Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 22.557 | nxavis-agent-browser-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides browser automation capabilities through Vercel's agent-browser, enabling LLMs to interact with web… | 1 star | No one-command install · Source | |
| 402 | 22.557 | danielramosacosta-nixos-searchmcp · back-end | Integrates with NixOS search API to find configuration options and packages with detailed metadata including types, defaults, descriptions, versions… | 1 star | No one-command install · Source | |
| 403 | 22.557 | jorben-unified-toolsmcp · back-end | Unified server with pluggable architecture that consolidates calculator, echo, and time conversion tools into a single endpoint with automatic… | 1 star | No one-command install · Source | |
| 404 | 22.557 | vertical-search-mcpmcp · back-end | A scalable MCP server for searching multiple platforms (WeChat, Zhihu, Google) with async API, content fetching, compression, and real URL resolution. | 1 star | No one-command install · Source | |
| 405 | 22.557 | volksrat71-google-workspacemcp · back-end | Integrates with Google Workspace APIs for Sheets and Slides operations. | 1 star | No one-command install · Source | |
| 406 | 22.557 | wh131462-dependency-doctormcp · back-end | Diagnoses and fixes Node.js dependency conflicts across npm, pnpm, and yarn with automated resolution suggestions and direct package file… | 1 star | No one-command install · Source | |
| 407 | 22.557 | lodamcp · back-end | Integrates with the LODA Language API to provide sequence search, LODA program compilation and evaluation, and submission capabilities for… | 1 star | No one-command install · Source | |
| 408 | 22.557 | lifeos-mcp-servermcp · back-end | An MCP server for managing LifeOS Obsidian vaults, enabling AI assistants to create, read, and search notes with YAML compliance and organizational… | 1 star | No one-command install · Source | |
| 409 | 22.557 | restaurant-backend-mcp-servermcp · back-end | Enables interaction with a restaurant FastAPI backend for menu management, order processing, customer management, and analytics through natural… | 1 star | No one-command install · Source | |
| 410 | 22.557 | hidratespark-mcp-servermcp · back-end | Enables tracking hydration, analyzing water intake patterns, and managing HidrateSpark smart water bottle data through Claude Desktop. | 1 star | No one-command install · Source | |
| 411 | 22.557 | tubist-mcp-servermcp · back-end | Enables AI assistants to control the Tubist macOS menu bar player to play YouTube videos using natural language commands, allowing uninterrupted… | 1 star | No one-command install · Source | |
| 412 | 22.557 | notion-slimmcp · back-end | A token-optimized MCP server for Notion that reduces context window usage by 73% while preserving full functionality, enabling AI assistants to… | 1 star | No one-command install · Source | |
| 413 | 22.557 | chrome-devtools-slimmcp · back-end | A token-optimized MCP server that groups Chrome Devtools tools into 8 semantic operations, reducing context window tokens by 69.5% while preserving… | 1 star | No one-command install · Source | |
| 414 | 22.557 | sequential-thinking-slimmcp · back-end | A token-optimized MCP server that reduces context window usage by 55% while preserving all functionality of the original Sequential Thinking server. | 1 star | No one-command install · Source | |
| 415 | 22.557 | rlm-mcp-servermcp · back-end | Provides recursive language model capabilities to AI assistants, enabling efficient exploration of large contexts through iterative Python code… | 1 star | No one-command install · Source | |
| 416 | 22.557 | uisp-api-mcp-servermcp · back-end | Enables interaction with Ubiquiti UISP API for managing network devices, sites, and monitoring through dynamically generated read-only tools. | 1 star | No one-command install · Source | |
| 417 | 22.557 | calibre-librarian-mcp-servermcp · back-end | Surfaces your Calibre e-book catalog to Claude via the Model Context Protocol, enabling search, metadata management, and library maintenance through… | 1 star | No one-command install · Source | |
| 418 | 22.557 | office-word-mcpmcp · back-end | A Model Context Protocol server for enterprise-grade document automation, enabling AI assistants to create, read, manipulate, and analyze Microsoft… | 1 star | No one-command install · Source | |
| 419 | 22.557 | azure-devops-mcp-server-2mcp · back-end | A read-only MCP server connecting AI assistants to Azure DevOps Server (on-premises) for browsing projects, repos, builds, work items, releases… | 1 star | No one-command install · Source | |
