Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3301 | 32.223 | elections-canada-mcp-servermcp · back-end | Provides access to Canadian federal election data, enabling queries about ridings, parties, vote shares, and close races for the 2021 and 2025… | 2 stars | No one-command install · Source | |
| 3302 | 32.223 | image-processing-mcp-servermcp · back-end | Enables image processing tasks such as resizing, compressing, converting formats, cropping, and extracting metadata directly within IDEs like Cursor… | 2 stars | No one-command install · Source | |
| 3303 | 32.223 | speech-mcp-servermcp · back-end | MCP server integrating VolcEngine for automatic speech recognition (ASR) and text-to-speech (TTS), converting audio to text or text to audio files. | 2 stars | No one-command install · Source | |
| 3304 | 32.223 | mcp-server-projmcp · back-end | A Model Context Protocol server for coordinate system transformations and map projections, supporting EPSG codes, WKT, and Proj formats. | 2 stars | No one-command install · Source | |
| 3305 | 32.223 | whatsapp-business-mcp-servermcp · back-end | Enables interaction with WhatsApp Business tools and services through a unified API. | 2 stars | No one-command install · Source | |
| 3306 | 32.223 | falai-universal-mcp-servermcp · back-end | Provides a standardized interface for interacting with Falai's tools and services through the Model Context Protocol, enabling AI assistants to… | 2 stars | No one-command install · Source | |
| 3307 | 32.223 | google-searchconsole-mcp-servermcp · back-end | Enables interaction with Google SearchConsole tools and services through a unified API. | 2 stars | No one-command install · Source | |
| 3308 | 32.223 | digitalocean-mcpmcp · back-end | Enables interaction with DigitalOcean services and tools through a unified API via the Model Context Protocol. | 2 stars | No one-command install · Source | |
| 3309 | 32.223 | endstone-mcp-servermcp · back-end | An MCP server for EndstoneMC development, enabling module information queries, code search, plugin template generation, event handling guidance, and… | 2 stars | No one-command install · Source | |
| 3310 | 32.223 | jordandalton-laravel-forgemcp · back-end | Minimal Laravel Forge integration that provides a single focused tool for triggering site deployments through the Forge API with environment-based… | 2 stars | No one-command install · Source | |
| 3311 | 32.223 | angrysky56-creatormcp · back-end | Generates custom MCP servers through templates and workflows, enabling rapid prototyping and automated scaffolding of new server implementations with… | 2 stars | No one-command install · Source | |
| 3312 | 32.223 | voicevox-mcp-servermcp · back-end | Provides text-to-speech functionality via VoiceVox, enabling Claude to generate spoken audio from text using various voices. | 2 stars | No one-command install · Source | |
| 3313 | 32.223 | figstra-usewebhookmcp · back-end | Generates unique webhook endpoints on usewebhook.com for capturing and inspecting HTTP requests without requiring account setup or configuration. | 2 stars | No one-command install · Source | |
| 3314 | 32.223 | facebook-business-mcpmcp · back-end | Unofficial MCP server implementation for Facebook Business API. Enables LLMs to manage ad campaigns and ads via natural language. | 2 stars | No one-command install · Source | |
| 3315 | 32.223 | orishmila-godaddy-domain-availabilitymcp · back-end | Integrates with GoDaddy's domain API to provide real-time domain availability checking, bulk domain searches with multiple TLD suffixes, and detailed… | 2 stars | No one-command install · Source | |
| 3316 | 32.223 | kedoupi-yapi-mcpmcp · back-end | Enables AI tools to search, create, update, and manage YApi API interfaces, projects, and categories through natural language. | 2 stars | No one-command install · Source | |
| 3317 | 32.223 | megagrindstone-goplsmcp · back-end | Integrates with gopls to provide Go language server capabilities including go-to-definition, find references, hover information, document symbols… | 2 stars | No one-command install · Source | |
| 3318 | 32.223 | ayrtonfelipe-groqcloudmcp · back-end | Integrates with Groq's high-speed inference API for text completion, audio transcription, and vision analysis with automatic model selection based on… | 2 stars | No one-command install · Source | |
| 3319 | 32.223 | arxiv-semantic-search-mcpmcp · back-end | A lightweight MCP server for querying arXiv with semantic and keyword search, supporting natural language queries and structured filters. | 2 stars | No one-command install · Source | |
| 3320 | 32.223 | mcp-docsrsmcp · back-end | A Docs.rs MCP server that enables AI models to deeply access Rust crate documentation, including searching crates, viewing API definitions, feature… | 2 stars | No one-command install · Source | |
