Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3901 | 83.0935 | memecoin-observatory-mcpmcp · back-end | A Solana MCP server for analyzing memecoins, tracking trends, and providing AI-powered insights using cultural analysis and on-chain data. | 29 stars · 13 forks | No one-command install · Source | |
| 3901 | 83.0935 | ddukbg-github-enterprisemcp · github-vcs | Bridges GitHub Enterprise with natural language interaction, enabling repository management, issue tracking, and code access for streamlined… | 29 stars · 13 forks | No one-command install · Source | |
| 3901 | 83.0935 | wenhuwang-k8s-eyemcp · devops | Kubernetes management tool that connects to clusters to list, analyze, and manipulate pods, execute container commands, and retrieve logs directly… | 29 stars · 13 forks | No one-command install · Source | |
| 3904 | 83.0903 | congressmcp · github-vcs | Integrates with the Congress.gov API to provide access to US legislative data including bills, voting records, member activities, committee… | 32 stars · 10 forks | No one-command install · Source | |
| 3904 | 83.0903 | firewallamcp · back-end | Integrates with Firewalla's MSP API v2 to provide real-time network monitoring, security analysis, and firewall management through 28 specialized… | 32 stars · 10 forks | No one-command install · Source | |
| 3904 | 83.0903 | connorbritain-mssqlmcp · back-end | Enterprise Microsoft SQL Server integration with schema discovery, data profiling, and safe mutations | 32 stars · 10 forks | No one-command install · Source | |
| 3904 | 83.0903 | etweisberg-mlb-statsmcp · back-end | Integrates with MLB Stats API and pybaseball library to provide comprehensive baseball statistics, Statcast data, player lookups, team standings… | 32 stars · 10 forks | No one-command install · Source | |
| 3904 | 83.0903 | keepa-mcp-servermcp · back-end | Provides conversational access to Keepa's product and sales data for product research, sales velocity analysis, inventory optimization, and… | 32 stars · 10 forks | No one-command install · Source | |
| 3909 | 83.0885 | amir-bengherbi-shopifymcp · back-end | Integrates with Shopify's GraphQL API to enable comprehensive store management, including product, customer, order, and discount operations. | 18 stars · 15 forks | No one-command install · Source | |
| 3910 | 83.0836 | youtube-connector-mcpmcp · back-end | Enables AI assistants to search videos, channels, and playlists, retrieve video metadata, transcripts, and comments via the YouTube Data API v3. | 71 stars · 3 forks | No one-command install · Source | |
| 3911 | 83.0738 | analookmcp · back-end | Remote MCP server for AI-powered competitor intelligence, enabling real-time analysis of any product URL through tools like analyze_competitor and… | 108 stars · 2 forks | No one-command install · Source | |
| 3911 | 83.0738 | chatgpt2localbridgemcp · auth | Self-hosted MCP server that enables ChatGPT to access and operate on local project files after OAuth authorization, without uploading the workspace… | 108 stars · 2 forks | No one-command install · Source | |
| 3913 | 83.0678 | context-enginemcp · search | A task-aware context compression layer for Agent workflows, RAG pipelines, and AI Coding assistants, reducing noisy logs, retrieval chunks, and code… | 353 stars · 1 fork | No one-command install · Source | |
| 3914 | 83.0465 | ccoutputstylescli · ai-agents | CLI tool and template gallery for customizing Claude Code output styles with pre-built templates. Features over 15 templates at the time of writing! | 56 stars · 4 forks | No one-command install · Source | |
| 3915 | 83.0442 | sts2-modding-mcpmcp · devops | Provides 151 tools for reverse-engineering, code generation, building, deploying, live scene inspection, and automated playtesting for Slay the Spire… | 24 stars · 14 forks | No one-command install · Source | |
