Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2201 | 70.210 | decisiongraph-mcp-servermcp · back-end | Enables preserving, querying, and managing engineering decisions with reasoning and evidence through CLI, HTTP API, and MCP tools. | 16 stars · 2 forks | No one-command install · Source | |
| 2201 | 70.210 | nautobot-mcpmcp · back-end | A Model Context Protocol (MCP) server for interacting with Nautobot APIs using semantic search and dynamic API requests. | 16 stars · 2 forks | No one-command install · Source | |
| 2201 | 70.210 | alvin0412-structuredmcp · back-end | MCP server and CLI tool for the Structured task management app, enabling AI-driven task creation and management via browser store integration. | 16 stars · 2 forks | No one-command install · Source | |
| 2201 | 70.210 | nova-act-mcp-servermcp · back-end | Exposes Amazon Nova Act browser-automation tools via the Model Context Protocol, enabling AI agents to control a web browser through natural language… | 16 stars · 2 forks | No one-command install · Source | |
| 2201 | 70.210 | openapi-mcp-server-convertermcp · back-end | Automatically converts OpenAPI specifications into a Model Context Protocol (MCP) server instance. | 16 stars · 2 forks | No one-command install · Source | |
| 2201 | 70.210 | huhu415-macpilotmcp · back-end | Enables control of macOS systems through native accessibility and screen capture APIs for mouse control, screen capture, text input, shell command… | 16 stars · 2 forks | No one-command install · Source | |
| 2207 | 70.137 | model-context-shellmcp · back-end | Enables AI agents to compose MCP tool calls into Unix-style pipelines, executing complex workflows server-side and returning only the final result. | 22 stars · 1 fork | No one-command install · Source | |
| 2207 | 70.137 | linkedin-ads-mcp-servermcp · back-end | Create and manage LinkedIn ad campaigns as drafts via natural language, supporting campaign groups, targeting, creatives, and audience uploads through… | 22 stars · 1 fork | No one-command install · Source | |
| 2207 | 70.137 | pure-data-mcp-servermcp · back-end | Enables natural language control of Pure Data patches through Claude AI, allowing dynamic creation, modification, and DSP control via the Model… | 22 stars · 1 fork | No one-command install · Source | |
| 2207 | 70.137 | swap-apimcp · back-end | Executable token swap calldata in one GET request with no API keys, accounts, or SDK required. | 22 stars · 1 fork | No one-command install · Source | |
| 2211 | 70.060 | youtrack-mcp-servermcp · back-end | MCP server for comprehensive YouTrack integration, enabling issue management, work tracking, search, and knowledge base operations. | 6 stars · 7 forks | No one-command install · Source | |
| 2211 | 70.060 | shlomico-tr-etoro-portfoliomcp · back-end | Integrates with eToro's API to fetch financial portfolios, instrument details, and search capabilities for investment analysis and portfolio tracking… | 6 stars · 7 forks | No one-command install · Source | |
| 2211 | 70.060 | samcfinan-linearmcp · back-end | Integrates with Linear's project management API to enable creation, viewing, updating, and management of projects, initiatives, and issues for… | 6 stars · 7 forks | No one-command install · Source | |
| 2214 | 69.986 | zepp-life-mcpmcp · back-end | MCP server that provides local caching, sync, and tools for Zepp Life health data including steps, sleep, heart rate, workouts, and body measurements… | 10 stars · 6 forks | No one-command install · Source | |
| 2214 | 69.986 | appsignalmcp · back-end | Integrates with AppSignal's application performance monitoring platform through a proxy architecture that forwards requests to hosted API endpoints… | 10 stars · 6 forks | No one-command install · Source | |
| 2214 | 69.986 | sunwood-ai-labs-github-kanbanmcp · back-end | Integrates with GitHub's API to enable Kanban-style project management and issue tracking for streamlined software development workflows. | 10 stars · 6 forks | No one-command install · Source | |
| 2214 | 69.986 | gimmedg-unreal-engine-5mcp · back-end | Bridges Unreal Engine 5 with AI assistants through a C++ plugin and Python server, enabling real-time manipulation of actors, blueprints, PCG graphs… | 10 stars · 6 forks | No one-command install · Source | |
| 2214 | 69.986 | controlspace-voyp-call-automationmcp · back-end | Integrates with VOYP API to enable automated call handling, routing, and intelligent voice responses for enhanced call center operations. | 10 stars · 6 forks | No one-command install · Source | |
| 2214 | 69.986 | nanana-app-mcp-server-nano-bananamcp · back-end | AI image generation using Google Gemini's nano banana model. | 10 stars · 6 forks | No one-command install · Source | |