| 420 | 22.557 | toolcallmcp · back-end | Enables creating MCP (Model Context Protocol) servers with zero boilerplate, full TypeScript support, and multiple transports (stdio and HTTP). | 1 star | No one-command install · Source | |
| 421 | 22.557 | skill-hub-mcp-servermcp · back-end | Enables AI assistants to discover, search, and install Claude Code Skills from SkillHub, with tools for semantic search, browsing, recommendations… | 1 star | No one-command install · Source | |
| 422 | 22.557 | ampersand-mcp-docs-servermcp · back-end | Access Ampersand's documentation through MCP; this repo is deprecated, use the hosted server at https://docs.withampersand.com/mcp. | 1 star | No one-command install · Source | |
| 423 | 22.557 | third-eye-mcpmcp · back-end | A free, unlimited screen capture and recording MCP server for Python. Captures screenshots and records screen activity with no daily limits. | 1 star | No one-command install · Source | |
| 424 | 22.557 | z3-smt-mcp-servermcp · back-end | Enables constraint solving, logical reasoning, and satisfiability checking using the Z3 theorem prover via natural language. | 1 star | No one-command install · Source | |
| 425 | 22.557 | fol-prover-mcp-servermcp · back-end | An MCP server for first-order logic theorem proving supporting multiple provers like Vampire, E, and Prover9, with built-in simple prover, session… | 1 star | No one-command install · Source | |
| 426 | 22.557 | wireshark-mcp-servermcp · back-end | Provides AI assistants with direct access to Wireshark network analysis capabilities, enabling live packet capture, PCAP file analysis, protocol… | 1 star | No one-command install · Source | |
| 427 | 22.557 | drf-mcpmcp · back-end | Exposes Django REST Framework APIs as MCP tools for AI agents via the Model Context Protocol, with automatic discovery and security. | 1 star | No one-command install · Source | |
| 428 | 22.557 | vector-search-service-mcp-providermcp · back-end | A clean architecture backend API that registers and semantically searches data using vector embeddings, acting as an MCP context provider to connect… | 1 star | No one-command install · Source | |
| 429 | 22.557 | github-issue-relationships-mcp-servermcp · back-end | An MCP server that provides tools for managing GitHub issue relationships, including tracking dependencies, blockers, and sub-issues. | 1 star | No one-command install · Source | |
| 430 | 22.557 | ticktick-mcp-servermcp · back-end | Remote MCP server for managing TickTick tasks and projects, offering 22 tools for CRUD, search, and GTD workflows via any MCP client. | 1 star | No one-command install · Source | |
| 431 | 22.557 | audio-transcription-mcpmcp · back-end | MCP server for audio transcription with speaker diarization. Transcribes MP3/WAV files using Faster-Whisper and pyannote.audio, outputs markdown with… | 1 star | No one-command install · Source | |
| 432 | 22.557 | coda-mcp-servermcp · back-end | Provides full access to the Coda API v1, enabling AI agents to interact with Coda docs, tables, rows, formulas, and more through 51 tools. | 1 star | No one-command install · Source | |
| 433 | 22.557 | hisence999-mypcmcp · back-end | Windows desktop automation server enabling secure remote control with zone-based permissions, screenshot capture, file management, window… | 1 star | No one-command install · Source | |
| 434 | 22.557 | pxweb-mcpmcp · back-end | MCP server for accessing statistical data via the PxWeb API v2. | 1 star | No one-command install · Source | |
| 435 | 22.557 | hitendrapal3-youtube-playermcp · back-end | Integrates with YouTube Data API v3 to search for videos and play them in the browser, enabling music discovery and entertainment recommendations… | 1 star | No one-command install · Source | |
| 436 | 22.557 | mcp-baostock-servermcp · back-end | 提供股票数据查询的MCP服务器，支持股票信息、K线历史、财务指标等市场数据获取。 | 1 star | No one-command install · Source | |
| 437 | 22.557 | justindal-apple-docsmcp · back-end | Fetches and formats Apple Developer Documentation directly from Apple's JSON APIs with tools for listing frameworks, retrieving documentation, and… | 1 star | No one-command install · Source | |
| 438 | 22.557 | teppichseite-secure-httpmcp · back-end | Secure HTTP request executor that enforces whitelist-based access control through configurable JavaScript middleware files, enabling safe delegation… | 1 star | No one-command install · Source | |
| 439 | 22.557 | local-files-mcp-servermcp · back-end | Provides safe local file operations through MCP, including reading, writing, searching, organizing, and protected deletion with configurable path… | 1 star | No one-command install · Source | |