| 3321 | 32.223 | construction-mcp-servermcp · back-end | Ultra-lightweight MCP server for construction calculations and material estimation, enabling material calculator and cost estimator tools for… | 2 stars | No one-command install · Source | |
| 3322 | 32.223 | onewalker-openapimcp · back-end | Automatically generates callable tools from OpenAPI specifications, parsing Swagger documents to create HTTP request handlers with proper parameter… | 2 stars | No one-command install · Source | |
| 3323 | 32.223 | voyager-mcpmcp · back-end | A Voyager-inspired MCP server that enables coding agents to build and immediately use CLI tools without restarting sessions. | 2 stars | No one-command install · Source | |
| 3324 | 32.223 | dustyposa-github-starsmcp · back-end | Integrates with GitHub's GraphQL API to analyze user starred repositories, track starring patterns over time, and extract technology adoption insights… | 2 stars | No one-command install · Source | |
| 3325 | 32.223 | local-financial-mcp-mock-servermcp · back-end | A lightweight MCP server that simulates financial data interactions with dummy authentication and static JSON datasets for testing financial… | 2 stars | No one-command install · Source | |
| 3326 | 32.223 | c3ptv3-simple-tempo-mcp-servermcp · back-end | Integrates with Grafana Tempo for distributed tracing analysis, enabling conversational access to trace searches and detailed trace information for… | 2 stars | No one-command install · Source | |
| 3327 | 32.223 | coinbase-trade-assistant-mcpmcp · back-end | Provides intelligent cryptocurrency trading assistance using Coinbase Advanced Trade API, with automated technical analysis screening and real-time… | 2 stars | No one-command install · Source | |
| 3328 | 32.223 | can-acar-jarvismcp · back-end | Go-based system administration server that provides secure filesystem operations, terminal command execution, web content fetching, and multi-file… | 2 stars | No one-command install · Source | |
| 3329 | 32.223 | semrush-universal-mcp-servermcp · back-end | Provides a standardized interface for interacting with Semrush's tools and services through a unified API using the Model Context Protocol. | 2 stars | No one-command install · Source | |
| 3330 | 32.223 | traves-theberge-word-of-the-daymcp · back-end | Provides word definition lookup and random word generation using the Dictionary API, offering comprehensive definitions with pronunciation, etymology… | 2 stars | No one-command install · Source | |
| 3331 | 32.223 | littlesis-api-servermcp · back-end | Provide access to the LittleSis API to track corporate power and accountability. Enable querying and exploring relationships and entities related to… | 2 stars | No one-command install · Source | |
| 3332 | 32.223 | littlesismcp · back-end | Integrates with the LittleSis API to provide access to corporate power networks and accountability relationships, enabling entity search, relationship… | 2 stars | No one-command install · Source | |
| 3333 | 32.223 | devil-mcp-servermcp · back-end | An MCP server that provides programmatic access to devil hosting platform management tools, enabling AI assistants to manage websites, databases, DNS… | 2 stars | No one-command install · Source | |
| 3334 | 32.223 | google-docs-mcp-servermcp · back-end | Provides a standardized interface for interacting with Google Docs through the Model Context Protocol, enabling document management and content… | 2 stars | No one-command install · Source | |
| 3335 | 32.223 | linkedin-web-scrapper-mcp-servermcp · back-end | Provides tools for searching LinkedIn profiles and extracting names, URLs, and headlines via Playwright-based web scraping. Supports location and… | 2 stars | No one-command install · Source | |
| 3336 | 32.223 | commonroom-mcpmcp · back-end | MCP server for integrating Common Room API with Amazon Q CLI and Claude Code, enabling management of activities, segments, and organizations through… | 2 stars | No one-command install · Source | |
| 3337 | 32.223 | finix-paymentsmcp · back-end | Integrates with Finix payments API to create and manage buyer/seller identities, generate payment links, and search documentation for building payment… | 2 stars | No one-command install · Source | |
| 3338 | 32.223 | ghidramcp · back-end | Bridges Ghidra reverse engineering platform with language models through a Java plugin HTTP server and Python MCP translator, enabling function… | 2 stars | No one-command install · Source | |
| 3339 | 32.223 | inside-hair-google-meet-calendarmcp · back-end | Integrates with Google Meet and Calendar APIs to provide comprehensive meeting scheduling, calendar management, conference recording retrieval, and… | 2 stars | No one-command install · Source | |
