back-end | Magic: The Gathering card search, combo lookup, draft analytics, and Commander tools. | 20 stars · 5 forks | No one-command install · Source | |
| 1609 | 76.502 | nucleus-apple-mcpmcp · back-end | A macOS MCP server that provides AI agents with secure access to Calendar, Reminders, Notes, and Health data via native Apple APIs. | 20 stars · 5 forks | No one-command install · Source | |
| 1609 | 76.502 | dmontgomery40-generate-custom-mcpsmcp · back-end | Enables dynamic creation of customized MCP servers using the MCP SDK to automate setup and manage tools and resources for specialized AI applications. | 20 stars · 5 forks | No one-command install · Source | |
| 1609 | 76.502 | surf-forecast-mcpmcp · back-end | Provides surf forecast data including swell height, period, direction, and wind conditions for any location worldwide using the Open-Meteo Marine API… | 20 stars · 5 forks | No one-command install · Source | |
| 1609 | 76.502 | siliconflow-flux-mcp-servermcp · back-end | Enables AI assistants to generate high-quality images using SiliconFlow's Flux model through the Model Context Protocol, supporting multiple… | 20 stars · 5 forks | No one-command install · Source | |
| 1621 | 76.446 | ekkyarmandi-ticktick-mcpmcp · back-end | [TickTick](https://ticktick.com/) MCP server that integrates with TickTick's API to manage personal todo projects and the tasks. | 14 stars · 9 forks | No one-command install · Source | |
| 1621 | 76.446 | veeam-intelligence-mcp-servermcp · back-end | Extends Veeam Intelligence to MCP-compatible clients, enabling secure, real-time operational insight across Veeam Backup & Replication, Veeam ONE, and… | 14 stars · 9 forks | No one-command install · Source | |
| 1621 | 76.446 | sap-analytics-cloud-mcpmcp · back-end | Enables interaction with SAP Analytics Cloud through an MCP server, exposing 90 tools for content management, data export/import, user management, and… | 14 stars · 9 forks | No one-command install · Source | |
| 1624 | 76.443 | klievan-jlinkmcp · back-end | Debug embedded devices through SEGGER J-Link probes with tools for memory operations, flash management, breakpoints, RTT logging, and GDB server… | 26 stars · 3 forks | No one-command install · Source | |
| 1624 | 76.443 | sweatent-askrmcp · back-end | Provides async Q&A capabilities by routing questions to any OpenAI-compatible API with streaming and parallel query support. | 26 stars · 3 forks | No one-command install · Source | |
| 1624 | 76.443 | json2video-mcp-servermcp · back-end | Enables programmatic video generation via the json2video API, supporting scene and element creation, status polling, and template management. | 26 stars · 3 forks | No one-command install · Source | |
| 1627 | 76.400 | tiger-linear-mcp-servermcp · back-end | Provides focused tools for interacting with Linear via the Model Context Protocol, enabling LLMs to manage Linear issues, projects, and teams. | 33 stars · 2 forks | No one-command install · Source | |
| 1627 | 76.400 | vsc-mcpmcp · back-end | Exposes Language Server Protocol (LSP) functionality as Model Context Protocol (MCP) tools, enabling AI clients to programmatically analyze and edit… | 33 stars · 2 forks | No one-command install · Source | |
| 1629 | 76.372 | devnors-data-mcp-servermcp · back-end | Enables MCP clients to discover capabilities and call legal, enterprise, content, and express APIs using a Devnors Data API Key. | 234 stars | No one-command install · Source | |
| 1629 | 76.372 | mpp32-mcp-servermcp · back-end | MCP server that allows AI agents to discover and pay for thousands of APIs (x402 on Solana/Base) using a single key, with automatic payment handling… | 234 stars | No one-command install · Source | |
| 1631 | 76.366 | jorekai-deutsche-bahn-timetablemcp · back-end | Connects to Deutsche Bahn timetable API for retrieving real-time railway information, planned schedules, recent changes, and station searches across… | 17 stars · 7 forks | No one-command install · Source | |
| 1631 | 76.366 | nocentino-sql-server-dbamcp · back-end | MCP server providing 30 DBA monitoring tools for SQL Server 2025 via DMVs, covering blocking chains, wait statistics, index analysis, and backup… | 17 stars · 7 forks | No one-command install · Source | |
