Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4101 | 82.2899 | etairl-parallel-browsermcp · browser | Parallel browser automation across Browserbase, Anchor Browser, and Cloudflare providers. | 42 stars · 5 forks | No one-command install · Source | |
| 4101 | 82.2899 | boxlite-computer-usemcp · browser | Provides computer use capabilities through an isolated Ubuntu desktop sandbox environment, enabling mouse control, keyboard input, screenshot capture… | 42 stars · 5 forks | No one-command install · Source | |
| 4101 | 82.2899 | autolearn-mcp-servermcp · ai-agents | An MCP server that enables AI agents to dynamically create and reuse executable skills (Python functions) from natural language descriptions, with… | 42 stars · 5 forks | No one-command install · Source | |
| 4104 | 82.2812 | arvindand-maven-tools-mcpmcp · otheralso listed as maven-tools-mcp-server | Universal Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill). Features bulk operations, version comparison… | 32 stars · 8 forks | No one-command install · Source | |
| 4104 | 82.2812 | infaton-mcp35mcp · back-end | INFATON MCP Server for 1C:Enterprise ERP — 35 tools for metadata inspection, document CRUD, register queries, and BSP integration. First MCP server… | 32 stars · 8 forks | No one-command install · Source | |
| 4104 | 82.2812 | pzalutski-sharplensmcp · other | 62 semantic C# and .NET analysis tools via Roslyn for navigation, refactoring, and code generation. | 32 stars · 8 forks | No one-command install · Source | |
| 4104 | 82.2812 | chemlintmcp · ai-agents | An MCP server that gives LLMs native access to cheminformatics and molecular ML tools, enabling molecular structure manipulation, descriptor… | 32 stars · 8 forks | No one-command install · Source | |
| 4104 | 82.2812 | themeselection-flyonuimcp · front-end | Integrates with the FlyonUI component library to provide access to block metadata, component code, and structured workflows for creating, inspiring… | 32 stars · 8 forks | No one-command install · Source | |
| 4104 | 82.2812 | ihacksubhodip-ios-mobile-automationmcp · front-end | Provides iOS mobile automation capabilities through Appium and XCUITest integration for taking screenshots, launching apps, finding UI elements… | 32 stars · 8 forks | No one-command install · Source | |
| 4104 | 82.2812 | zellerhaus-batchdata-real-estate62b6mcp · observability | Provides real estate data management through batch processing operations for handling property listings, market analytics, and property management… | 32 stars · 8 forks | No one-command install · Source | |
| 4104 | 82.2812 | actor-critic-thinkingmcp · other | Provides dual-perspective analysis through alternating actor and critic viewpoints for evaluating creative works, strategic decisions, and complex… | 32 stars · 8 forks | No one-command install · Source | |
| 4113 | 82.2809 | gravitykit-gravity-formsmcp · back-end | Integrates with Gravity Forms REST API v2 to provide comprehensive form, entry, submission, feed, and notification management with intelligent field… | 24 stars · 13 forks | No one-command install · Source | |
| 4113 | 82.2809 | ukenn2112-bangumi-tvmcp · back-end | Integrates with Bangumi TV API to retrieve anime information, user data, and media details for tracking and discovering anime and manga collections | 24 stars · 13 forks | No one-command install · Source | |
| 4113 | 82.2809 | mrserzhan-albert-heijnmcp · other | Retrieves product information, prices, and store data from the Albert Heijn Dutch supermarket. | 24 stars · 13 forks | No one-command install · Source | |
| 4116 | 82.2511 | ahnlabio-bicscanmcp · back-end | Provides a bridge to the BICScan API for assessing blockchain risk and analyzing digital assets through risk scoring and detailed holdings information | 17 stars · 14 forks | No one-command install · Source | |
| 4117 | 82.2488 | dkships-pm-copilotmcp · back-end | Triangulates HelpScout support tickets and ProductLift feature requests to generate prioritized product plans. Scores themes by convergence (same… | 30 stars · 9 forks | No one-command install · Source | |
| 4117 | 82.2488 | sushegaad-iso27001mcp · other | ISO 27001 compliance workspace with risk management, policies, Statement of Applicability, evidence tracking, and audit workflows. | 30 stars · 9 forks | No one-command install · Source | |
| 4117 | 82.2488 | healthclawguardrailsmcp · ai-agents | Open-source guardrails between AI agents and FHIR clinical data — PHI redaction, immutable audit, step-up auth, tenant isolation. MCP server +… | 30 stars · 9 forks | No one-command install · Source | |
