Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4801 | 77.591 | 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 | |
| 4801 | 77.591 | amineelkouhen-cockroachdbmcp · database | Integrates with CockroachDB to provide cluster monitoring, database operations, table management, and SQL query execution with transaction support and… | 12 stars · 10 forks | No one-command install · Source | |
| 4801 | 77.591 | monarch-moneymcp · other | Integrates with Monarch Money for accounts, transactions, budgets, cashflow, investments, and credit history. | 12 stars · 10 forks | No one-command install · Source | |
| 4801 | 77.591 | 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 | |
| 4801 | 77.591 | 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 | |
| 4801 | 77.591 | courtlistener-mcp-servermcp · database | 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 | |
| 4801 | 77.591 | 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 | |
| 4801 | 77.591 | dannysubsense-youtube-datamcp · search | Integrates with YouTube's Data API v3 and transcript extraction to provide video analysis, channel management, playlist operations, content discovery… | 12 stars · 10 forks | No one-command install · Source | |
| 4801 | 77.591 | 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 | |
| 4810 | 77.590 | optimike-obsidian-mcpmcp · search | 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 | |
| 4811 | 77.558 | agent-care-mcpmcp · ai-agents | Integrates with EMRs like Cerner and Epic via FHIR to retrieve patient data, and provides medical research tools (PubMed, clinical trials, FDA) for… | 1 star · 27 forks | No one-command install · Source | |
| 4812 | 77.555 | r0x-osmcp · payments | Enables AI agents to interact with Robinhood Chain via USDG payments, offering tools for balance, pricing, trading, and more. | 63 stars · 1 fork | No one-command install · Source | |
| 4812 | 77.555 | codex-workflows-mcp-servermcp · ai-agents | 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 | |
| 4814 | 77.551 | entity-verificationmcp · auth | Verified business-identity intelligence for AI agents & MCP clients — company verification, VAT, BORME, GLEIF, ownership and risk signals across 34… | 15,809 installs | No commit datelisted | No one-command install · Source |
| 4815 | 77.522 | mnemoverse-memorymcp · back-end | Persistent memory storage that syncs context across coding assistants and AI tools using a unified API key. | 25 stars · 4 forks | No one-command install · Source | |
| 4815 | 77.522 | 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 | |
| 4815 | 77.522 | cervonwong-ilspymcp · other | Wraps ILSpy for .NET binary decompilation and static analysis from AI assistants. | 25 stars · 4 forks | No one-command install · Source | |
| 4815 | 77.522 | mcp-bitbucketmcp · github-vcs | Enables AI systems to securely interact with self-hosted Bitbucket repositories, pull requests, projects, and code through the Model Context Protocol. | 25 stars · 4 forks | No one-command install · Source | |
| 4815 | 77.522 | tmdaidevs-fabric-ontologymcp · other | Full CRUD control of Ontology items in Microsoft Fabric, including entities, relationships, data bindings, and Power BI report links. | 25 stars · 4 forks | No one-command install · Source | |
| 4815 | 77.522 | dphoeniixx-djebmcp · other | Integrates with JEB decompiler through a Python-Jython bridge to enable direct Android APK analysis, method decompilation, code element manipulation… | 25 stars · 4 forks | No one-command install · Source | |
| 4815 | 77.522 | justcallmcp · ai-agents | Integrates with JustCall's voice communication platform to retrieve and analyze call data with filtering options for date ranges, contact numbers… | 25 stars · 4 forks | No one-command install · Source | |
| 4815 | 77.522 | estevaom-journal-ragmcp · search | Enables semantic search through personal markdown journal entries using vector database technology for effortless retrieval of past experiences… | 25 stars · 4 forks | No one-command install · Source | |
| 4815 | 77.522 | 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 | |
| 4815 | 77.522 | 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 | |
| 4815 | 77.522 | 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 | |
| 4815 | 77.522 | prajwalnayak7-redismcp · search | Integrates with Redis and AWS MemoryDB for fast, in-memory data storage and retrieval, enabling caching, session management, and real-time analytics. | 25 stars · 4 forks | No one-command install · Source | |
| 4815 | 77.522 | mcp-webdriveragentmcp · other | Provides tools to build, package, and sign WebDriverAgent for iOS, enabling natural language automation of Appium WebDriverAgent preparation via MCP. | 25 stars · 4 forks | No one-command install · Source | |
| 4815 | 77.522 | databuttonmcp · front-end | Enables planning and scaffolding of business applications with React frontends and Python backends, helping developers establish structured… | 25 stars · 4 forks | No one-command install · Source | |