| 1631 | 76.366 | uzaysozen-imdbmcp · back-end | Bridges to the IMDb API for searching movies and TV shows, retrieving detailed information about titles, and accessing curated lists like top-rated… | 17 stars · 7 forks | No one-command install · Source | |
| 1631 | 76.366 | handwriting-ocrmcp · back-end | Integrates with Handwriting OCR API to extract and digitize text from handwritten documents in various image formats, enabling conversion of physical… | 17 stars · 7 forks | No one-command install · Source | |
| 1631 | 76.366 | google-workspace-mcp-server-3mcp · back-end | MCP server for Google Workspace APIs - Docs, Sheets, Drive, Gmail, and Calendar. Enables reading, creating, and editing Google Docs and Sheets… | 17 stars · 7 forks | No one-command install · Source | |
| 1631 | 76.366 | amap-weather-mcp-servermcp · back-end | 基于高德地图API的中国城市天气查询MCP服务，支持实时天气和未来几天天气预报查询。 | 17 stars · 7 forks | No one-command install · Source | |
| 1631 | 76.366 | wricardo-grpc-reflectionmcp · back-end | Integrates with gRPC services using grpcurl, enabling method invocation, service listing, and description with custom header support for versatile API… | 17 stars · 7 forks | No one-command install · Source | |
| 1638 | 76.331 | goreleaser-mcpmcp · back-end | MCP server for GoReleaser that enables AI assistants to validate, fix, and modernize GoReleaser configurations. | 22 stars · 4 forks | No one-command install · Source | |
| 1638 | 76.331 | ruyi-mcpmcp · back-end | Community MCP server for RuyiPage enabling browser automation, fingerprint analysis, network interception, and human behavior simulation via 56 MCP… | 22 stars · 4 forks | No one-command install · Source | |
| 1638 | 76.331 | iceener-google-mapsmcp · back-end | Integrates with Google Maps Platform APIs to provide place searching, detailed location information with ratings and reviews, and route computation… | 22 stars · 4 forks | No one-command install · Source | |
| 1638 | 76.331 | network-ai-assistantmcp · back-end | Asynchronous MCP server for unified multi-platform network infrastructure management, providing 97 tools across 10 connectors including SSH, MikroTik… | 22 stars · 4 forks | No one-command install · Source | |
| 1638 | 76.331 | topologicpy-mcp-servermcp · back-end | Enables LLMs to perform architectural spatial modeling through natural language, including creating, manipulating, and analyzing 3D building models… | 22 stars · 4 forks | No one-command install · Source | |
| 1638 | 76.331 | expo-docs-mcp-servermcp · back-end | Provides access to Expo documentation with advanced search, full content retrieval, section browsing, API references, and quick start guides. | 22 stars · 4 forks | No one-command install · Source | |
| 1638 | 76.331 | guitar-pro-mcpmcp · back-end | A Message Control Protocol (MCP) server for manipulating Guitar Pro files. It provides tools for opening, modifying, and saving Guitar Pro files… | 22 stars · 4 forks | No one-command install · Source | |
| 1645 | 76.278 | now-sdk-ext-mcpmcp · back-end | An MCP server that enables AI assistants to interact with ServiceNow instances, allowing script execution, data querying, ATF tests, and log tailing… | 16 stars · 8 forks | No one-command install · Source | |
| 1645 | 76.278 | wycats-mcpifymcp · back-end | Transforms OpenAPI/Swagger specifications into dynamic MCP tools on the fly, enabling interaction with any REST API without custom implementation for… | 16 stars · 8 forks | No one-command install · Source | |
| 1645 | 76.278 | gerred-replicatemcp · back-end | Integrates with Replicate API to provide seamless access to diverse machine learning models for inference and result retrieval across various domains. | 16 stars · 8 forks | No one-command install · Source | |
| 1648 | 76.275 | wechat-mcp-servermcp · back-end | Enables Claude Code to read encrypted WeChat chat history from local database, search messages, view sessions and contacts. | 18 stars · 6 forks | No one-command install · Source | |
