Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3401 | 32.223 | polybugger-mcpmcp · back-end | Multi-language MCP debugger for AI agents that supports Python, JavaScript/TypeScript, Go, Rust, and C/C++ with features like container debugging… | 2 stars | No one-command install · Source | |
| 3402 | 32.223 | ros-2-mcp-servermcp · back-end | A Model Context Protocol server for ROS 2, enabling AI assistants to introspect and interact with ROS 2 systems. | 2 stars | No one-command install · Source | |
| 3403 | 32.223 | acheong08-synthetic-searchmcp · back-end | Provides web search capabilities through the Synthetic Search API, returning structured results with titles, URLs, descriptions, and publication… | 2 stars | No one-command install · Source | |
| 3404 | 32.223 | alisaitteke-dockermcp · back-end | MCP server for managing Docker containers, images, networks, volumes, and registries | 2 stars | No one-command install · Source | |
| 3405 | 32.223 | openapi-sync-mcpmcp · back-end | High-performance MCP server for OpenAPI specifications that parses specs, diffs versions, tracks dependencies, and generates code (TypeScript, Rust… | 2 stars | No one-command install · Source | |
| 3406 | 32.223 | kinozal-mcpmcp · back-end | MCP server for searching, viewing details, and downloading torrents from kinozal.tv | 2 stars | No one-command install · Source | |
| 3407 | 32.223 | fivetran-mcpmcp · back-end | An MCP server for controlling Fivetran data pipelines. Enables AI assistants to manage syncs, monitor connection status, and control pipelines through… | 2 stars | No one-command install · Source | |
| 3408 | 32.223 | mary-code217-swagger-openapimcp · back-end | Parses Swagger/OpenAPI specifications to dynamically generate callable tools for REST API integration with support for multiple APIs and… | 2 stars | No one-command install · Source | |
| 3409 | 32.223 | databursatil-mcp-servermcp · back-end | Enables querying Mexican stock market data (BMV, BIVA) including issuers, intraday quotes, historical prices, financials, indices, rates, currencies… | 2 stars | No one-command install · Source | |
| 3410 | 32.223 | comfy-ui-buildermcp · back-end | ComfyUI MCP server with knowledge base, workflow builder, real-time execution, and model/plugin management. | 2 stars | No one-command install · Source | |
| 3411 | 32.223 | thejusdutt-google-searchmcp · back-end | Google Custom Search API integration with full content extraction using Mozilla's Readability algorithm, providing quick snippet search, deep content… | 2 stars | No one-command install · Source | |
| 3412 | 32.223 | kaewz-manga-wordpress-nodeflowmcp · back-end | Cloudflare Workers-based WordPress REST API integration with multi-tenant authentication and external image hosting for automated content management. | 2 stars | No one-command install · Source | |
| 3413 | 32.223 | huppert-mcpmcp · back-end | MCP server that enables AI assistants to access and query fNIRS data analysis tool documentation. | 2 stars | No one-command install · Source | |
| 3414 | 32.223 | ghostty-config-mcpmcp · back-end | MCP server for managing Ghostty terminal emulator configuration, allowing users to view version, search config docs, validate config, list… | 2 stars | No one-command install · Source | |
| 3415 | 32.223 | mcp-server-zigmcp · back-end | Provides Zig language intelligence for Claude Code by wrapping ZLS (Zig Language Server) and exposing 8 tools for diagnostics, formatting, hover info… | 2 stars | No one-command install · Source | |
| 3416 | 32.223 | vps-mcpmcp · back-end | Enables AI assistants to manage VPS servers, domains, DNS records, and SSH keys through the VPS.org API via natural language. | 2 stars | No one-command install · Source | |
| 3417 | 32.223 | pocketid-mcpmcp · back-end | MCP server for managing Pocket ID instances, providing 57 tools for user management, OIDC client configuration, group management, audit logs, and… | 2 stars | No one-command install · Source | |
| 3418 | 32.223 | picoli-mcpmcp · back-end | Enables URL shortening, click tracking, and analytics for AI agents via the picoli.site API. | 2 stars | No one-command install · Source | |