| 4829 | 77.504 | wpfleger96-pagerdutymcp · back-end | Exposes PagerDuty API functionality to LLMs. | 8 stars · 11 forks | No one-command install · Source | |
| 4829 | 77.504 | 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 | |
| 4829 | 77.504 | irahulpandey-promptlabmcp · ai-agents | Transforms basic user queries into optimized prompts for AI systems by automatically detecting content type and applying tailored templates from a… | 8 stars · 11 forks | No one-command install · Source | |
| 4832 | 77.480 | sportsdata-mcpmcp · back-end | An MCP server that exposes sports-data APIs from multiple providers (AFL, Sportsbet, Entain, NRL) as interchangeable tools, enabling cross-provider… | 19 stars · 7 forks | No one-command install · Source | |
| 4832 | 77.480 | everything-mcpmcp · search | The definitive MCP server for voidtools Everything - lightning-fast file search for AI agents. | 19 stars · 7 forks | No one-command install · Source | |
| 4832 | 77.480 | maple-auction-mcpmcp · auth | Enables natural language search of the MapleStory auction house through Claude, using the browser's login session securely. | 19 stars · 7 forks | No one-command install · Source | |
| 4832 | 77.480 | 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 | |
| 4832 | 77.480 | yaddyvirus-darktablemcp · other | Controls Darktable photo editing software via natural language, supporting RAW and JPEG processing, non-destructive adjustments, batch editing, and… | 19 stars · 7 forks | No one-command install · Source | |
| 4832 | 77.480 | wechat-mcp-servermcp · database | Enables Claude Code to read encrypted WeChat chat history from local database, search messages, view sessions and contacts. | 19 stars · 7 forks | No one-command install · Source | |
| 4832 | 77.480 | ontology-mcp-self-healingmcp · observability | Self-healing MCP server that monitors database schema changes, detects differences, and automatically updates ontology mappings using AI to ensure… | 19 stars · 7 forks | No one-command install · Source | |
| 4832 | 77.480 | sketch-mcp-servermcp · front-end | A Sketch file processing MCP server that enables AI tools to analyze Sketch design files and generate code, with smart token optimization and 16… | 19 stars · 7 forks | No one-command install · Source | |
| 4832 | 77.480 | tcsenpai-gitbookmcp · search | Automatically scrapes and indexes GitBook documentation sites to provide searchable access to content with full-text search, intelligent domain… | 19 stars · 7 forks | No one-command install · Source | |
| 4832 | 77.480 | zukai-neon-postgresqlmcp · database | Enables management of Neon PostgreSQL database projects, branches, and schemas through natural language interactions with the Neon REST API | 19 stars · 7 forks | No one-command install · Source | |
| 4832 | 77.480 | 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 | |
| 4832 | 77.480 | dhravya-apple-native-appsmcp · other | Enables native macOS integration with Apple applications like Contacts, Notes, Messages, Mail, Reminders, Calendar, and Maps through JXA and… | 19 stars · 7 forks | No one-command install · Source | |
| 4832 | 77.480 | videocapturemcp · other | Provides webcam access for capturing still images with camera control features including brightness adjustment, resolution settings, and basic image… | 19 stars · 7 forks | No one-command install · Source | |
| 4832 | 77.480 | turlockmike-chessmcp · other | Integrates with chess engines and libraries to provide game analysis, move generation, and position evaluation for chess applications and research. | 19 stars · 7 forks | No one-command install · Source | |
| 4846 | 77.460 | gmailmcp · comms | Manage Gmail end-to-end: send, draft, reply, forward, and bulk-modify or delete messages and threads. Organize your inbox with labels, archiving, and… | 32,715 installs | No commit datelisted | No one-command install · Source |
| 4847 | 77.433 | saleor-commercemcp · other | Interact with the Saleor Commerce platform to fetch information about products, orders and customers. | 18 stars · 8 forks | No one-command install · Source | |
| 4847 | 77.433 | aringad-fattureincloudmcp · payments | Integrates with Fatture in Cloud to manage Italian electronic invoicing workflows including invoice creation, client data management, payment… | 18 stars · 8 forks | No one-command install · Source | |
| 4847 | 77.433 | madarmcp · ai-agents | Give your coding agent the repo context it needs before it starts searching. Madar builds a local graph of your TypeScript or Node.js repository and… | 18 stars · 8 forks | No one-command install · Source | |
| 4847 | 77.433 | twolven-puppeteermcp · browser | Integrates with Puppeteer to provide browser automation capabilities for web navigation, interaction, and data extraction. | 18 stars · 8 forks | No one-command install · Source | |
| 4847 | 77.433 | 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 | |
| 4847 | 77.433 | 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 | |