| 1648 | 76.275 | openehr-mcp-servermcp · back-end | Enables MCP clients like Claude Desktop to interact with openEHR REST APIs (EHRbase) for creating compositions, managing EHRs, listing templates, and… | 18 stars · 6 forks | No one-command install · Source | |
| 1650 | 76.242 | companies-house-mcpmcp · back-end | Enables looking up UK companies, officers, ownership, filings, and running due diligence checks via the Companies House API, usable from AI tools like… | 13 stars · 9 forks | No one-command install · Source | |
| 1651 | 76.182 | engawamcp · back-end | An MCP server providing tools to read articles, RSS feeds, NASA APOD, daily art, arXiv papers, poems, and historical events with a focus on clean… | 32 stars · 2 forks | No one-command install · Source | |
| 1651 | 76.182 | eu-ai-act-compliance-mcp-servermcp · back-end | Provides automated EU AI Act compliance tools, including risk classification, role determination, transparency disclosures, content watermarking… | 32 stars · 2 forks | No one-command install · Source | |
| 1653 | 76.160 | seekstonemcp · back-end | MCP Server for Obsidian. | 25 stars · 3 forks | No one-command install · Source | |
| 1653 | 76.160 | gh-julesliu390-amadeus-qqmcp · back-end | Bridges QQ messaging through NapCatQQ's OneBot v11 API, enabling real-time message monitoring, context buffering, and automated responses in QQ groups… | 25 stars · 3 forks | No one-command install · Source | |
| 1655 | 76.076 | zenrowsmcp · back-end | Scrapes any webpage through the ZenRows Universal Scraper API, including JavaScript-rendered content and anti-bot protected sites. | 19 stars · 5 forks | No one-command install · Source | |
| 1655 | 76.076 | webull-openapi-mcp-servermcp · back-end | Enables AI assistants to securely access Webull trading and market data, including real-time market data, screener, watchlist, fundamentals, and order… | 19 stars · 5 forks | No one-command install · Source | |
| 1655 | 76.076 | skrul-protoolsmcp · back-end | Connects to Avid Pro Tools through the PTSL API to enable session management, transport control, track operations, timeline editing, and marker… | 19 stars · 5 forks | No one-command install · Source | |
| 1655 | 76.076 | tokidoo-obsidian-advancedmcp · back-end | Integrates with Obsidian vaults through the Local REST API plugin to provide advanced note management, search, batch operations, graph analysis, and… | 19 stars · 5 forks | No one-command install · Source | |
| 1655 | 76.076 | koreainvestment-mcpmcp · back-end | Enables users to search for Korea Investment & Securities APIs using natural language queries, returning structured responses with API details such as… | 19 stars · 5 forks | No one-command install · Source | |
| 1655 | 76.076 | ashwinsundar-congress-govmcp · back-end | Integrates with the Congress.gov API to retrieve US legislative data including bills, amendments, voting records, committee information, member… | 19 stars · 5 forks | No one-command install · Source | |
| 1655 | 76.076 | cursor-soundmcp · back-end | Lightweight macOS server that plays a system sound effect after code generation is complete, providing auditory feedback for developers during coding… | 19 stars · 5 forks | No one-command install · Source | |
| 1655 | 76.076 | johnneerdael-swagger-explorermcp · back-end | Analyzes and interacts with Swagger/OpenAPI specifications to enable dynamic API exploration, endpoint filtering, and schema validation for developers… | 19 stars · 5 forks | No one-command install · Source | |
| 1663 | 76.055 | ethereum-rpcmcp · back-end | Provides a bridge to the Ethereum blockchain for querying contract bytecode, gas prices, and account balances through standard JSON-RPC calls to… | 12 stars · 9 forks | No one-command install · Source | |
| 1664 | 76.048 | adhikasp-linkedinmcp · back-end | Integrates with an unofficial LinkedIn API to retrieve feed posts, search jobs, and analyze job matches against resumes. | 203 stars | No commit datelisted | No one-command install · Source |
| 1665 | 75.980 | chuk-mcp-lazarusmcp · back-end | Mechanistic interpretability MCP server wrapping chuk-lazarus, enabling model loading, activation extraction, probe training, steering, and ablation… | 21 stars · 4 forks | No one-command install · Source | |