| 3340 | 32.223 | universal-shopping-agent-mcp-servermcp · back-end | Enables AI-powered shopping assistance by analyzing natural language shopping queries and automating product searches on multiple e-commerce… | 2 stars | No one-command install · Source | |
| 3341 | 32.223 | smart-context-mcp-servermcp · back-end | An AI Context Engineer that transforms vague queries into structured context packages for LLMs by extracting code, mapping relationships, and… | 2 stars | No one-command install · Source | |
| 3342 | 32.223 | rbonestell-apmcp · back-end | Integrates with the Associated Press Media API for news content access and analysis | 2 stars | No one-command install · Source | |
| 3343 | 32.223 | ap-mcp-servermcp · back-end | Enables conversational AI to access, analyze, and interact with Associated Press news content through natural language, with 26 tools for search… | 2 stars | No one-command install · Source | |
| 3344 | 32.223 | monorail-mcp-servermcp · back-end | Enables AI agents to fetch real-time quotes, token information, and trade transaction data from Monorail's aggregation of 11 exchanges and 7000+… | 2 stars | No one-command install · Source | |
| 3345 | 32.223 | jimeng-mcp-apicoremcp · back-end | Enables image generation using Jimeng AI (Doubao Seedream 4.0) via APICore, supporting text-to-image, image-to-image, multi-image fusion, and batch… | 2 stars | No one-command install · Source | |
| 3346 | 32.223 | jimeng-mcp-v4mcp · back-end | MCP server for generating images using Volcano Engine's Jimeng AI, supporting the latest Seedream4.0 model. | 2 stars | No one-command install · Source | |
| 3347 | 32.223 | pykernel-mcpmcp · back-end | MCP server that provides a persistent IPython kernel for executing Python code with pre-loaded numpy, pandas, and matplotlib, supporting stateful… | 2 stars | No one-command install · Source | |
| 3348 | 32.223 | mcp-zephyr-scale-cloud-servermcp · back-end | Enables AI assistants to interact with Zephyr Scale Cloud for test management, including test cases, cycles, plans, folders, priorities, and statuses… | 2 stars | No one-command install · Source | |
| 3349 | 32.223 | tshark-mcp-servermcp · back-end | Analyzes pcap files using tshark to detect network attacks and security threats. | 2 stars | No one-command install · Source | |
| 3350 | 32.223 | code-execution-mcp-servermcp · back-end | Enables AI agents to execute terminal commands and Python code on the host system with session management and smart output handling, leveraging Agent… | 2 stars | No one-command install · Source | |
| 3351 | 32.223 | scryfall-mcp-servermcp · back-end | Enables Claude to search and retrieve Magic: The Gathering card details, prices, set information, and random cards from Scryfall's database through… | 2 stars | No one-command install · Source | |
| 3352 | 32.223 | alexgarabt-bizangafest-penetration-testingmcp · back-end | Autonomous penetration testing server that performs network reconnaissance with nmap scanning and vulnerability discovery through searchsploit… | 2 stars | No one-command install · Source | |
| 3353 | 32.223 | kylestratis-spotify-playlistmcp · back-end | Integrates with Spotify's API to create and manage playlists using natural language with eight similarity algorithms that analyze audio features like… | 2 stars | No one-command install · Source | |
| 3354 | 32.223 | plyght-studentvuemcp · back-end | Integrates with StudentVue information systems to provide access to grades, attendance, schedules, messages, and documents through SOAP protocol… | 2 stars | No one-command install · Source | |
| 3355 | 32.223 | rykerwang-openapi2mcpservermcp · back-end | Automatically converts OpenAPI specifications into callable tools with authentication handling, input validation, and HTTP request proxying for… | 2 stars | No one-command install · Source | |
| 3356 | 32.223 | binance-futures-mcp-servermcp · back-end | Enables AI assistants like Claude to manage Binance USDⓈ-M Futures trading through 14 tools for orders, positions, account details, and risk settings. | 2 stars | No one-command install · Source | |
| 3357 | 32.223 | swagger-json-mcpmcp · back-end | A powerful MCP server for querying and processing large Swagger/OpenAPI JSON documents, enabling LLMs to efficiently access API documentation without… | 2 stars | No one-command install · Source | |
| 3358 | 32.223 | timedoctor-mcpmcp · back-end | MCP Server for extracting Time Doctor time tracking data via AI assistants. | 2 stars | No one-command install · Source | |
| 3359 | 32.223 | hitl-mcp-servermcp · back-end | Bridges Claude Desktop with a HITL escalation service, enabling creation, approval, modification, and management of human-in-the-loop requests… | 2 stars | No one-command install · Source | |