| 4847 | 77.433 | quevin-dayonemcp · database | Integrates with Day One Journal through CLI and database access to create, read, and search journal entries with attachments, location data, tags, and… | 18 stars · 8 forks | No one-command install · Source | |
| 4847 | 77.433 | rkirkendall-medplummcp · search | Integrates with Medplum's FHIR healthcare platform to enable creating, reading, updating, and searching healthcare resources including patients… | 18 stars · 8 forks | No one-command install · Source | |
| 4847 | 77.433 | 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 | |
| 4847 | 77.433 | redditmcp · search | Provides read-only access to Reddit content through PRAW for searching subreddits, retrieving posts and comments, and analyzing discussion trends | 18 stars · 8 forks | No one-command install · Source | |
| 4847 | 77.433 | 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 | |
| 4847 | 77.433 | sarthakkimtani-together-ai-image-generationmcp · front-end | Integrates with Together AI's Flux.1 Schnell model to generate images from text prompts for creative and visual design tasks. | 18 stars · 8 forks | No one-command install · Source | |
| 4847 | 77.433 | 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 | |
| 4860 | 77.407 | 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 | |
| 4861 | 77.367 | infrawisemcp · devops | CLI-first infrastructure intelligence platform that analyzes AWS services, databases, and IaC to provide deterministic context for AI coding… | 22 stars · 5 forks | No one-command install · Source | |
| 4861 | 77.367 | ykq007-tavily-bridgemcp · search | Provides managed access to Tavily's search and research APIs with encrypted key storage, automatic rotation, usage tracking, and a React admin… | 22 stars · 5 forks | No one-command install · Source | |
| 4861 | 77.367 | mareurs-codescoutmcp · search | IDE-grade code intelligence with LSP integration, semantic search, and persistent project memory. | 22 stars · 5 forks | No one-command install · Source | |
| 4861 | 77.367 | recommend-agentic-trust-layermcp · ai-agents | Enables agents to verify claims with evidence-based truth scores and confidence levels by running a deterministic pipeline of evidence lanes and… | 22 stars · 5 forks | No one-command install · Source | |
| 4861 | 77.367 | screenboxmcp · browser | Provides AI agents with isolated virtual desktops containing a real Chromium browser, enabling them to see, click, type, and navigate like a human… | 22 stars · 5 forks | No one-command install · Source | |
| 4861 | 77.367 | m1ndmcp · ai-agents | m1nd is a local MCP runtime that gives coding agents graph-native memory of a codebase: structure, docs, decisions, change impact, recovery state, and… | 22 stars · 5 forks | No one-command install · Source | |
| 4861 | 77.367 | lad-mcp-servermcp · front-end | A project-aware AI design and code review server that uses dual reviewers via OpenRouter to catch context-blind errors in AI-generated code… | 22 stars · 5 forks | No one-command install · Source | |
| 4861 | 77.367 | aws-cost-savermcp · devops | Enables scanning AWS accounts for cost optimization opportunities by reading resource configurations and pricing data, without making any… | 22 stars · 5 forks | No one-command install · Source | |
| 4861 | 77.367 | fellowtraveler-rust-filesystemmcp · other | Provides secure filesystem operations within allowed directories for controlled file management and data processing tasks. | 22 stars · 5 forks | No one-command install · Source | |
| 4861 | 77.367 | springdocs-mcpmcp · search | Enables users to access and search Spring ecosystem documentation, guides, tutorials, and best practices through 12 tools, including Spring AI support… | 22 stars · 5 forks | No one-command install · Source | |
| 4861 | 77.367 | value-investing-agentmcp · ai-agents | An AI-powered MCP server for value investors. Analyze stocks using principles from Benjamin Graham and Warren Buffett. | 22 stars · 5 forks | No one-command install · Source | |
| 4861 | 77.367 | huangfeng19820712-mysqlmcp · database | Provides MySQL database operations including CRUD execution, transaction management, table introspection, and query analysis through JSON-RPC 2.0… | 22 stars · 5 forks | No one-command install · Source | |
| 4861 | 77.367 | zellij-mcp-servermcp · ai-agents | 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 | |
| 4861 | 77.367 | jmstar85-security-infrastructuremcp · search | Integrates with Splunk SIEM, CrowdStrike EDR, and Microsoft MISP to enable cross-platform threat hunting, security event searches, detection… | 22 stars · 5 forks | No one-command install · Source | |
| 4861 | 77.367 | 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 | |
| 4861 | 77.367 | pvinis-playwright-stealthmcp · browser | Enables stealth web browsing automation with Playwright for tasks like navigation, form filling, and screenshot capture while avoiding detection by… | 22 stars · 5 forks | No one-command install · Source | |
