Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3701 | 82.4871 | sarthaksiddha-wiresharkmcp · other | Extracts, structures, and transmits network packet data from Wireshark for security analysis, anomaly detection, and network troubleshooting without… | 31 stars · 9 forks | No one-command install · Source | |
| 3702 | 82.4441 | localstackmcp · other | Provides tools to manage your LocalStack container and other assorted related tasks, to simplify local cloud development and testing. | 26 stars · 13 forks | No one-command install · Source | |
| 3702 | 82.4441 | mikechao-balldontlie-mcpmcp · back-end | MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB | 26 stars · 13 forks | No one-command install · Source | |
| 3702 | 82.4441 | siva010928-multi-chatmcp · auth | Integrates with Google Chat API to send messages, search conversations, manage spaces, and retrieve user information with OAuth 2.0 authentication… | 26 stars · 13 forks | No one-command install · Source | |
| 3702 | 82.4441 | sichang-terminalmcp · back-end | Provides a cross-platform terminal control server that executes shell commands and retrieves terminal information, with specialized support for macOS… | 26 stars · 13 forks | No one-command install · Source | |
| 3706 | 82.4422 | gh-n24q02m-better-godotmcp · other | Composite tools for Godot Engine development with scene control, GDScript, and shader support. | 35 stars · 7 forks | No one-command install · Source | |
| 3706 | 82.4422 | ryanjoachim-rtfmmcp · search | Transforms unstructured documentation into an intelligent, searchable knowledge base. | 35 stars · 7 forks | No one-command install · Source | |
| 3706 | 82.4422 | wireshark-network-analysismcp · other | Integrates with Wireshark's tshark tool to capture and analyze network packets with configurable filters, SSL decryption support, and multiple output… | 35 stars · 7 forks | No one-command install · Source | |
| 3706 | 82.4422 | prompt-template-server-gomcp · back-end | Lightweight Go server that loads and serves YAML-formatted prompt templates from a file system for easy organization and management of standardized… | 35 stars · 7 forks | No one-command install · Source | |
| 3710 | 82.4308 | tldvmcp · other | Interact with your meeting data (to list, ask, summarize, extract - virtually anything about your meetings) across Zoom, Google Meet and MS Teams via… | 14 stars · 15 forks | No one-command install · Source | |
| 3711 | 82.4106 | bigquery-mcp-server-2mcp · ai-agents | An MCP server for BigQuery that lets Claude answer questions about your search and analytics data, providing real analysis with verdicts and… | 43 stars · 5 forks | No one-command install · Source | |
| 3711 | 82.4106 | vitalyrodnenko-omnifocusmcp · comms | Gives AI assistants full control over OmniFocus on macOS with 45 tools covering tasks, projects, tags, folders, perspectives, forecast, notifications… | 43 stars · 5 forks | No one-command install · Source | |
| 3711 | 82.4106 | chenningling-xiaohongshu-search-commentmcp · search | Enables AI to search and analyze content from Xiaohongshu (Little Red Book) social media platform through web scraping, providing access to comments… | 43 stars · 5 forks | No one-command install · Source | |
| 3714 | 82.4053 | ramlyburger-gpt-image-2mcp · back-end | Generate images via OpenAI API or ChatGPT web automation with selectable backends. | 92 stars · 2 forks | No one-command install · Source | |
| 3715 | 82.3801 | mcp-boilerplatemcp · back-end | A boilerplate for deploying a remote MCP server on Google Cloud with authentication, enabling experimentation with MCP tools. | 8 stars · 18 forks | No one-command install · Source | |
| 3716 | 82.3780 | meal-inc-bonnard-climcp · devops | Ultra-fast to deploy agentic-first MCP-ready semantic layer. Let your data be like water. | 50 stars · 4 forks | No one-command install · Source | |
| 3717 | 82.3706 | freescout-mcp-servermcp · back-endalso listed as verygoodplugins-freescout | Manages FreeScout helpdesk tickets by fetching, analyzing, and updating tickets, drafting replies, and searching with advanced filters via the Model… | 25 stars · 13 forks | No one-command install · Source | |
| 3717 | 82.3706 | eu-regulationsmcp · other | Query 61 EU regulations (GDPR, NIS2, DORA, AI Act +57) via Ansvar Gateway. 50 free queries/day. | 25 stars · 13 forks | No one-command install · Source | |
| 3717 | 82.3706 | alaturqua-trinomcp · database | Connects AI systems to Trino/Iceberg databases for SQL execution, data exploration, and table optimization with seamless connection management and… | 25 stars · 13 forks | No one-command install · Source | |