| 3915 | 83.0442 | buryhuang-aws-resources-pythonmcp · devops | Provides a Python-based interface for executing AWS queries across services like S3 and CodePipeline, enabling DevOps tasks and cloud resource… | 24 stars · 14 forks | No one-command install · Source | |
| 3915 | 83.0442 | kilo-dev-mcp-servermcp · back-end | An MCP server for internationalization (i18n) tasks, providing tools to translate, move, list, and remove translation keys in JSON files for the Kilo… | 24 stars · 14 forks | No one-command install · Source | |
| 3918 | 83.0222 | indesign-cli-mcp-servermcp · back-end | Enables AI agents to directly control Adobe InDesign through CLI commands, providing 148 discoverable capabilities for document creation, editing, and… | 42 stars · 6 forks | No one-command install · Source | |
| 3918 | 83.0222 | napari-mcp-servermcp · ai-agents | MCP server for remote control of napari viewers via Model Context Protocol, enabling AI-assisted microscopy analysis with Claude Desktop and other LLM… | 42 stars · 6 forks | No one-command install · Source | |
| 3920 | 82.9908 | mcp-all-in-onemcp · other | Aggregates multiple MCP services into a single unified interface with self-configuration capabilities, enabling dynamic addition and removal of tools… | 70 stars · 3 forks | No one-command install · Source | |
| 3921 | 82.9893 | touchpoint-labs-touchpointmcp · front-end | Playwright for the entire OS. Gives AI agents the ability to see, find, and interact with UI elements in any desktop application. | 47 stars · 5 forks | No one-command install · Source | |
| 3922 | 82.9746 | deanward-hal-http-api-layermcp · back-end | Transforms OpenAPI/Swagger specifications into dynamic HTTP tools with secret management and URL restrictions, enabling secure API integration through… | 38 stars · 7 forks | No one-command install · Source | |
| 3922 | 82.9746 | helenkwok-openbimmcp · other | Converts IFC building files to efficient fragment format and enables querying of BIM elements by category with configurable attributes and relations… | 38 stars · 7 forks | No one-command install · Source | |
| 3922 | 82.9746 | ibrahimsaleem-pentestthinkingmcp · search | Advanced reasoning engine for penetration testing that implements Beam Search and Monte Carlo Tree Search algorithms to systematically analyze… | 38 stars · 7 forks | No one-command install · Source | |
| 3922 | 82.9746 | landicefu-android-adbmcp · browser | Provides a bridge to Android devices through ADB, enabling device management, shell command execution, app installation, screenshot capture, and file… | 38 stars · 7 forks | No one-command install · Source | |
| 3926 | 82.9599 | octave-mcpmcp · back-end | MCP server for deterministic document infrastructure, enabling canonical normalization, schema validation, and grammar compilation for structured AI… | 55 stars · 4 forks | No one-command install · Source | |
| 3927 | 82.9486 | gh-spre-sre-luminomcp · devopsalso listed as lumino-mcp-server | SRE observability for Kubernetes and OpenShift with Tekton pipeline debugging tools. | 11 stars · 17 forks | No one-command install · Source | |
| 3927 | 82.9486 | cisco-radkit-mcp-servermcp · back-end | Enables LLMs to interact with network devices via Cisco RADKit, supporting inventory discovery, device attribute inspection, CLI command execution… | 11 stars · 17 forks | No one-command install · Source | |
| 3930 | 82.9467 | sefaria-mcp-servermcp · search | Enables LLMs to access and search Jewish texts from the Sefaria library through 15 MCP tools, including text retrieval, search, and manuscript access. | 23 stars · 14 forks | No one-command install · Source | |
| 3931 | 82.9420 | stephenlb-pubnubmcp · back-end | Enables AI assistants to interact with PubNub's realtime communication platform for retrieving documentation, accessing SDK information, and utilizing… | 33 stars · 9 forks | No one-command install · Source | |
| 3931 | 82.9420 | gh-chrisgleissner-c64bridgemcp · other | Control and program Commodore 64 Ultimate hardware and VICE emulator via MCP. | 33 stars · 9 forks | No one-command install · Source | |