| 2214 | 69.986 | jimfilippou-things-mcpmcp · back-endalso listed as things-mcp | A Model Context Protocol (MCP) server that provides seamless integration with the [Things](https://culturedcode.com/things/) productivity app. This… | 10 stars · 6 forks | No one-command install · Source | |
| 2214 | 69.986 | polymarket-mcp-servermcp · back-end | Enables AI assistants to interact with Polymarket prediction markets, including retrieving market data, user positions, and trading history. | 10 stars · 6 forks | No one-command install · Source | |
| 2214 | 69.986 | askjohngeorge-doc-scrapermcp · back-end | Converts web documentation to clean markdown using Jina.ai's API, enabling easy transformation of online docs for content migration or offline use. | 10 stars · 6 forks | No one-command install · Source | |
| 2214 | 69.986 | morinokami-blueskymcp · back-end | Integrates with Bluesky's social network API to enable profile management, posting, following, and engagement actions. | 10 stars · 6 forks | No one-command install · Source | |
| 2214 | 69.986 | 304techmaven-plaid-financemcp · back-end | Provides a robust bridge to the Plaid financial API, enabling secure access to bank account data, transactions, and authentication flows for financial… | 10 stars · 6 forks | No one-command install · Source | |
| 2214 | 69.986 | stinkgen-trinomcp · back-end | Integrates with Trino databases to enable natural language querying, data analysis, and SQL execution via a FastAPI-based REST interface. | 10 stars · 6 forks | No one-command install · Source | |
| 2214 | 69.986 | qpd-v-wordcountermcp · back-end | Analyze text documents, including counting words and characters, through Node.js. | 10 stars · 6 forks | No one-command install · Source | |
| 2228 | 69.937 | aindreyway-mcp-codex-keepermcp · back-end | An intelligent MCP server that serves as a guardian of development knowledge, providing AI assistants with curated access to latest documentation and… | 20 forks | No one-command install · Source | |
| 2229 | 69.832 | book-database-mcp-servermcp · back-end | Enables querying a curated book database using MCP tools to retrieve basic or detailed book information by ISBN or title, including batch lookups. | 1 star · 11 forks | No one-command install · Source | |
| 2229 | 69.832 | flexpa-mcp-fhirmcp · back-end | Enables interaction with FHIR servers to access, search, and manage FHIR resources, including appointment scheduling and cancellation. | 1 star · 11 forks | No one-command install · Source | |
| 2231 | 69.750 | doit-mcp-servermcp · back-end | Provides LLMs with access to the DoiT API for managing cloud resources, analyzing costs, and handling support tickets via natural language. | 13 stars · 3 forks | No one-command install · Source | |
| 2231 | 69.750 | loomlemcp · back-end | MCP server that integrates with Unreal Engine to read and modify complex editor objects using SAL, providing tools for queries, patches, schema… | 13 stars · 3 forks | No one-command install · Source | |
| 2231 | 69.750 | garrettxu-shipxymcp · back-end | Integrates with ShipXY's maritime vessel tracking API to provide real-time ship location data, vessel movements, and maritime information for… | 13 stars · 3 forks | No one-command install · Source | |
| 2231 | 69.750 | aristotle-mcp-servermcp · back-end | An MCP server that wraps Aristotle's automated theorem prover for Lean 4, allowing AI assistants to fill in proofs, verify lemmas, and formalize… | 13 stars · 3 forks | No one-command install · Source | |
| 2231 | 69.750 | mcp-skills-servermcp · back-end | Dynamically loads and exposes skills from a directory with hot-reloading support, enabling users to manage and query skill content via MCP resources… | 13 stars · 3 forks | No one-command install · Source | |
| 2231 | 69.750 | financial-analysis-mcp-servermcp · back-end | An MCP server for financial analysis that provides real-time and historical stock prices via Alpha Vantage and company fundamentals via Financial… | 13 stars · 3 forks | No one-command install · Source | |
| 2231 | 69.750 | zhongyao-mcp-servermcp · back-end | Enables generating short videos for Chinese herbs with information, images, voiceovers, and video synthesis using Volcano Engine's Doubao models. | 13 stars · 3 forks | No one-command install · Source | |
| 2231 | 69.750 | vitorpavinato-ncbi-mcp-servermcp · back-end | Comprehensive NCBI/PubMed literature search server with advanced analytics, caching, MeSH integration, related articles discovery, and batch… | 13 stars · 3 forks | No one-command install · Source | |