| 3717 | 82.3706 | perplexity-mcp-servermcp · back-end | An MCP server that enables AI agents to perform search-augmented queries and deep multi-source research using the Perplexity API. | 25 stars · 13 forks | No one-command install · Source | |
| 3722 | 82.3633 | vanderheijden86-moneybirdmcp · payments | Bridges Moneybird accounting software with natural language interaction, enabling users to manage contacts, invoices, financial accounts, products… | 28 stars · 11 forks | No one-command install · Source | |
| 3722 | 82.3633 | weidwonder-terminalmcp · back-end | Enables AI systems to execute terminal commands in local or remote environments through a TypeScript-based server supporting both standard I/O and SSE… | 28 stars · 11 forks | No one-command install · Source | |
| 3722 | 82.3633 | pinescript-mcp-documentation-servermcp · back-end | AI-optimized MCP server for PineScript v6 development, providing comprehensive documentation access, style guide adherence, and code review… | 28 stars · 11 forks | No one-command install · Source | |
| 3722 | 82.3633 | alexcong-gemini-deepsearchmcp · back-end | Performs automated multi-step web research using Google Search API and Gemini models to generate diverse search queries, conduct parallel searches… | 28 stars · 11 forks | No one-command install · Source | |
| 3722 | 82.3633 | joeblockchain-jina-aimcp · search | Integrates with Jina AI's web services to enable web content extraction, search, and fact-checking through natural language interactions. | 28 stars · 11 forks | No one-command install · Source | |
| 3727 | 82.3476 | shimayuz-note-commcp · observability | Integrates with note.com Japanese blogging platform for article search, user profiles, and engagement analytics | 29 stars · 10 forks | No one-command install · Source | |
| 3727 | 82.3476 | lingfan-tdxquantmcp · other | MCP wrapper for TdxQuant providing Chinese stock market data and trading via the 通达信 platform. | 29 stars · 10 forks | No one-command install · Source | |
| 3727 | 82.3476 | kevinwatt-webhookmcp · comms | Enables sending customizable messages to external webhook endpoints, facilitating automated notifications and workflow integrations. | 29 stars · 10 forks | No one-command install · Source | |
| 3727 | 82.3476 | jeannier-homebrewmcp · search | Exposes Homebrew package management commands as individual tools for installing, uninstalling, searching, upgrading, and maintaining macOS development… | 29 stars · 10 forks | No one-command install · Source | |
| 3727 | 82.3476 | marketplaceadpros-amazon-adsmcp · other | Integrates with MarketplaceAdPros' Amazon Advertising platform to access Sponsored Products, Sponsored Brands, and Sponsored Display campaign data, ad… | 29 stars · 10 forks | No one-command install · Source | |
| 3727 | 82.3476 | ogoldberg-gemini-contextmcp · back-end | Provides persistent conversation history, semantic search, and API-level caching for Gemini models to optimize token usage and reduce costs. | 29 stars · 10 forks | No one-command install · Source | |
| 3727 | 82.3476 | psiace-nebulagraphmcp · back-end | Provides a lightweight server for seamless access to NebulaGraph 3.x graph databases, enabling graph schema exploration, query execution, and advanced… | 29 stars · 10 forks | No one-command install · Source | |
| 3734 | 82.3450 | cluic-wxauto-wechat-desktopmcp · observability | Automates WeChat desktop application on Windows for messaging, contact management, file transfers, friend requests, and session monitoring through the… | 27 stars · 12 forks | No one-command install · Source | |
| 3734 | 82.3450 | syucream-lightdashmcp · observability | Integrates with Lightdash to enable automated reporting, data exploration, and analytics-driven decision making. | 27 stars · 12 forks | No one-command install · Source | |
| 3736 | 82.3413 | fgui-agent-bridgemcp · back-end | MCP server that enables AI agents to operate FairyGUI Editor through structured tools, using a local JSON file queue and the editor plugin to invoke… | 38 stars · 6 forks | No one-command install · Source | |
| 3736 | 82.3413 | codex-agent-memmcp · ai-agents | Portable, auditable, local-first MCP memory for MCP-compatible AI agents and coding workflows. It keeps durable project memory outside the model… | 38 stars · 6 forks | No one-command install · Source | |
| 3736 | 82.3413 | yikakia-godocmcp · search | Enables Go developers to search for and retrieve detailed documentation from pkg.go.dev, including package information, constants, types, functions… | 38 stars · 6 forks | No one-command install · Source | |