| 3360 | 32.223 | datagovin-mcp-servermcp · back-end | Exposes India's open government data (data.gov.in) APIs via the Model Context Protocol, enabling agentic AI data exploration. | 2 stars | No one-command install · Source | |
| 3361 | 32.223 | yokan-boardmcp · back-end | Kanban board management with columns, tasks, and full lifecycle operations via Yokan Board API | 2 stars | No one-command install · Source | |
| 3362 | 32.223 | mcp-oci-registry-servermcp · back-end | A Model Context Protocol (MCP) server for querying OCI container registries. Provides tools and prompts for interacting with registries like Docker… | 2 stars | No one-command install · Source | |
| 3363 | 32.223 | errajibadr-twilio-managermcp · back-end | Manages Twilio resources through asynchronous API interactions, enabling efficient concurrent operations for subaccounts, phone numbers, addresses… | 2 stars | No one-command install · Source | |
| 3364 | 32.223 | mqtt-mcp-servermcp · back-end | Connects AI assistants to MQTT brokers for smart home automation and IoT device control, enabling topic discovery, sensor reading, command sending… | 2 stars | No one-command install · Source | |
| 3365 | 32.223 | mind-map-mcp-servermcp · back-end | An experimental MCP server that explores neuroscience-inspired approaches to software development analysis, featuring associative memory… | 2 stars | No one-command install · Source | |
| 3366 | 32.223 | rokstrnisa-ai-calls-editormcp · back-end | VS Code extension that exposes an HTTP server enabling intelligent symbol renaming across multiple files using the editor's built-in LSP-backed rename… | 2 stars | No one-command install · Source | |
| 3367 | 32.223 | acrolinx-nextgenmcp · back-end | Integrates with Acrolinx's NextGen API to provide automated text rewriting, quality analysis, targeted editing suggestions, and workflow status… | 2 stars | No one-command install · Source | |
| 3368 | 32.223 | jim-coyne-acimcp · back-end | Integrates with Cisco ACI fabrics through APIC REST API to automate network infrastructure management including tenant configuration, policy creation… | 2 stars | No one-command install · Source | |
| 3369 | 32.223 | periphery-mcp-servermcp · back-end | Enables AI assistants to perform Swift code audits and detect unused code in iOS/macOS projects using Periphery CLI. | 2 stars | No one-command install · Source | |
| 3370 | 32.223 | pasie15-scenariomcp · back-end | Provides a bridge to the Scenario.com API for generating images from text prompts and removing backgrounds from existing images through authenticated… | 2 stars | No one-command install · Source | |
| 3371 | 32.223 | xiangweizeng-any-restmcp · back-end | Dynamic REST API gateway using ZML configuration language for type-safe endpoint definitions with hot-reloading and flexible authentication | 2 stars | No one-command install · Source | |
| 3372 | 32.223 | nyxiumyuuki-geoguessrmcp · back-end | Analyzes GeoGuessr gameplay statistics and provides performance optimization recommendations through automated API monitoring and strategic insights… | 2 stars | No one-command install · Source | |
| 3373 | 32.223 | mcp-server-trendingmcp · back-end | 一站式热门榜单聚合MCP服务器，让AI助手能够实时查询GitHub、Hacker News、Product Hunt等27+平台的热门内容，专为独立开发者和技术创业者设计。 | 2 stars | No one-command install · Source | |
| 3374 | 32.223 | webboy-jiramcp · back-end | Integrates with Jira Cloud API to provide comprehensive issue management including creation, searching, workflow transitions, comments, attachments… | 2 stars | No one-command install · Source | |
| 3375 | 32.223 | lordofthejars-openapi-diffmcp · back-end | Compares OpenAPI specifications to identify breaking changes, compatibility issues, and structural differences between API versions. | 2 stars | No one-command install · Source | |
| 3376 | 32.223 | bird-mcp-servermcp · back-end | A personal assistant MCP server that integrates Todoist, Anki, Obsidian, and Google Calendar to help you learn, organize, and stay productive through… | 2 stars | No one-command install · Source | |
| 3377 | 32.223 | parseflow-mcp-servermcp · back-end | Enables AI assistants to parse and search documents including PDF, Word, Excel, PowerPoint, and images via OCR, with support for semantic search and… | 2 stars | No one-command install · Source | |
| 3378 | 32.223 | h-lu-crossref-citemcp · back-end | Resolves academic paper citations via the Crossref API. | 2 stars | No one-command install · Source | |
| 3379 | 32.223 | osint-mcp-servermcp · back-end | MCP server for the OSINT Intelligence Platform, enabling AI assistants to interact with Telegram intelligence archives via 65 tools for search, entity… | 2 stars | No one-command install · Source | |
| 3380 | 32.223 | veithly-ssh-clientmcp · back-end | Secure remote server management through SSH connections with SFTP file operations | 2 stars | No one-command install · Source | |