| 440 | 22.557 | creating-your-first-mcp-servermcp · back-end | Enables to perform mathematical calculations, retrieve weather information, and manage files through a standardized MCP interface, showcasing best… | 1 star | No one-command install · Source | |
| 441 | 22.557 | api-testing-mcpmcp · back-end | Enables HTTP API testing (GET, POST, PUT, DELETE) via the Model Context Protocol, powered by Playwright. | 1 star | No one-command install · Source | |
| 442 | 22.557 | tmdb-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that allows LLMs to search for movies and TV shows using the The Movie Database (TMDB) API. | 1 star | No one-command install · Source | |
| 443 | 22.557 | mistral-mcp-servermcp · back-end | Enables AI assistants to interact with the full Mistral AI API, including chat completion, embeddings, fine-tuning, OCR, audio transcription, and… | 1 star | No one-command install · Source | |
| 444 | 22.557 | osm-mcp-analytics-servermcp · back-end | Provides advanced geospatial analytics for OpenStreetMap, including neighborhood livability scoring and commute analysis, beyond simple geocoding. | 1 star | No one-command install · Source | |
| 445 | 22.557 | devin95835-google-workspacemcp · back-end | Integrates with Google Workspace APIs for email management, calendar operations, spreadsheet manipulation, document editing, and file sharing | 1 star | No one-command install · Source | |
| 446 | 22.557 | zengliwei-php-pdo-databasemcp · back-end | PHP-based MCP server for Windows database operations through PDO. | 1 star | No one-command install · Source | |
| 447 | 22.557 | buildez-mcp-servermcp · back-end | Enables AI assistants to build complete, live websites from natural language descriptions by connecting to Buildez.ai. | 1 star | No one-command install · Source | |
| 448 | 22.557 | wspringer-math-svgmcp · back-end | Converts LaTeX math expressions to crisp, scalable SVG images using MathJax with support for multiple math fonts. | 1 star | No one-command install · Source | |
| 449 | 22.557 | math-svg-mcpmcp · back-end | Converts LaTeX math expressions to SVG. Enables AI assistants to render mathematical formulas as scalable vector graphics. | 1 star | No one-command install · Source | |
| 450 | 22.557 | kodim-mcp-cloudflare-dnsmcp · back-end | MCP server for managing and analyzing Cloudflare DNS — zones, records, analytics, and DNSSEC. | 1 star | No one-command install · Source | |
| 451 | 22.557 | prior-authorization-system-mcp-servermcp · back-end | End-to-end Prior Authorization decision-support system with a multi-agent AI pipeline, MCP Tool Registry, and PostgreSQL backend. | 1 star | No one-command install · Source | |
| 452 | 22.557 | zutrix-mcp-servermcp · back-end | Connect your AI tools to Zutrix SEO data, enabling access to projects, keywords, competitors, backlinks, and more. | 1 star | No one-command install · Source | |
| 453 | 22.557 | pingera-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for the Pingera monitoring service, providing seamless integration between AI models and monitoring data. | 1 star | No one-command install · Source | |
| 454 | 22.557 | gcalendar-mcpmcp · back-end | A Model Context Protocol server that enables Claude to fully manage Google Calendar, including events, calendars, sharing, and availability checks… | 1 star | No one-command install · Source | |
| 455 | 22.557 | factruesolin-image-edit-rmcpmcp · back-end | Rust-based image editing server integrating with ModelScope APIs for cropping, rotation, OCR, object detection, and image generation. | 1 star | No one-command install · Source | |
| 456 | 22.557 | zlotus-a-share-valuemcp · back-end | Chinese A-share stock market analysis with BaoStock and AKShare APIs for long-term investing and low-frequency trading strategies. | 1 star | No one-command install · Source | |
| 457 | 22.557 | suncreation-mcp-google-docsmcp · back-end | MCP server for Google Docs, Sheets & Drive with full formatting support. | 1 star | No one-command install · Source | |
| 458 | 22.557 | n8n-workflow-generator-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that generates production-ready n8n workflows from natural language prompts. Transform simple descriptions into… | 1 star | No one-command install · Source | |
| 459 | 22.557 | datapacket-mcp-servermcp · back-end | An MCP server that provides access to the DataPacket GraphQL API, enabling LLMs and MCP clients to manage dedicated servers, view invoices, provision… | 1 star | No one-command install · Source | |
| 460 | 22.557 | openclaw-mcp-servermcp · back-end | Exposes your OpenClaw assistant to Claude Desktop via Streamable HTTP transport, enabling interaction between the two AI systems. | 1 star | No one-command install · Source | |