| 1665 | 75.980 | delimitmcp · back-endalso listed as delimit-ai-delimit | API governance toolkit with breaking change detection, security audit, persistent task ledger, and multi-model consensus for AI coding assistants. | 21 stars · 4 forks | No one-command install · Source | |
| 1665 | 75.980 | mnemoverse-memorymcp · back-end | Persistent memory storage that syncs context across coding assistants and AI tools using a unified API key. | 21 stars · 4 forks | No one-command install · Source | |
| 1665 | 75.980 | codesurfacemcp · back-endalso listed as codeturion-codesurface | MCP server that indexes your codebase's public API at startup and serves it via compact tool responses, saving tokens vs reading source files. | 21 stars · 4 forks | No one-command install · Source | |
| 1665 | 75.980 | professioneit-lsp-bridgemcp · back-end | Bridges Language Server Protocol (LSP) servers to provide advanced code intelligence features like go-to-definition, find references, hover… | 21 stars · 4 forks | No one-command install · Source | |
| 1665 | 75.980 | coreldraw-signage-mcpmcp · back-end | This MCP server exposes CorelDRAW as a tool server, enabling AI agents to create documents, replace text, manipulate shapes, run preflight checks, and… | 21 stars · 4 forks | No one-command install · Source | |
| 1665 | 75.980 | mcpretentiousmcp · back-end | MCP server for terminal control enabling AI to manage terminal sessions via iTerm2 or tmux, with features like screen reading, keyboard/mouse input… | 21 stars · 4 forks | No one-command install · Source | |
| 1665 | 75.980 | dragomiralin-openstack-commandermcp · back-end | Enables secure management of OpenStack infrastructure through natural language commands for server, project, flavor, and image operations via… | 21 stars · 4 forks | No one-command install · Source | |
| 1665 | 75.980 | whoiser-whoismcp · back-end | Provides a lightweight server for performing WHOIS lookups using the whoiser library, enabling retrieval of domain registration and ownership… | 21 stars · 4 forks | No one-command install · Source | |
| 1676 | 75.946 | automations-project-airtable-usermcp · back-end | Community MCP server for Airtable with 30 tools for schema inspection, field CRUD, view configuration, and formula validation. | 31 stars · 2 forks | No one-command install · Source | |
| 1677 | 75.929 | tiangong-ai-mcpmcp · back-end | TianGong AI Model Context Protocol (MCP) Server supports Streamable Http protocol. | 4 stars · 12 forks | No one-command install · Source | |
| 1677 | 75.929 | missive-mcp-servermcp · back-end | An MCP server that interfaces with the Missive API, enabling Claude to manage email conversations, contacts, and team collaboration. | 4 stars · 12 forks | No one-command install · Source | |
| 1679 | 75.918 | nist-nvd-mcp-server-2mcp · back-end | Search and audit NIST NVD CVEs by keyword, severity, CWE, CISA KEV status, and CPE. | 12,481 installs | No commit datelisted | No one-command install · Source |
| 1680 | 75.917 | tiktok-live-studio-mcpmcp · back-end | A local MCP server for Windows that lets stdio MCP clients control TikTok LIVE Studio via its Socket.IO protocol, providing tools for scenes, sources… | 48 stars · 1 fork | No one-command install · Source | |
| 1681 | 75.856 | wekan-mcp-servermcp · back-end | Enables interaction with Wekan kanban boards through the Wekan REST API, supporting board, list, and card operations via natural language. | 5 stars · 11 forks | No one-command install · Source | |
| 1682 | 75.815 | run402mcp · back-end | Provision and manage AI-native Postgres databases with REST API, auth, storage, and static site hosting via x402 micropayments. | 24 stars · 3 forks | No one-command install · Source | |
| 1682 | 75.815 | lling0000-siftmarksmcp · back-end | Local bookmark management MCP server exposing a personal bookmark library to AI clients with search and organization tools. | 24 stars · 3 forks | No one-command install · Source | |