| 3419 | 32.223 | falmcp · back-end | A Model Context Protocol (MCP) server for interacting with fal.ai models and services, enabling listing, searching, generating content, managing… | 2 stars | No one-command install · Source | |
| 3420 | 32.223 | yabbi-ynabmcp · back-end | Integrates with YNAB's budgeting API to read account balances, transaction history, and category allocations while creating new transactions and… | 2 stars | No one-command install · Source | |
| 3421 | 32.223 | apecloud-kb-cloudmcp · back-end | Enables querying and managing KubeBlocks Cloud resources including organizations, environments, instances, and backups via the KB Cloud API for… | 2 stars | No one-command install · Source | |
| 3422 | 32.223 | scrcpy-mcp-servermcp · back-end | Exposes Android device control via adb and scrcpy as 22 tools for MCP clients like Claude Code and Codex CLI. | 2 stars | No one-command install · Source | |
| 3423 | 32.223 | azure-infrastructure-mcp-servermcp · back-end | An MCP server for managing Azure infrastructure from AI assistants, supporting subscriptions, VMs, storage, networking, identity, and more through… | 2 stars | No one-command install · Source | |
| 3424 | 32.223 | open-personality-mcp-servermcp · back-end | Creates and manages personality profiles using a 12-facet model based on 33 academic frameworks, stores them as OpenClaw-compatible… | 2 stars | No one-command install · Source | |
| 3425 | 32.223 | pollamin-opendock-neutronmcp · back-end | Integrates with Opendock Neutron API for warehouse dock scheduling and appointment management with full CRUD operations, availability checking… | 2 stars | No one-command install · Source | |
| 3426 | 32.223 | opendock-mcpmcp · back-end | An MCP server that connects AI assistants to the Opendock Neutron API for managing dock scheduling, appointments, warehouses, and related operations. | 2 stars | No one-command install · Source | |
| 3427 | 32.223 | cursor-usagemcp · back-end | MCP server that wraps Cursor Enterprise API to enable AI agents to answer questions about team spending, usage, and model adoption. | 2 stars | No one-command install · Source | |
| 3428 | 32.223 | boe-eur-lex-mcp-servermcp · back-end | Enables querying and analyzing Spanish (BOE) and EU (EUR-Lex) legal documents, with advanced search, PDF extraction, and cross-reference detection. | 2 stars | No one-command install · Source | |
| 3429 | 32.223 | pipedrivermcp · back-end | MCP server for Pipedrive API v2, enabling management of deals, persons, organizations, products, activities, and pipelines through natural language in… | 2 stars | No one-command install · Source | |
| 3430 | 32.223 | confluence-mcp-servermcp · back-end | An MCP server that connects AI assistants to Confluence, enabling search and fetch of pages in real time. | 2 stars | No one-command install · Source | |
| 3431 | 32.223 | xraylarch-mcpmcp · back-end | MCP server that wraps xraylarch for X-ray spectroscopy analysis, enabling loading, processing, analyzing, and plotting XAS/XAFS spectra through… | 2 stars | No one-command install · Source | |
| 3432 | 32.223 | paulofroes-memberkitmcp · back-end | Wraps the Memberkit API as semantic tools for managing users, courses, classrooms, memberships, comments, webhooks, rankings, and quizzes on the… | 2 stars | No one-command install · Source | |
| 3433 | 32.223 | markcoleman-members1stmcp · back-end | Provides financial account data and transaction history access with support for both mock data and live Members 1st credit union API integration | 2 stars | No one-command install · Source | |
| 3434 | 32.223 | m365-mcp-servermcp · back-end | A secure remote MCP server that integrates Microsoft 365 services with AI assistants, enabling email, calendar, Teams, and contact operations via the… | 2 stars | No one-command install · Source | |
| 3435 | 32.223 | vyos-mcpmcp · back-end | MCP server for managing VyOS routers via the VyOS HTTP API, allowing AI assistants to read config, set interfaces, firewall rules, VPNs, and more. | 2 stars | No one-command install · Source | |
| 3436 | 32.223 | pipeline-assistant-mcpmcp · back-end | An MCP server that automates CI/CD pipeline creation, analysis, and security enforcement. It generates production-ready pipelines from templates and… | 2 stars | No one-command install · Source | |