| 461 | 22.557 | intra-pay-mcp-servermcp · back-end | Enables Pix payment operations (cash-in/cash-out) and webhook management for Intra Pay via natural language, supporting multi-tenant authentication. | 1 star | No one-command install · Source | |
| 462 | 22.557 | mcpalmcp · back-end | A lightweight MCP server that enables sending native desktop notifications with action buttons and text replies, compatible with any MCP client. | 1 star | No one-command install · Source | |
| 463 | 22.557 | geospatial-tools-mcp-servermcp · back-end | Provides 15 geospatial utility tools for AI agents, covering coordinate transformation, spatial data validation, elevation/terrain, viewshed analysis… | 1 star | No one-command install · Source | |
| 464 | 22.557 | velociraptor-forensic-mcp-servermcp · back-end | This MCP server connects Claude Desktop to a Velociraptor instance and local forensic tools. It enables remote endpoint investigation and local… | 1 star | No one-command install · Source | |
| 465 | 22.557 | buttondown-mcp-servermcp · back-end | Enables interaction with the Buttondown newsletter API for managing emails, subscribers, and tags. | 1 star | No one-command install · Source | |
| 466 | 22.557 | swagger-api-mcp-servermcp · back-end | Parses Swagger 2.0 and OpenAPI 3.x specifications, exposing API endpoints, schemas, and authentication through MCP tools with local caching to reduce… | 1 star | No one-command install · Source | |
| 467 | 22.557 | azure-finops-elitemcp · back-end | Production-grade MCP server for enterprise Azure cost optimization, enabling spend anomaly detection, multi-tenant auditing, budget validation, and… | 1 star | No one-command install · Source | |
| 468 | 22.557 | sechan9999-us-government-datamcp · back-end | Access US government public data APIs including Census Bureau, SEC EDGAR, FDA, Bureau of Labor Statistics, and EPA air quality. | 1 star | No one-command install · Source | |
| 469 | 22.557 | counterparty-mcp-servermcp · back-end | Enables AI agents to interact with the Counterparty protocol on Bitcoin, allowing queries of balances, assets, orders, and dispensers, as well as… | 1 star | No one-command install · Source | |
| 470 | 22.557 | pycopilotmcp · back-end | An MCP server that provides a simple addition tool for calculating the sum of two numbers. | 1 star | No one-command install · Source | |
| 471 | 22.557 | vnc-mcp-servermcp · back-end | Empowers AI agents to see, reason, and control computers via VNC, providing advanced vision features like OCR and image search, human-like input… | 1 star | No one-command install · Source | |
| 472 | 22.557 | mcp-ai-research-assistantmcp · back-end | An offline MCP server that enables research tasks such as summarizing text, extracting key points, and saving/retrieving notes via a CLI client and… | 1 star | No one-command install · Source | |
| 473 | 22.557 | mcp-tool-factorymcp · back-end | Generates production-ready MCP servers from natural language, OpenAPI specs, database schemas, GraphQL schemas, or ontologies. | 1 star | No one-command install · Source | |
| 474 | 22.557 | heshamfs-mcp-tool-factorymcp · back-end | Generates production-ready MCP servers from natural language descriptions, OpenAPI specifications, or database schemas. | 1 star | No one-command install · Source | |
| 475 | 22.557 | xjthy001-iterm2-agentmcp · back-end | Integrates with iTerm2 terminal on macOS to execute shell commands, read terminal output, manage sessions and tabs, send keystrokes, and monitor… | 1 star | No one-command install · Source | |
| 476 | 22.557 | exarpmcp · back-end | MCP server for project management automation, providing tools for project health, documentation, task management, security scanning, and CI/CD… | 1 star | No one-command install · Source | |
| 477 | 22.557 | tts-mcpmcp · back-end | Profile-driven MCP server for Google Cloud Text-to-Speech that exposes tools to synthesize text to speech, run diagnostics, and stop playback, with… | 1 star | No one-command install · Source | |
| 478 | 22.557 | energyatit-mcp-servermcp · back-end | Connects AI agents to energy infrastructure with 30+ tools for managing sites, assets, dispatch, settlements, compliance, and carbon tracking. | 1 star | No one-command install · Source | |
| 479 | 22.557 | node2flow-google-docs-mcpmcp · back-end | MCP server for Google Docs — create, read, edit, format, and manage documents through 26 tools via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 480 | 22.557 | node2flow-google-sheets-mcpmcp · back-end | MCP server for managing Google Sheets via 23 tools, enabling read/write, formatting, sheet management, and data operations through natural language. | 1 star | No one-command install · Source | |