| 3931 | 82.9420 | cove-book-forge-mcpmcp · ai-agents | Turns PDF or EPUB books into reusable AI analysis, Obsidian notes, and agent Skills that can be installed into Codex, Claude Code, or other MCP… | 33 stars · 9 forks | No one-command install · Source | |
| 3931 | 82.9420 | claude-code-agent-teams-exercisesworkflow · ai-agents | Practical exercises for Claude Code Agent Teams - 6 exercises + 2 capstones covering team creation, task coordination, quality hooks, and parallel… | 33 stars · 9 forks | No one-command install · Source | |
| 3931 | 82.9420 | markelaugust74-google-calendarmcp · back-end | Integrates with the Google Calendar API to create and manage events using natural language interactions, enabling automated scheduling and event… | 33 stars · 9 forks | No one-command install · Source | |
| 3936 | 82.9404 | iwork-mcpmcp · back-end | An MCP server that provides 113 tools for automating Apple iWork apps (Numbers, Pages, Keynote) via JavaScript for Automation, enabling AI assistants… | 35 stars · 8 forks | No one-command install · Source | |
| 3936 | 82.9404 | saml1211-prd-creatormcp · database | Streamlines PRD creation and validation with TypeScript-based templates stored in SQLite, enabling product teams to generate consistent, high-quality… | 35 stars · 8 forks | No one-command install · Source | |
| 3936 | 82.9404 | akshayvkt-lenny-podcastmcp · search | Provides searchable access to Lenny's Podcast transcripts for product management insights, using FlexSearch for fast full-text search across topics… | 35 stars · 8 forks | No one-command install · Source | |
| 3936 | 82.9404 | dida365mcp · other | Integrates with Dida365 task management platform to enable creating, updating, and organizing tasks and projects through conversational interfaces. | 35 stars · 8 forks | No one-command install · Source | |
| 3936 | 82.9404 | coles-woolworthsmcp · back-end | Integrates with Coles and Woolworths APIs to fetch real-time product information and prices, enabling grocery price comparison across Australia's two… | 35 stars · 8 forks | No one-command install · Source | |
| 3936 | 82.9404 | samos123-pptxmcp · other | Enables creation and manipulation of PowerPoint presentations with tools for adding text, shapes, images, and rendering slides to PNG using… | 35 stars · 8 forks | No one-command install · Source | |
| 3942 | 82.9348 | clickup-mcp-servermcp · back-end | Enables AI agents to manage ClickUp tasks, spaces, lists, and folders through natural language, supporting CRUD operations and workspace navigation. | 1 star · 124 forks | No one-command install · Source | |
| 3943 | 82.9266 | dwsy-magic-apimcp · back-end | Integrates with Magic-API development environments to provide API management, debugging with breakpoints and step execution, documentation access… | 30 stars · 11 forks | No one-command install · Source | |
| 3943 | 82.9266 | batianvolyc-telegram-bot-bridgemcp · comms | Bridges Telegram messaging with remote coding sessions, enabling mobile access to development environments through bot commands while maintaining… | 30 stars · 11 forks | No one-command install · Source | |
| 3943 | 82.9266 | rpgmaker-mz-mcpmcp · other | Provides tools for managing RPG Maker MZ game data, maps, events, and system settings through natural language, enabling AI-assisted game development. | 30 stars · 11 forks | No one-command install · Source | |
| 3943 | 82.9266 | giuseppe-coco-google-workspace-mcp-servermcp · back-end | MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on. | 30 stars · 11 forks | No one-command install · Source | |
| 3943 | 82.9266 | gongrzhe-redismcp · database | Integrates with Redis databases to enable fast, in-memory key-value operations for caching, session management, and real-time data processing. | 30 stars · 11 forks | No one-command install · Source | |