| 2231 | 69.750 | mcp-n8n-api-servermcp · back-end | Enables listing and triggering n8n workflows, and calling webhooks via the Model Context Protocol. | 13 stars · 3 forks | No one-command install · Source | |
| 2240 | 69.545 | stockbit-mcpmcp · back-end | Read-only MCP server for Stockbit (IDX market data) providing broker summary/bandarmology, quotes, top movers, orderbook, fundamentals, and sentiment… | 15 stars · 2 forks | No one-command install · Source | |
| 2240 | 69.545 | atomno-labs-fns-checkmcp · back-end | MCP server for verifying Russian business entities against Federal Tax Service registries, providing risk assessments for counterparty due diligence. | 15 stars · 2 forks | No one-command install · Source | |
| 2240 | 69.545 | vera-mcp-servermcp · back-end | Enables AI clients like Claude Code, Cursor, or VS Code to drive the Unreal Editor: execute Python, capture screenshots, tail logs, check status, and… | 15 stars · 2 forks | No one-command install · Source | |
| 2240 | 69.545 | yalcin-freqtrademcp · back-end | Read-only codebase introspection server for Freqtrade that exposes method signatures, docstrings, type hints, enums, and configuration schemas to help… | 15 stars · 2 forks | No one-command install · Source | |
| 2240 | 69.545 | mcp-raganythingmcp · back-end | Multi-modal RAG service exposing a REST API and MCP server for document indexing and knowledge-base querying, powered by RAGAnything and LightRAG. | 15 stars · 2 forks | No one-command install · Source | |
| 2240 | 69.545 | things3-mcp-gtdmcp · back-end | An MCP server for Things 3 on macOS that enables AI assistants to manage tasks using the Getting Things Done (GTD) methodology, including capture… | 15 stars · 2 forks | No one-command install · Source | |
| 2240 | 69.545 | bangumi-mcpmcp · back-end | Enables searching and retrieving information about anime, manga, and related content via the Bangumi API. | 15 stars · 2 forks | No one-command install · Source | |
| 2240 | 69.545 | hanshuebner-genera-lispmcp · back-end | Evaluate Lisp expressions on a Symbolics Genera machine via TCP bridge. | 15 stars · 2 forks | No one-command install · Source | |
| 2240 | 69.545 | alsoaskedmcp · back-end | Integrates with Google's AlsoAsked API to retrieve hierarchical "People Also Ask" question data for SEO research and content optimization with… | 15 stars · 2 forks | No one-command install · Source | |
| 2249 | 69.392 | medplum-mcp-servermcp · back-end | Enables interaction with Medplum's FHIR data through the Model Context Protocol, allowing LLMs to access and manage healthcare data. | 5 stars · 7 forks | No one-command install · Source | |
| 2249 | 69.392 | tbensonwest-loxo-recruitmentmcp · back-end | Integrates with Loxo's recruitment platform API to streamline hiring processes through automated candidate tracking, job matching, and task… | 5 stars · 7 forks | No one-command install · Source | |
| 2249 | 69.392 | nagios-mcpmcp · back-end | MCP server for Nagios Core that enables querying host and service status, alerts, configuration, and other monitoring data through CGI binaries. | 5 stars · 7 forks | No one-command install · Source | |
| 2249 | 69.392 | robertn702-openweathermapmcp · back-end | Integrates with OpenWeatherMap API to provide current conditions, forecasts, air quality monitoring, weather alerts, and location services through 11… | 5 stars · 7 forks | No one-command install · Source | |
| 2249 | 69.392 | deshartman-twilio-agent-paymentsmcp · back-end | Enables secure, PCI-compliant payment processing during voice calls by bridging Twilio's payment API with tokenized card information collection… | 5 stars · 7 forks | No one-command install · Source | |
| 2254 | 69.349 | onemcp · back-end | Search, document and execute authenticated API calls across all your apps (Gmail, Slack, Stripe, Notion, GitHub, and more) through 4 universal tools… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | sh-patterson-legiscan-mcpmcp · back-end | Access legislative data from all 50 US states and Congress — search bills, get full text, track votes, and look up legislators via the LegiScan API. | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | schemacrawler-ai-mcp-servermcp · back-end | Enables AI agents to interactively interrogate database schema metadata using SchemaCrawler. | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | architect-to-product-a2pmcp · back-end | An MCP server that adds engineering discipline to AI-assisted development, enforcing evidence-gated TDD, security review, backup strategy, and… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | togomcpmcp · back-end | An MCP server that gives AI assistants access to biological and biomedical RDF databases via SPARQL at the