| 4117 | 82.2488 | wavespeedmcpmcp · other | Provides a standardized interface for accessing WaveSpeed's image and video generation capabilities through the MCP protocol. | 30 stars · 9 forks | No one-command install · Source | |
| 4117 | 82.2488 | pschina-deepseek-as-subagentmcp · ai-agents | Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI. DeepSeek gets its own 7-tool agent loop (Read/Write/Edit/Bash/Glob/Grep/NotebookEdit)… | 30 stars · 9 forks | No one-command install · Source | |
| 4117 | 82.2488 | logseq-api-mcpmcp · back-end | AI assistant integration with Logseq knowledge graph: 21 tools to read, write, query, and search notes, enabling seamless interaction with your notes. | 30 stars · 9 forks | No one-command install · Source | |
| 4117 | 82.2488 | cv-forgemcp · back-endalso listed as thechandanbhagat-cv-forge | An MCP server that analyzes job postings and generates tailored, ATS-friendly CVs, cover letters, and email templates in multiple formats including… | 30 stars · 9 forks | No one-command install · Source | |
| 4117 | 82.2488 | skills-mcp-skillsmcp · other | Provides a registry system for organizing and accessing specialized expertise packages as reusable skills with automatic discovery, validation, and… | 30 stars · 9 forks | No one-command install · Source | |
| 4117 | 82.2488 | anpigon-obsidian-omnisearchmcp · search | Integrates Obsidian vaults to enable searching and retrieving notes, leveraging personal knowledge for various applications. | 30 stars · 9 forks | No one-command install · Source | |
| 4127 | 82.2349 | kunihiros-claude-codemcp · ai-agents | Use Claude Code with less capable LLMs. | 34 stars · 7 forks | No one-command install · Source | |
| 4127 | 82.2349 | kimai-mcp-servermcp · back-end | Enables AI assistants to interact with Kimai time-tracking API for managing timesheets, projects, activities, customers, users, and more. | 34 stars · 7 forks | No one-command install · Source | |
| 4127 | 82.2349 | hypurrquant-perp-climcp · back-end | Multi-DEX perpetual futures trading MCP server for Pacifica (Solana), Hyperliquid (HyperEVM), and Lighter (Ethereum). 18 tools for market data, trade… | 34 stars · 7 forks | No one-command install · Source | |
| 4127 | 82.2349 | bigsy-maven-dependenciesmcp · github-vcs | Integrates with Maven Central Repository to verify and retrieve dependency versions for automated project management and updates. | 34 stars · 7 forks | No one-command install · Source | |
| 4127 | 82.2349 | richlira-compassmcp · comms | Shared task state and project context across Claude Chat, Cowork, and Code. | 34 stars · 7 forks | No one-command install · Source | |
| 4127 | 82.2349 | neosun100-translategemmamcp · devops | Provides local translation using Google's TranslateGemma models with support for 55 languages, multi-platform Docker deployment, and intelligent text… | 34 stars · 7 forks | No one-command install · Source | |
| 4127 | 82.2349 | larsenweigle-langextractmcp · other | Extracts structured information from unstructured text and URLs using Google's LangExtract library and Gemini models, maintaining precise source… | 34 stars · 7 forks | No one-command install · Source | |
| 4127 | 82.2349 | ouvreboite-openapi-to-mcpmcp · back-end | Lightweight MCP server to access any API using their OpenAPI specification. Supports OAuth2 and full JSON schema parameters and request body. | 34 stars · 7 forks | No one-command install · Source | |
| 4127 | 82.2349 | webcoderz-geomcp · search | Integrates multiple geocoding services to provide flexible location-based operations including forward/reverse geocoding and address information… | 34 stars · 7 forks | No one-command install · Source | |
| 4136 | 82.2328 | jedpatterson-whoopmcp · observability | Integrates with Whoop fitness trackers to provide access to biometric data including daily metrics, sleep analysis, recovery tracking with HRV trends… | 13 stars · 15 forks | No one-command install · Source | |
| 4137 | 82.2233 | zoteusmcp · back-end | An MCP server that gives AI assistants complete, safe access to your Zotero library for searching, citing, adding papers, and formatting… | 49 stars · 4 forks | No one-command install · Source | |
| 4138 | 82.2170 | deptrustmcp · back-end | deptrust is a CLI that checks package versions for known vulnerabilities across npm, PyPI, crates.io, Go modules, RubyGems, NuGet, Maven, Packagist… | 61 stars · 3 forks | No one-command install · Source | |
| 4139 | 82.1959 | yamanoku-baseline-web-compatibilitymcp · back-end | Provides real-time browser compatibility status for Web Platform APIs by connecting to the WebStatus API, helping web developers make informed… | 37 stars · 6 forks | No one-command install · Source | |