| 3948 | 82.9221 | mcpspendmcp · ai-agents | Track MCP tool call costs, latency, and errors across AI agent sessions with budget alerts and attribution. | 104 stars · 2 forks | No one-command install · Source | |
| 3949 | 82.8912 | deepmemmcp · back-end | Mem0-compatible persistent memory for AI agents - write facts once, recall them semantically in any session. Self-hostable open-source server, or… | 103 stars · 2 forks | No one-command install · Source | |
| 3950 | 82.8768 | douyin-video-knowledge-base-mcp-servermcp · database | Enables querying and retrieval of structured video summaries from a SQLite knowledge base through Claude or Cursor, supporting search, precise… | 41 stars · 6 forks | No one-command install · Source | |
| 3950 | 82.8768 | veilbrowsermcp · browser | Stealth browser automation over raw CDP, driving a real unmodified Chrome with no Playwright or Puppeteer in the stack. Returns numbered element refs… | 41 stars · 6 forks | No one-command install · Source | |
| 3950 | 82.8768 | kiran1689-storyblokmcp · front-end | Enables your AI assistants to directly access and manage your Storyblok spaces, stories, components, assets, workflows, and more. | 41 stars · 6 forks | No one-command install · Source | |
| 3953 | 82.8680 | greptimeteam-greptimedbmcp · database | Enables AI interaction with GreptimeDB time-series databases through MySQL protocol for data exploration, analysis, and SQL query execution with… | 29 stars · 12 forks | No one-command install · Source | |
| 3953 | 82.8680 | kukapay-opcuamcp · observability | Integrates with OPC UA industrial automation systems to enable reading and writing node values for monitoring and controlling connected devices | 29 stars · 12 forks | No one-command install · Source | |
| 3953 | 82.8680 | apple-reminders-mcp-3mcp · search | Enables Claude to manage Apple Reminders on macOS, including creating, reading, updating, deleting, and searching reminders across multiple lists with… | 29 stars · 12 forks | No one-command install · Source | |
| 3953 | 82.8680 | kukapay-jupiter-ultramcp · back-end | Provides a bridge to Jupiter's Ultra API for executing token swaps on Solana blockchain with optimal routing, competitive pricing, and transaction… | 29 stars · 12 forks | No one-command install · Source | |
| 3957 | 82.8675 | vespo92-truenas-coremcp · devops | Integrates with TrueNAS Core storage systems to enable natural language control of user management, pool monitoring, dataset creation, ZFS properties… | 31 stars · 10 forks | No one-command install · Source | |
| 3957 | 82.8675 | qasemcp · otheralso listed as qase-mcp-server | Manage test cases, runs, suites, and defects in Qase test management platform. | 31 stars · 10 forks | No one-command install · Source | |
| 3957 | 82.8675 | jalpp-chessaginemcp · other | Integrates with Stockfish chess engine to provide deep positional analysis, strategic theme evaluation across material/mobility/space/king safety… | 31 stars · 10 forks | No one-command install · Source | |
| 3957 | 82.8675 | variflightmcp · observability | Integrates with Variflight API to provide real-time flight information, schedules, aircraft tracking, airport weather forecasts, and comfort metrics… | 31 stars · 10 forks | No one-command install · Source | |
| 3957 | 82.8675 | carlosazaustre-advocumcp · observability | Integrates with the Advocu platform to streamline activity reporting for Google Developer Experts, enabling submission of content creation, speaking… | 31 stars · 10 forks | No one-command install · Source | |
| 3957 | 82.8675 | gh-mcp-servermcp · ai-agentsalso listed as veoery-grasshopper-3d | An MCP server that enables designers to interact with Rhino and Grasshopper via LLMs, analyze .3dm files, perform 3D modeling, and automatically… | 31 stars · 10 forks | No one-command install · Source | |