| 3739 | 82.3242 | oura-mcp-servermcp · back-end | Enables AI assistants to access your Oura Ring health data through OAuth2-authenticated API calls. | 9 stars · 17 forks | No one-command install · Source | |
| 3740 | 82.2899 | yindia-rootcause-kubernetesmcp · devops | Manages Kubernetes resources and identifies root causes of failures through interoperable toolchains for K8s, Linkerd, Istio, Karpenter, Helm, and… | 42 stars · 5 forks | No one-command install · Source | |
| 3740 | 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 | |
| 3740 | 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 | |
| 3740 | 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 | |
| 3744 | 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 | |
| 3744 | 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 | |
| 3744 | 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 | |
| 3744 | 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 | |
| 3744 | 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 | |
| 3744 | 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 | |
| 3744 | 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 | |
| 3744 | 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 | |
| 3753 | 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 | |
| 3753 | 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 | |
| 3753 | 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 | |
| 3756 | 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 | |
| 3757 | 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 | |
| 3757 | 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 | |
| 3757 | 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 | |
| 3757 | 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 | |
| 3757 | 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 | |
| 3757 | 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 | |
| 3757 | 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 | |
| 3757 | 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 | |
| 3757 | 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 | |
| 3767 | 82.2349 | kunihiros-claude-codemcp · ai-agents | Use Claude Code with less capable LLMs. | 34 stars · 7 forks | No one-command install · Source | |
| 3767 | 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 | |
| 3767 | 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 | |
| 3767 | 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 | |
| 3767 | 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 | |
| 3767 | 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 | |
| 3767 | 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 | |
| 3767 | 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 | |
| 3767 | 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 | |
| 3776 | 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 | |
| 3777 | 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 | |
| 3778 | 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 | |
| 3779 | 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 | |
| 3779 | 82.1959 | reeeeemo-gedcom-ancestry-filesmcp · other | Analyze family tree data from GEDCOM genealogy files. | 37 stars · 6 forks | No one-command install · Source | |
| 3779 | 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 | |
| 3779 | 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 | |
| 3779 | 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 | |
| 3784 | 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 | |
| 3785 | 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 | |
| 3786 | 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 | |
| 3786 | 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 | |
| 3786 | 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 | |
| 3786 | 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 | |
| 3790 | 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 | |
| 3790 | 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 | |
| 3790 | 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 | |
| 3790 | 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 | |
| 3790 | 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 | |
| 3790 | 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 | |
| 3790 | 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 | |
| 3790 | 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 | |
| 3798 | 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 | |
| 3799 | 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 | |
| 3799 | 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 |
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.