| 4139 | 82.1959 | reeeeemo-gedcom-ancestry-filesmcp · other | Analyze family tree data from GEDCOM genealogy files. | 37 stars · 6 forks | No one-command install · Source | |
| 4139 | 82.1959 | fl-studio-piano-roll-mcpmcp · ai-agents | An MCP server that enables AI assistants like Claude to interact with FL Studio's piano roll, allowing users to create melodies, chord progressions… | 37 stars · 6 forks | No one-command install · Source | |
| 4139 | 82.1959 | d-kimuson-esa-iomcp · back-end | Integrates with esa.io API for searching and retrieving team knowledge, enabling efficient information access and collaboration. | 37 stars · 6 forks | No one-command install · Source | |
| 4139 | 82.1959 | vivekhaldar-emacs-lisp-generatormcp · other | Enables AI to interact with Emacs by generating and executing Elisp code for buffer manipulation, text editing, and configuration changes without… | 37 stars · 6 forks | No one-command install · Source | |
| 4144 | 82.1834 | husamabusafa-hasura-graphqlmcp · back-end | Enables AI interaction with Hasura GraphQL endpoints for schema discovery, data querying, and database operations through a comprehensive set of… | 23 stars · 13 forks | No one-command install · Source | |
| 4145 | 82.1548 | no-humanmcp · github-vcs | From ticket to reviewed pull request, on your own machine | 226 stars · 1 fork | No one-command install · Source | |
| 4146 | 82.1444 | jmrplens-gitlabmcp · back-end | Exposes the entire GitLab REST API as 1006 MCP tools across 162 domain sub-packages for AI-driven GitLab management. | 41 stars · 5 forks | No one-command install · Source | |
| 4146 | 82.1444 | keminghe-python-dependency-manager-companionmcp · other | Streamlines Python package management workflows by providing tools for dependency installation, virtual environment management, and project setup… | 41 stars · 5 forks | No one-command install · Source | |
| 4146 | 82.1444 | roddutra-agent-gatewaymcp · ai-agents | Aggregates multiple MCP servers behind single interface with on-demand tool discovery and per-agent access control | 41 stars · 5 forks | No one-command install · Source | |
| 4146 | 82.1444 | ryft-icebergmcp · devops | Provides direct access to Apache Iceberg tables stored in AWS, enabling exploration of catalogs, schemas, properties, and partition information… | 41 stars · 5 forks | No one-command install · Source | |
| 4150 | 82.1219 | deslicer-splunkmcp · observability | Integrates with Splunk Enterprise through the Splunk SDK to provide search execution, health monitoring, user management, and alert analysis with… | 27 stars · 11 forks | No one-command install · Source | |
| 4150 | 82.1219 | yuiseki-gyazomcp · other | Integrates with Gyazo to retrieve Gyazo images and metadata, enabling image analysis and content processing. | 27 stars · 11 forks | No one-command install · Source | |
| 4150 | 82.1219 | resonant-mindmcp · ai-agents | MCP server providing persistent cognitive infrastructure including semantic memory, emotional processing, identity continuity, and a subconscious… | 27 stars · 11 forks | No one-command install · Source | |
| 4150 | 82.1219 | ghidramcpmcp · ai-agents | MCP server that allows LLMs to autonomously reverse engineer applications using Ghidra, exposing tools like decompilation, renaming, and listing… | 27 stars · 11 forks | No one-command install · Source | |
| 4150 | 82.1219 | gmen1057-headhuntermcp · search | Integrates with HeadHunter (hh.ru) job search platform to enable vacancy searching with advanced filtering, resume management, job applications, and… | 27 stars · 11 forks | No one-command install · Source | |
| 4150 | 82.1219 | mcp-stdio-to-streamable-http-adaptermcp · back-end | Bridges STDIO MCP clients to Streamable HTTP MCP servers, allowing any STDIO-supported client to use Streamable HTTP servers immediately. | 27 stars · 11 forks | No one-command install · Source | |
| 4150 | 82.1219 | wealthy-tradingmcp · search | Integrates with the Wealthy trading platform to enable real-time financial operations including price queries, order placement, portfolio management… | 27 stars · 11 forks | No one-command install · Source | |
| 4150 | 82.1219 | lenwood-college-football-datamcp · back-end | Integrates with College Football Data API to provide natural language querying of game results, team records, player stats, rankings, and advanced… | 27 stars · 11 forks | No one-command install · Source | |
| 4158 | 82.1211 | codexmcpmcp · back-end | A FastMCP server that wraps OpenAI Codex CLI to provide AI-powered code generation, refactoring, and documentation via a standardized API. | 60 stars · 3 forks | No one-command install · Source | |