RDF Portal, as well as selected REST APIs… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | toast-mcp-servermcp · back-end | Enables AI assistants to manage restaurant operations by integrating with Toast POS, including orders, menus, employees, payments, inventory, and… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | dbos-mcp-servermcp · back-end | Enables LLMs to analyze and manage DBOS workflows, including introspection, workflow management, and authentication, to help debug applications in… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | iceener-tesla-tessiemcp · back-end | Integrates with Tesla vehicles through the Tessie API to retrieve vehicle status information and execute control commands like locking, climate… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | xpoz-mcp-servermcp · back-end | Enables AI agents to search Twitter, Instagram, Reddit, and TikTok using natural language queries, with CSV exports up to 500K rows and no API keys… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | iterable-mcp-servermcp · back-end | Enables natural language interaction with Iterable marketing platform data, allowing users to query campaigns, templates, and perform actions via AI… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | microsoft-planner-mcp-servermcp · back-end | An unofficial MCP server that connects AI assistants to Microsoft Planner, enabling natural language task management such as creating tasks… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | unifuncs-api-bridgemcp · back-endalso listed as unifuncs-mcp-server | Provides a bridge to the UniFuncs API for web search and web reading capabilities through TypeScript implementation with Express and NPX commands. | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | orcarouter-mcpmcp · back-end | OrcaRouter MCP — browse 160+ LLM models with live pricing (no API key needed for catalog) and route chat completions through the OrcaRouter gateway… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | oci-documentation-mcp-servermcp · back-end | Enables searching and reading OCI documentation using the Oracle Help Center Search API. Provides tools for finding relevant documentation URLs and… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | sompote-plaxismcp · back-end | MCP server wrapping PLAXIS 2D geotechnical engineering software for AI-assisted simulation scripting. | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | mcp-xraymcp · back-end | A lightweight server that bridges the MCP protocol with the Atlassian Jira Xray API, enabling safe and configurable access to Xray Server+DC via… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | signalk-mcp-servermcp · back-end | Enables AI agents to access SignalK marine data with 90-96% token reduction by executing JavaScript code in V8 isolates for client-side filtering and… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | donetick-mcp-servermcp · back-end | MCP server for Donetick chores management, enabling AI assistants to list, create, complete, update, and delete chores with full API integration and… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | devroopsaha744-texmcpmcp · back-endalso listed as fastmcp-latex-server-tex-mcp | An MCP server that converts LaTeX into high-quality PDF documents. It provides tools for rendering both raw LaTeX input and customizable templates… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | crisschan-alluremcp · back-end | Provides a bridge to Allure test reports, enabling access to test execution data including test cases, steps, statuses, and timestamps through a… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | ceami-korean-open-data-portalmcp · back-end | Integrates with Korean Open Data Portal APIs through a three-step workflow that searches for APIs by keywords, retrieves detailed documentation, and… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | joe-sandbox-cloudmcp · back-end | Integrates with Joe Sandbox Cloud API to provide malware analysis capabilities including file and URL submission, threat intelligence extraction… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | asr-graph-of-thoughts-got-mcp-servermcp · back-end | Enables sophisticated reasoning workflows using graph-based representations for AI models. | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | nullplatform-meta-mcp-proxymcp · back-end | Unifies multiple MCP servers into a single gateway with built-in search capabilities, enabling tools to be discovered and executed across different… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | yuru-sha-difymcp · back-end | Integrates with Dify AI's chat completion API to enable natural