| 3437 | 32.223 | machfivemcp · back-end | Hyper-personalized cold email sequence generation via the MachFive API. | 2 stars | No one-command install · Source | |
| 3438 | 32.223 | huangzihang89-validity-everestmcp · back-end | Queries the Validity Everest API for email deliverability intelligence with domain and subdomain analysis. | 2 stars | No one-command install · Source | |
| 3439 | 32.223 | indiekit-mcpmcp · back-end | A unified MCP server that auto-discovers and exposes all IndieKit tools (PostgreSQL, development, terminal UI) through a single endpoint. | 2 stars | No one-command install · Source | |
| 3440 | 32.223 | macos-shell-mcp-servermcp · back-end | Enables shell command execution on macOS with session management, background processes, caching, and semantic search via Voyage AI. | 2 stars | No one-command install · Source | |
| 3441 | 32.223 | bis-code-premiere-promcp · back-end | Controls Adobe Premiere Pro through CEP plugin bridge with 269 tools covering ExtendScript and QE DOM APIs for timeline editing, effects, keyframes… | 2 stars | No one-command install · Source | |
| 3442 | 32.223 | danielsebastianc-frappe-apimcp · back-end | Provides a single tool for making HTTP requests to Frappe/ERPNext REST API endpoints with token-based authentication. | 2 stars | No one-command install · Source | |
| 3443 | 32.223 | health-canada-drug-product-database-mcp-servermcp · back-end | Enables querying the Health Canada Drug Product Database for information on approximately 47,000 approved drugs, including human pharmaceuticals… | 2 stars | No one-command install · Source | |
| 3444 | 32.223 | yapi-mcpmcp · back-end | A Model Context Protocol server for YApi that enables developers to search, view, create, and update API definitions directly from MCP-compatible… | 2 stars | No one-command install · Source | |
| 3445 | 32.223 | paciolimcp · back-end | MCP server that connects Claude Code to the Holded API for natural language financial, accounting, and invoicing queries, with built-in Spanish PGC… | 2 stars | No one-command install · Source | |
| 3446 | 32.223 | pinecone-assistant-mcpmcp · back-end | A generic MCP server for conversational AI document research using the Pinecone Assistant API, providing customizable RAG knowledge base access… | 2 stars | No one-command install · Source | |
| 3447 | 32.223 | oneclicklmmcp · back-end | A robust MCP server for NotebookLM that provides auto-healing authentication, zero-config setup, and tools to list, query, create notebooks, and… | 2 stars | No one-command install · Source | |
| 3448 | 32.223 | jtwolfe-oparlmcp · back-end | Integrates with parliamentary information systems through the OParl API to provide structured access to government bodies, elected officials… | 2 stars | No one-command install · Source | |
| 3449 | 32.223 | quan2005-mcpxmcp · back-end | Proxy server that aggregates multiple MCP servers into a single unified interface with progressive tool loading, session isolation, and health… | 2 stars | No one-command install · Source | |
| 3450 | 32.223 | glean-connector-mcp-servermcp · back-end | An MCP server for AI-assisted Glean connector development, enabling scaffolding, schema mapping, code generation, and testing of Glean connectors… | 2 stars | No one-command install · Source | |
| 3451 | 32.223 | leadbrain-korean-data-mcpmcp · back-end | Real-time Korean web data — Naver place reviews, Melon music chart, Daangn/Bunjang marketplace listings, Naver news, Musinsa fashion rankings. 7 tools… | 2 stars | No one-command install · Source | |
| 3452 | 32.223 | aigohotel-mcp-servermcp · back-end | Enables AI assistants to search for hotels globally via the MCP protocol, supporting filters like city, landmark, star rating, and distance. | 2 stars | No one-command install · Source | |
| 3453 | 32.223 | refgrowmcp · back-end | Manages affiliate programs, referrals, conversions, and coupon codes through the Refgrow API for tracking and automating referral marketing workflows. | 2 stars | No one-command install · Source | |