| 4159 | 82.1046 | sera-mcp-servermcp · back-end | Enables AI assistants to query market data, check balances, execute swaps, and manage orders on the Sera stablecoin exchange platform through natural… | 10 stars · 16 forks | No one-command install · Source | |
| 4159 | 82.1046 | mcp-gmailmcp · comms | Enables Gmail access through MCP, allowing LLMs to read, compose, and send emails. | 10 stars · 16 forks | No one-command install · Source | |
| 4161 | 82.0758 | runwayml-runway-apimcp · back-end | Integrates with Runway's generative AI platform to create and edit videos and images through text-to-image generation, image-to-video conversion… | 22 stars · 13 forks | No one-command install · Source | |
| 4162 | 82.0659 | taurgis-sfcc-devmcp · observability | Connects to Salesforce B2C Commerce Cloud instances via WebDAV for real-time log monitoring, debugging, and comprehensive SFCC API documentation… | 28 stars · 10 forks | No one-command install · Source | |
| 4162 | 82.0659 | szowesgad-semgrepmcp · other | Integrates Semgrep for static code analysis, enabling AI-driven security scanning, vulnerability detection, and code quality improvement across… | 28 stars · 10 forks | No one-command install · Source | |
| 4162 | 82.0659 | suno-music-generatormcp · back-end | Enables AI assistants to generate custom music compositions with specified lyrics, style tags, and titles through the Suno API, delivering completed… | 28 stars · 10 forks | No one-command install · Source | |
| 4162 | 82.0659 | camdenclark-jiramcp · other | Integrates Jira for natural language querying and manipulation of project management data. | 28 stars · 10 forks | No one-command install · Source | |
| 4166 | 82.0583 | msaad00-agent-bommcp · devops | AI infrastructure security scanner for CVEs, SBOMs, compliance checks, and dependency auditing. | 31 stars · 8 forks | No one-command install · Source | |
| 4166 | 82.0583 | openstudio-mcpmcp · other | Enables natural language interaction with OpenStudio building energy simulation, allowing creation, querying, and modification of models, running… | 31 stars · 8 forks | No one-command install · Source | |
| 4166 | 82.0583 | zth0828-minimaxmcp · back-end | Unified MCP server for MiniMax multimodal AI covering text, image, speech, video, and music generation. | 31 stars · 8 forks | No one-command install · Source | |
| 4166 | 82.0583 | cybersamuraix-hermes-n8nmcp · other | Local stdio MCP bridge for managing self-hosted n8n workflows including listing, inspecting, activating, and checking execution status. | 31 stars · 8 forks | No one-command install · Source | |
| 4166 | 82.0583 | adaptive-graph-of-thoughtsmcp · other | Processes complex scientific queries through an 8-stage Graph-of-Thoughts pipeline that decomposes questions into hypotheses, gathers evidence, builds… | 31 stars · 8 forks | No one-command install · Source | |
| 4166 | 82.0583 | greensheep01201-stitchmcp · front-end | Integrates with Google Stitch API using OAuth authentication to provide automated design workflow capabilities including UI/UX development, design… | 31 stars · 8 forks | No one-command install · Source | |
| 4166 | 82.0583 | casualmarketmcp · back-end | A Taiwan stock trading MCP server providing over 23 tools for real-time stock prices, financial analysis, market information, and simulated trading. | 31 stars · 8 forks | No one-command install · Source | |
| 4166 | 82.0583 | badhansen-notion-todo-listmcp · back-end | Integrates with Notion's API to manage personal todo lists, enabling task creation, retrieval, and automation within specified Notion pages. | 31 stars · 8 forks | No one-command install · Source | |
| 4166 | 82.0583 | phxdev1-archymcp · github-vcs | Generates architectural diagrams from text descriptions or GitHub repositories using Mermaid syntax, supporting flowcharts, class diagrams, sequence… | 31 stars · 8 forks | No one-command install · Source | |
| 4166 | 82.0583 | hritik003-linkedin-integrationmcp · search | Integrates with LinkedIn to enable profile retrieval, job searching, feed post access, and resume analysis for automated platform engagement. | 31 stars · 8 forks | No one-command install · Source | |
| 4176 | 82.0417 | pwh-pwh-coin-mcp-servermcp · back-end | Bitget API to fetch cryptocurrency price. | 26 stars · 12 forks | No one-command install · Source | |
| 4177 | 82.0401 | dolphin-mcp-pilotmcp · ai-agents | Production-ready MCP server for Apache DolphinScheduler. Enables AI agents to operate data workflows end-to-end with 58 tools covering DAG creation… | 12 stars · 15 forks | No one-command install · Source | |