| 1682 | 75.815 | floriansmeyers-sflow-airunnermcp · back-end | Job scheduling and automation server that executes Claude Code CLI tasks on cron schedules with web dashboard, webhook endpoints, and dynamic MCP… | 24 stars · 3 forks | No one-command install · Source | |
| 1685 | 75.810 | planfix-mcp-servermcp · back-end | Enables integration with Planfix CRM and task management system, allowing lead management, contact/company management, task… | 11 stars · 9 forks | No one-command install · Source | |
| 1685 | 75.810 | adriangrahldev-trellomcp · back-end | Integrates with Trello's REST API to manage boards, lists, cards, labels, and actions with batch operations, comment management, and comprehensive… | 11 stars · 9 forks | No one-command install · Source | |
| 1685 | 75.810 | finam-mcp-servermcp · back-end | Enables trading operations on the Finam platform via natural language, allowing users to manage accounts, place orders, and retrieve market data… | 11 stars · 9 forks | No one-command install · Source | |
| 1688 | 75.782 | clearml-mcpmcp · back-end | A lightweight Model Context Protocol (MCP) server that enables AI assistants to interact with ClearML experiments, models, and projects. | 16 stars · 7 forks | No one-command install · Source | |
| 1688 | 75.782 | after-effects-mcp-servermcp · back-end | Enables AI assistants to control Adobe After Effects for composition, layer, effect, preset, marker, and audio automation through a bridge panel. | 16 stars · 7 forks | No one-command install · Source | |
| 1688 | 75.782 | jupyter-notebook-mcp-servermcp · back-end | Enables AI agents to read, edit, execute cells, and capture outputs from Jupyter notebooks directly within VS Code or Cursor via the Model Context… | 16 stars · 7 forks | No one-command install · Source | |
| 1688 | 75.782 | ncbi-datasets-mcp-servermcp · back-end | Provides comprehensive access to the NCBI Datasets API, enabling genomic, taxonomic, and biological data operations through 31 specialized tools. | 16 stars · 7 forks | No one-command install · Source | |
| 1688 | 75.782 | gwbischof-bluesky-social-mcpmcp · back-end | An MCP server for interacting with Bluesky via the atproto client. | 16 stars · 7 forks | No one-command install · Source | |
| 1693 | 75.737 | pbix-mcpmcp · back-end | MCP server for creating, editing, and evaluating Power BI (.pbix/.pbit) files without Power BI Desktop. Supports 101 tools including report creation… | 17 stars · 6 forks | No one-command install · Source | |
| 1693 | 75.737 | olkmcp · back-end | A CLI and MCP server for Microsoft Outlook and OneDrive via the Microsoft Graph API, enabling AI agents to manage email, calendar, contacts, tasks… | 17 stars · 6 forks | No one-command install · Source | |
| 1693 | 75.737 | sportteryapimcp · back-end | Cloudflare Worker REST API + local MCP server for China Sports Lottery football odds, providing live odds, derived probabilities, Kelly value, and… | 17 stars · 6 forks | No one-command install · Source | |
| 1693 | 75.737 | phabricator-mcpmcp · back-end | Enables AI assistants to interact with Phabricator tasks, code reviews, repositories, and more via the Conduit API. | 17 stars · 6 forks | No one-command install · Source | |
| 1693 | 75.737 | willvelida-mcp-afl-servermcp · back-end | MCP server that integrates with the Squiggle API to provide information on Australian Football League teams, ladder standings, results, tips, and… | 17 stars · 6 forks | No one-command install · Source | |
| 1693 | 75.737 | selent-mcpmcp · back-end | Provides dynamic access to the entire Meraki Dashboard API plus advanced compliance and security auditing capabilities. | 17 stars · 6 forks | No one-command install · Source | |
| 1693 | 75.737 | metersphere-api-testingmcp · back-end | Bridges AI systems with MeterSphere's testing platform, enabling natural language control of API testing, debugging, and documentation generation… | 17 stars · 6 forks | No one-command install · Source | |
| 1693 | 75.737 | pavanjava-kafka-streamingmcp · back-end | Enables seamless Kafka message streaming for AI models by providing publish and consume functionalities through a configurable Python server with… | 17 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.