| 3381 | 32.223 | depth-pro-mcp-servermcp · back-end | Enables AI assistants to perform monocular depth estimation on images using Apple's Depth Pro model, with tools for single or batch processing and GPU… | 2 stars | No one-command install · Source | |
| 3382 | 32.223 | google-alerts-mcpmcp · back-end | A Google Alerts MCP server that fetches news articles by simulating browser workflows with dynamic state extraction to avoid detection. | 2 stars | No one-command install · Source | |
| 3383 | 32.223 | notoriousarnav-eventhorizonmcp · back-end | Integrates with EventHorizon Django platform using Knox authentication to manage event lifecycles, registrations with approval workflows, and user… | 2 stars | No one-command install · Source | |
| 3384 | 32.223 | pancrepal-xiaoyibao-get-bijimcp · back-end | Integrates with Get Biji API for creating, retrieving, updating, and managing notes within the platform, enabling seamless note-taking workflows and… | 2 stars | No one-command install · Source | |
| 3385 | 32.223 | supermemory-stdio-mcpmcp · back-end | A stdio-based MCP server that wraps Supermemory's REST API, providing persistent memory, semantic search, and user profiles via stdio transport for… | 2 stars | No one-command install · Source | |
| 3386 | 32.223 | gw-mcp-servermcp · back-end | An MCP server providing tools to query gravitational wave data from GraceDB and GWOSC, enabling natural language queries about GW events. | 2 stars | No one-command install · Source | |
| 3387 | 32.223 | gym-mcp-servermcp · back-end | Expose any Gymnasium environment as an MCP server, automatically converting the Gym API into MCP tools that any agent can call via standard JSON… | 2 stars | No one-command install · Source | |
| 3388 | 32.223 | ocr-space-mcp-servermcp · back-end | MCP server for OCR.space API to extract text from images and PDFs, with tools for file, URL, automatic oversized handling, and language support. | 2 stars | No one-command install · Source | |
| 3389 | 32.223 | rfc-servermcp · back-end | Search and fetch RFCs by keyword or number. Jump directly to specific sections for precise citations. Speed up standards research and technical… | 2 stars | No one-command install · Source | |
| 3390 | 32.223 | ztxtxwd-feishu-docmcp · back-end | Searches and retrieves Feishu (Lark) Open Platform API documentation with automatic HTML-to-markdown conversion for improved readability. | 2 stars | No one-command install · Source | |
| 3391 | 32.223 | doc-mcp-servermcp · back-end | Enables AI to efficiently analyze and extract structured data from complex documents, especially Excel files, by providing tools like section reading… | 2 stars | No one-command install · Source | |
| 3392 | 32.223 | javierdevcol-devdocsmcp · back-end | Provides access to DevDocs API documentation browser for querying and retrieving documentation across various programming languages, frameworks, and… | 2 stars | No one-command install · Source | |
| 3393 | 32.223 | douyin-video-mcpmcp · back-end | A Model Context Protocol server that downloads watermark-free videos from Douyin (TikTok China) share links, extracts audio, and transcribes speech to… | 2 stars | No one-command install · Source | |
| 3394 | 32.223 | real-estate-sustainability-mcpmcp · back-end | MCP server for analyzing building sustainability metrics via Excel, PDF, and frameworks like ESG, LEED, BREEAM, DGNB with IFC integration. | 2 stars | No one-command install · Source | |
| 3395 | 32.223 | fingerstyle-tab-mcp-servermcp · back-end | An AI-powered MCP server that converts guitar audio recordings into high-quality fingerstyle tablature. | 2 stars | No one-command install · Source | |
| 3396 | 32.223 | xp-mcpmcp · back-end | XP-MCP provides 40+ specialized AI agents trained on real API documentation, enabling AI assistants to accurately interact with APIs like Binance… | 2 stars | No one-command install · Source | |
| 3397 | 32.223 | gemini-gen-mcpmcp · back-end | MCP server for generating images and audio using Google's Gemini AI models. | 2 stars | No one-command install · Source | |
| 3398 | 32.223 | vedantparmar12-document-automationmcp · back-end | Automates codebase analysis and documentation generation for local directories or GitHub repositories, extracting project structure, dependencies, and… | 2 stars | No one-command install · Source | |
| 3399 | 32.223 | unipile-linkedin-mcpmcp · back-end | Enables AI assistants to interact with LinkedIn for search, messaging, connections, and Sales Navigator features via the Unipile API. | 2 stars | No one-command install · Source | |
| 3400 | 32.223 | perdoo-mcp-servermcp · back-end | An MCP server that integrates with the Perdoo OKR platform, providing tools to manage objectives, key results, initiatives, KPIs, and strategic… | 2 stars | 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.