language interactions, offering tools for restaurant recommendations and supporting… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | hidenorigoto-sakura-cloudmcp · back-end | Enables management of Sakura Cloud infrastructure resources including servers, disks, networks, and containerized applications through natural… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | taha-torobjomcp · back-end | Integrates with the Torob marketplace API to provide price comparisons across Iranian e-commerce platforms and extract Instagram captions through… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | milkosten-task-mastermcp · back-end | Integrates with an external task API to provide CRUD operations for task management, enabling natural language interactions for task creation… | 11 stars · 4 forks | No one-command install · Source | |
| 2254 | 69.349 | tommybez-dbt-semantic-layermcp · back-end | Integrates with the DBT Semantic Layer API to enable querying and analysis of data models defined in DBT, supporting report generation, ad-hoc… | 11 stars · 4 forks | No one-command install · Source | |
| 2285 | 69.318 | mtane0412-ghost-admin-apimcp · back-end | Integrates with Ghost CMS's Admin API to enable automated content management and custom publishing workflows for Ghost blogs. | 3 stars · 8 forks | No one-command install · Source | |
| 2286 | 69.273 | neat-mcp-servermcp · back-end | Provides AI agents with a live architecture model of a codebase, enabling queries for root cause analysis, blast radius, and dependency traversal… | 20 stars · 1 fork | No one-command install · Source | |
| 2286 | 69.273 | androjack-mcpmcp · back-endalso listed as vikas9793-androjack | Enables AI coding assistants to access up-to-date, official Android documentation and APIs, reducing hallucinations from stale training data. | 20 stars · 1 fork | No one-command install · Source | |
| 2286 | 69.273 | chart-librarymcp · back-end | Pattern intelligence API for searching 24 million historical chart patterns with forward returns and regime analysis. | 20 stars · 1 fork | No one-command install · Source | |
| 2290 | 69.255 | writing-tools-mcp-servermcp · back-end | MCP server offering text analysis tools for writing improvement, including spellcheck, readability, keyword analysis, passive voice detection, and… | 10 stars · 5 forks | No one-command install · Source | |
| 2290 | 69.255 | davidmosiah-garminmcp · back-end | Privacy-first MCP server for Garmin Connect health, sleep, recovery and activities. | 10 stars · 5 forks | No one-command install · Source | |
| 2290 | 69.255 | cigarliu-sshmcp · back-end | Provides secure SSH connectivity and remote server management with command execution, SFTP file transfers, interactive shell sessions, and multiple… | 10 stars · 5 forks | No one-command install · Source | |
| 2290 | 69.255 | cyberark-privilege-cloud-mcp-servermcp · back-end | Enables privileged access management for CyberArk Privilege Cloud through 53 tools for account management, safe management, platform management, and… | 10 stars · 5 forks | No one-command install · Source | |
| 2290 | 69.255 | wlcarden-worldanvilmcp · back-end | Integrates with WorldAnvil's API to automate worldbuilding workflows across articles, maps, timelines, campaigns, and content management with… | 10 stars · 5 forks | No one-command install · Source | |
| 2290 | 69.255 | js-reverse-evolvermcp · back-end | A self-evolving JavaScript reverse engineering workflow MCP server that automates deobfuscation through evolutionary algorithms, integrating MemOS… | 10 stars · 5 forks | No one-command install · Source | |
| 2290 | 69.255 | recraft-mcp-servermcp · back-end | MCP server for AI image generation, transformation, and style management via the Recraft API. Provides tools for text-to-image, image-to-image… | 10 stars · 5 forks | No one-command install · Source | |
| 2290 | 69.255 | conan-io-conan-mcpmcp · back-endalso listed as conan-mcp-server | Official MCP server for Conan C/C++ package manager. Create projects, manage dependencies, check licenses, and scan for security vulnerabilities. | 10 stars · 5 forks | No one-command install · Source | |
| 2290 | 69.255 | signnow-api-helper-mcpmcp · back-end | Enables developers to interact with SignNow API for document signing workflows, providing documentation access, code examples, and authentication… | 10 stars · 5 forks | No one-command install · Source | |
| 2290 | 69.255 | marcusbai-caiyun-weathermcp · back-end | Integrates with Caiyun Weather API to provide real-time weather data and forecasts based on geographic coordinates or location names for travel… | 10 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.