| 3957 | 82.8675 | dumpling-aimcp · back-endalso listed as dumpling-ai-mcp-server-dumplingai | Provides a bridge to Dumpling AI's data extraction API for performing web searches, scraping content, extracting structured data, and processing… | 31 stars · 10 forks | No one-command install · Source | |
| 3957 | 82.8675 | privetin-dataset-viewermcp · back-end | Integrates with the Hugging Face Dataset Viewer API to enable exploration, analysis, and content retrieval of datasets hosted on the Hugging Face Hub. | 31 stars · 10 forks | No one-command install · Source | |
| 3957 | 82.8675 | fireproof-storage-json-document-storemcp · database | Fireproof database integration for a flexible JSON document store with CRUD operations. | 31 stars · 10 forks | No one-command install · Source | |
| 3957 | 82.8675 | zeparhyfar-mcp-datetimemcp · other | Provides flexible, timezone-aware date and time formatting across various locales. | 31 stars · 10 forks | No one-command install · Source | |
| 3970 | 82.8608 | monteslu-vibe-eyesmcp · browser | Enables LLMs to visualize and debug browser-based games and applications by capturing canvas content, console logs, and errors, then processing visual… | 54 stars · 4 forks | No one-command install · Source | |
| 3971 | 82.8391 | opensvm-dexscreenermcp · other | Integrates with decentralized exchanges across multiple blockchains to provide real-time crypto market data, focusing on Solana memecoin markets. | 22 stars · 14 forks | No one-command install · Source | |
| 3972 | 82.8291 | chirag127-clear-thoughtmcp · front-endalso listed as clear-thought-server, clear-thought-server-2 | Provides 11 specialized cognitive tools including mental models, design patterns, debugging approaches, and scientific reasoning frameworks for… | 37 stars · 7 forks | No one-command install · Source | |
| 3972 | 82.8291 | kratos-mcpmcp · database | Ultra-lean memory system for AI coding tools that stores project knowledge locally with SQLite and enables AI to remember your project across… | 37 stars · 7 forks | No one-command install · Source | |
| 3972 | 82.8291 | johancodinha-nreplmcp · other | Integrates with Clojure nREPL instances to enable code evaluation, namespace listing, and public var inspection for AI-assisted Clojure development. | 37 stars · 7 forks | No one-command install · Source | |
| 3972 | 82.8291 | athapong-all-in-onemcp · search | Integrates GitLab, Jira, Confluence, YouTube, and Google AI to provide search capabilities and utility tools for streamlined development workflows and… | 37 stars · 7 forks | No one-command install · Source | |
| 3972 | 82.8291 | gotoolkits-wecombotmcp · comms | Integrates WeCom group messaging, enabling automated sending of diverse message types and file uploads for streamlined team communication and… | 37 stars · 7 forks | No one-command install · Source | |
| 3979 | 82.8222 | gh-ralfbecher-orionbelt-analyticsmcp · observabilityalso listed as io-github-ralfbecher-orionbelt-analytics | Ontology-based database schema analysis and RDF/OWL ontology generation. | 46 stars · 5 forks | No one-command install · Source | |
| 3979 | 82.8222 | tstockham96-engrammcp · ai-agents | Intelligent agent memory with semantic recall, automatic consolidation, contradiction detection, and bi-temporal knowledge graph. 80% on LOCOMO… | 46 stars · 5 forks | No one-command install · Source | |
| 3982 | 82.8119 | dynatrace-managedmcp · observability | Integrates with self-hosted Dynatrace Managed environments to access logs, events, metrics, problems, and entity data. | 28 stars · 13 forks | No one-command install · Source | |
| 3982 | 82.8119 | logisheets-mcpmcp · observability | Enables AI agents to work with a real Excel-compatible spreadsheet engine, allowing them to create and manipulate structured data blocks, write and… | 28 stars · 13 forks | No one-command install · Source | |
| 3982 | 82.8119 | swayingleaves-uml-diagrammingmcp · other | Integrates with UML diagramming tools to generate visual representations of system architecture, class relationships, and process flows directly from… | 28 stars · 13 forks | No one-command install · Source | |