| 4861 | 77.367 | limitless-lifelogmcp · search | Enables AI access to personal lifelogs recorded via the Limitless Pendant, providing tools for retrieving, listing, and searching recordings to… | 22 stars · 5 forks | No one-command install · Source | |
| 4861 | 77.367 | mondweep-youtube-musicmcp · browser | Enables YouTube Music playback via Google Chrome, allowing voice-activated song selection and mood-based playlists without direct user interaction. | 22 stars · 5 forks | No one-command install · Source | |
| 4879 | 77.350 | 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 | |
| 4879 | 77.350 | caretdev-irismcp · database | Provides a bridge to InterSystems IRIS databases for executing SQL queries and managing production items through tools for database operations and… | 11 stars · 10 forks | No one-command install · Source | |
| 4879 | 77.350 | 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 | |
| 4879 | 77.350 | 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 | |
| 4879 | 77.350 | umshere-uiflowchartcreatormcp · front-end | Generates UI flowcharts based on input specifications, enabling visual representation of user interfaces and interactions for design communication and… | 11 stars · 10 forks | No one-command install · Source | |
| 4884 | 77.332 | alikarami-mikromcpmcp · auth | Manage MikroTik RouterOS devices with typed tools, dry-run mode, RBAC, audit logs, and rollback. | 61 stars · 1 fork | No one-command install · Source | |
| 4884 | 77.332 | greadmcp · github-vcs | Provides AI agents with access to source code of all public GitHub repos, with integration for docs repos and compatibility with coding agents and MCP… | 61 stars · 1 fork | No one-command install · Source | |
| 4884 | 77.332 | astro-mcpmcp · search | Enables AI models to interact with Astro projects by providing runtime information, documentation search, route listing, and integration details. | 61 stars · 1 fork | No one-command install · Source | |
| 4887 | 77.325 | distill-kuramcp · ai-agents | Enables agents to store and recall long-term memories by semantic relevance rather than exact keywords, with writes gated by verbatim evidence and… | 29 stars · 3 forks | No one-command install · Source | |
| 4887 | 77.325 | jrmc-adonis-mcpmcp · auth | Enables AI clients to interact with AdonisJS applications through tools, resources, and prompts. Integrates authentication and authorization… | 29 stars · 3 forks | No one-command install · Source | |
| 4887 | 77.325 | figma-context-mcpmcp · front-end | An MCP server that gives AI coding tools access to Figma design data for accurate one-shot implementation of designs. | 29 stars · 3 forks | No one-command install · Source | |
| 4887 | 77.325 | nicktcode-swissgroceriesmcp · other | Real-time Swiss grocery shopping across Migros, Coop, Aldi, Denner, Lidl, and more with price comparison and store location. | 29 stars · 3 forks | No one-command install · Source | |
| 4887 | 77.325 | grok-image-mcpmcp · ai-agents | MCP server for generating and editing images using xAI's Grok image model, supporting text prompts, batch generation, local files, and optional proxy… | 29 stars · 3 forks | No one-command install · Source | |
| 4892 | 77.314 | pythonanywhere-mcp-servermcp · back-end | 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 | |
| 4892 | 77.314 | 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 | |
| 4892 | 77.314 | mcp-as-a-judgemcp · ai-agents | A validation layer for AI coding assistants that enforces explicit LLM evaluations on plans, code diffs, and tests to ensure safer and higher-quality… | 17 stars · 9 forks | No one-command install · Source | |
| 4892 | 77.314 | emzimmer-mozilla-readability-parsermcp · ai-agents | Integrates Mozilla's Readability algorithm to extract and transform webpage content into clean, LLM-optimized Markdown. | 17 stars · 9 forks | No one-command install · Source | |
| 4896 | 77.278 | colour-memory-cultural-color-intelligence-for-aimcp · ai-agents | The world's only historically grounded colour archive built for AI agents. Thousands of named colours across dozens of cultural archives spanning… | 15,140 installs | No commit datelisted | No one-command install · Source |
| 4897 | 77.259 | kysigned-mcpmcp · other | Enables management of e-signature envelopes — create, check status, list, send reminders, and void — through natural language. | 37 stars · 2 forks | No one-command install · Source | |
| 4897 | 77.259 | trip2gmcp · search | Self-hosted knowledge mesh with built-in MCP server enabling AI agents to search and retrieve notes across federated hubs. | 37 stars · 2 forks | No one-command install · Source | |
| 4897 | 77.259 | adird-corporate-dystopia-toolkitmcp · other | Provides a satirical corporate dystopia toolkit with HR-related tools that parody toxic workplace behaviors through functions for requesting raises… | 37 stars · 2 forks | No one-command install · Source | |
| 4900 | 77.249 | messagesmcp · comms | Enables fuzzy search and browsing of Apple Messages (iMessage/SMS) with contact resolution, filtering by sender or date, and context display through… | 20 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.