| 4178 | 82.0221 | mybuddymichael-youtube-transcriptmcp · other | Fetches and analyzes YouTube video transcripts by accepting URLs or video IDs and returning formatted transcript data with timestamps for video… | 59 stars · 3 forks | No one-command install · Source | |
| 4179 | 82.0151 | mnemosmcp · ai-agents | MCP server providing persistent memory, semantic search, versioned storage, webhook fanout, and unified LLM routing for AI agents via FastAPI runtime… | 33 stars · 7 forks | No one-command install · Source | |
| 4179 | 82.0151 | infobipmcp · otheralso listed as infobip-search-mcp, infobip-search-mcp-2, infobip-search-mcp-3, infobip-search-mcp-4 | Integration with the Infobip communication platform that allows you to reach your customers globally across any channel. | 33 stars · 7 forks | No one-command install · Source | |
| 4179 | 82.0151 | rpg-encodermcp · search | Provides semantic codebase understanding via a graph, enabling AI agents to search, explore, and plan changes with whole-repo context in a single tool… | 33 stars · 7 forks | No one-command install · Source | |
| 4179 | 82.0151 | appstore-connectmcp · auth | Integrates with Apple's App Store Connect API to provide direct access to iOS app sales reports, user analytics, app health metrics, beta testing… | 33 stars · 7 forks | No one-command install · Source | |
| 4179 | 82.0151 | inhiblabcore-mcp-image-compressionmcp · back-end | MCP server for local compression of various image formats. | 33 stars · 7 forks | No one-command install · Source | |
| 4179 | 82.0151 | praneybehl-claude-code-reviewmcp · ai-agents | Provides a server for obtaining structured and freeform code reviews from OpenAI, Google, and Anthropic models with support for project context… | 33 stars · 7 forks | No one-command install · Source | |
| 4179 | 82.0151 | stephanj-githubmcp · github-vcs | Integrates with GitHub's API to enable repository management, issue tracking, pull request handling, and code manipulation through natural language… | 33 stars · 7 forks | No one-command install · Source | |
| 4190 | 82.0102 | kevinwatt-searxngmcp · search | Integrates SearXNG's meta-search capabilities to provide privacy-focused, customizable search results from multiple engines for diverse information… | 36 stars · 6 forks | No one-command install · Source | |
| 4190 | 82.0102 | ditrixnew-1c-enterprise-dbmcp · database | Connect to 1C:Enterprise databases through a native DLL transport layer. | 36 stars · 6 forks | No one-command install · Source | |
| 4190 | 82.0102 | robotarm-mcp-p340mcp · other | Enables natural language control of ElephantRobotics MyCobot series robotic arms (especially ultraArmP340) through MCP protocol, with simulation mode… | 36 stars · 6 forks | No one-command install · Source | |
| 4190 | 82.0102 | deepseekmine-pdf-readermcp · search | Extracts and processes content from PDF documents, offering text reading, OCR capabilities, and image retrieval with performance-optimized caching. | 36 stars · 6 forks | No one-command install · Source | |
| 4190 | 82.0102 | text-editormcp · back-end | Implements Claude's text editor tool as a server, enabling viewing, editing, and creating text files with persistent state across command calls. | 36 stars · 6 forks | No one-command install · Source | |
| 4195 | 81.9876 | pasympa-discordmcp · back-end | Controls Discord servers with 45 tools for messages, channels, roles, permissions, and moderation. | 21 stars · 13 forks | No one-command install · Source | |
| 4195 | 81.9876 | ybouhjira-openai-ttsmcp · back-end | Converts text to speech using OpenAI's TTS API with configurable voices and cross-platform audio playback. | 21 stars · 13 forks | No one-command install · Source | |
| 4195 | 81.9876 | kukapay-token-mintermcp · devops | Enables AI assistants to deploy and manage ERC-20 tokens across multiple blockchain networks, providing tools for token creation, balance checking… | 21 stars · 13 forks | No one-command install · Source | |
| 4198 | 81.9671 | onlyoffice-docspacemcp · other | Manage documents, rooms, and users in ONLYOFFICE collaborative workspace | 29 stars · 9 forks | No one-command install · Source | |
| 4198 | 81.9671 | gh-nicholasglazer-gnosismcp · database | Zero-config searchable documentation with SQLite or PostgreSQL storage. | 29 stars · 9 forks | No one-command install · Source | |
| 4198 | 81.9671 | vectara-ragmcp · search | Provides a bridge between conversational interfaces and Vectara's Retrieval-Augmented Generation capabilities, enabling powerful search queries that… | 29 stars · 9 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.