| 3985 | 82.8113 | mcp-typescript-startermcp · ai-agents | A feature-complete MCP server template in TypeScript demonstrating tools, resources, prompts, and both stdio and HTTP transports. | 8 stars · 19 forks | No one-command install · Source | |
| 3986 | 82.7711 | rekalmcp · database | Provides long-term memory for LLMs via local SQLite storage with hybrid search (BM25, vectors, recency decay), enabling AI coding agents to persist… | 53 stars · 4 forks | No one-command install · Source | |
| 3986 | 82.7711 | polarvista-xcodemcp · other | Integrates with Xcode to automate iOS development workflows including building projects, running tests, and analyzing results. | 53 stars · 4 forks | No one-command install · Source | |
| 3988 | 82.7679 | cometchat-docsmcp · comms | CometChat docs search + implementation bundles: add chat, voice, video & moderation to your app through your AI coding agent. | 67 stars · 3 forks | No one-command install · Source | |
| 3989 | 82.7509 | vakharwalad23-google-mcpmcp · auth | Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with OAuth management, automated token refresh, and auto re-authentication… | 21 stars · 14 forks | No one-command install · Source | |
| 3989 | 82.7509 | marcolooy-pega-dxmcp · auth | Integrates with Pega Infinity's DX APIs to enable conversational case management and workflow automation through OAuth2 authentication, supporting… | 21 stars · 14 forks | No one-command install · Source | |
| 3991 | 82.7330 | pan-mcp-relaymcp · back-end | Security-enhanced MCP Relay/Proxy server providing real-time AI threat protection for MCP Clients, scanning tool descriptions, call parameters, and… | 34 stars · 8 forks | No one-command install · Source | |
| 3991 | 82.7330 | magarcia-giphymcp · search | Allows AI models to search, retrieve, and utilize GIFs from Giphy. | 34 stars · 8 forks | No one-command install · Source | |
| 3991 | 82.7330 | mlobo2012-claude-desktop-apimcp · back-end | Integrates Claude API features, enabling direct API access, extended context windows, and advanced conversation management. Helpful to bypass standard… | 34 stars · 8 forks | No one-command install · Source | |
| 3994 | 82.7099 | kernelmcp · auth | Integrates with Kernel platform's cloud deployment and browser automation services to enable app deployment with dependency resolution, browser… | 32 stars · 9 forks | No one-command install · Source | |
| 3994 | 82.7099 | aywengo-kafka-schema-reg-mcpmcp · back-end | Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry management, schema migration, and enterprise features. | 32 stars · 9 forks | No one-command install · Source | |
| 3994 | 82.7099 | arclio-github-projectsmcp · github-vcs | Integrates with GitHub Projects V2 to enable direct management of project boards, issues, and field values through natural language commands without… | 32 stars · 9 forks | No one-command install · Source | |
| 3997 | 82.7077 | vinvaimcp · ai-agents | Runs, tests, and finds issues in your Python services with zero code changes, then helps your AI agent fix what breaks and proves it with acceptance… | 45 stars · 5 forks | No one-command install · Source | |
| 3997 | 82.7077 | nicholasbester-clickup-climcp · back-end | ClickUp API integration with 143 MCP tools covering all ~130 endpoints. Token-efficient compact responses (~98% smaller than raw JSON), flattening… | 45 stars · 5 forks | No one-command install · Source | |
| 3997 | 82.7077 | drafts-mcp-servermcp · back-end | Enables AI assistants to manage drafts, tags, workspaces, and actions in the Drafts app on macOS. | 45 stars · 5 forks | No one-command install · Source | |
| 3997 | 82.7077 | effect-mcpmcp · back-end | A Model Context Protocol server that provides real-time access to Effect ecosystem documentation, enabling AI assistants to retrieve accurate and… | 45 stars · 5 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.