| 481 | 22.557 | mcp-simple-servermcp · back-end | Provides basic tools for echoing messages, adding numbers, and getting the current timestamp. | 1 star | No one-command install · Source | |
| 482 | 22.557 | aula-mcp-servermcp · back-end | Enables Claude to access the Danish school communication platform Aula.dk, allowing users to ask about their child's school day, upcoming events… | 1 star | No one-command install · Source | |
| 483 | 22.557 | atlas-mcpmcp · back-end | An MCP server that brings AI-powered search and conversation to your FHIR clinical documents. | 1 star | No one-command install · Source | |
| 484 | 22.557 | saaiaravindhraja-shieldopsmcp · back-end | Autonomous SOC with specialized agents for triage, investigation, and containment using three custom security-focused servers. | 1 star | No one-command install · Source | |
| 485 | 22.557 | cve-intelligence-mcp-servermcp · back-end | Provides multi-source vulnerability intelligence for AI-powered security operations, combining NVD CVSS, CISA KEV, and EPSS scores without requiring… | 1 star | No one-command install · Source | |
| 486 | 22.557 | salesforce-mcp-server-extendedmcp · back-end | Enables natural language interactions with Salesforce data, metadata, and reports, including report creation, discovery, and schema inspection. | 1 star | No one-command install · Source | |
| 487 | 22.557 | evento-public-mcp-servermcp · back-end | MCP server to list and get events from Evento's public API using an API key. | 1 star | No one-command install · Source | |
| 488 | 22.557 | agencyanalytics-mcp-servermcp · back-end | Enables AI assistants to manage campaigns, users, backlinks, keywords, and SEO rankings through natural language using the AgencyAnalytics API. | 1 star | No one-command install · Source | |
| 489 | 22.557 | quotewise-mcp-servermcp · back-end | Enables semantic quote search, attribution verification, and collection management for AI assistants, with source transparency via QuoteSightings. | 1 star | No one-command install · Source | |
| 490 | 22.557 | google-tasks-local-mcp-servermcp · back-end | Google Tasks MCP Server is a local MCP server that provides AI agents with full, granular access to the Google Tasks API. | 1 star | No one-command install · Source | |
| 491 | 22.557 | kappaml-mcp-servermcp · back-end | Exposes the KappaML API as tools for AI assistants, enabling user management, model operations, predictions, learning, forecasting, metrics, and… | 1 star | No one-command install · Source | |
| 492 | 22.557 | berlin-group-mcp-servermcp · back-end | Provides AI assistants with contextual access to Berlin Group Open Finance API specifications, enabling specification-compliant guidance through… | 1 star | No one-command install · Source | |
| 493 | 22.557 | skillsmp-mcp-litemcp · back-end | A lightweight MCP server that enables AI assistants to search and read skills from the SkillsMP marketplace with optional security scanning. | 1 star | No one-command install · Source | |
| 494 | 22.557 | idotmatrix-mcpmcp · back-end | An MCP server that lets AI assistants draw pixel art on iDotMatrix LED displays over Bluetooth. | 1 star | No one-command install · Source | |
| 495 | 22.557 | kromula-servicenowmcp · back-end | Integrates with ServiceNow's REST Table API to enable CRUD operations on incidents, UI actions, business rules, and custom tables with specialized… | 1 star | No one-command install · Source | |
| 496 | 22.557 | georanker-mcp-servermcp · back-end | An agent-friendly MCP server for the GeoRanker High-Volume API, enabling SEO rank tracking and keyword management through natural language. | 1 star | No one-command install · Source | |
| 497 | 22.557 | mcp-elevenmcp · back-end | An open-source MCP server that turns any AI assistant into a football data analytics and scouting platform, enabling natural language queries over 40+… | 1 star | No one-command install · Source | |
| 498 | 22.557 | code-monkeyzhang-emailmcp · back-end | Integrates with IMAP and SMTP email servers to enable comprehensive email management including sending messages with attachments, retrieving content… | 1 star | No one-command install · Source | |
| 499 | 22.557 | mcp-ssh-servermcp · back-end | Enables AI assistants to execute commands and transfer files on remote servers over SSH connections. | 1 star | No one-command install · Source | |
| 500 | 22.557 | csound-mcp-servermcp · back-end | Enables AI agents to synthesize sounds using Csound, including subtractive synthesis and drum synthesis, via Model Context Protocol tools. | 1 star | 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.