| 3454 | 32.223 | slite-mcpmcp · back-end | Integrates with Slite's API to search, retrieve, create, and edit notes via the MCP protocol. | 2 stars | No one-command install · Source | |
| 3455 | 32.223 | pdf2mcpmcp · back-end | Turn any PDF folder into a searchable MCP server with semantic, hybrid, or keyword search. | 2 stars | No one-command install · Source | |
| 3456 | 32.223 | android-security-analyzermcp · back-end | MCP server for static security analysis of Android application source code. | 2 stars | No one-command install · Source | |
| 3457 | 32.223 | monarchmoney-nodemcp · back-end | MCP server providing 30 tools to access and manage Monarch Money financial data, including accounts, transactions, budgets, and more, enabling AI… | 2 stars | No one-command install · Source | |
| 3458 | 32.223 | hakimelek-monarch-moneymcp · back-end | Node.js client for Monarch Money with 30 MCP tools covering accounts, transactions, budgets, cashflow, and investments. | 2 stars | No one-command install · Source | |
| 3459 | 32.223 | yahoo-fantasy-mcpmcp · back-end | A Model Context Protocol server that provides read-only access to Yahoo Fantasy Sports data, enabling AI assistants to query league standings, player… | 2 stars | No one-command install · Source | |
| 3460 | 32.223 | finance-calc-mcpmcp · back-end | An MCP server and CLI providing business, financial, and tax calculations including math expressions, income tax estimates, loan amortization… | 2 stars | No one-command install · Source | |
| 3461 | 32.223 | unixlamadev-spec-lightningprox-mcpmcp · back-end | MCP server for LightningProx — pay-per-request AI access via Bitcoin Lightning. Supports vision/multimodal. | 2 stars | No one-command install · Source | |
| 3462 | 32.223 | mbing-time-travelmcp · back-end | Record, replay, and interactively debug tool call sessions between agents and servers through a transparent proxy. | 2 stars | No one-command install · Source | |
| 3463 | 32.223 | niclaw-mcp-gatewaymcp · back-end | Lightweight gateway aggregating multiple MCP servers behind a single HTTP endpoint with routing, auth, rate limiting, and caching. | 2 stars | No one-command install · Source | |
| 3464 | 32.223 | js-peer-x-defi-mcp-servermcp · back-end | Enables AI assistants to interact with peer-to-peer networks (libp2p) and DeFi protocols, including oracle networks, cross-chain communication, and… | 2 stars | No one-command install · Source | |
| 3465 | 32.223 | console-mcpmcp · back-end | An MCP server for streaming and searching macOS Console.app and iOS device logs, enabling real-time log access and debugging through natural language. | 2 stars | No one-command install · Source | |
| 3466 | 32.223 | fin-products-toolsmcp · back-end | MCP server that provides tools to query Korean financial products (savings, deposits, pensions, mortgages, loans) via the FSS Open API, enabling… | 2 stars | No one-command install · Source | |
| 3467 | 32.223 | mcp-server-youtubemcp · back-end | Enables AI assistants to search videos, read channels, browse playlists, fetch comments, and get transcripts from YouTube using the YouTube Data API… | 2 stars | No one-command install · Source | |
| 3468 | 32.223 | bitbucket-cloud-mcp-servermcp · back-end | MCP server for the Bitbucket Cloud REST API v2.0, providing 32 tools across 5 toolsets for repository management, pull requests, issues, pipelines… | 2 stars | No one-command install · Source | |
| 3469 | 32.223 | shipitandpray-mcp-compressmcp · back-end | Data compression MCP server. 7 tools for gzip, brotli, deflate, and TurboQuant quantization. Auto-selects best algorithm. 60x compression on docs… | 2 stars | No one-command install · Source | |
| 3470 | 32.223 | vex-mcp-servermcp · back-end | Enables to access VEX Robotics Competition data including teams, events, rankings, skills scores, and forum via RobotEvents API. | 2 stars | No one-command install · Source | |
| 3471 | 32.223 | igoforth-polymarket-mcpmcp · back-end | MCP server exposing 47 Polymarket API tools for AI assistants. Covers the full Gamma, CLOB, and Data APIs plus a fluent MarketBuilder for multi-source… | 2 stars | No one-command install · Source | |
| 3472 | 32.223 | cvrt-jh-wordpressmcp · back-end | Integrates with the WordPress REST API to provide token-optimized site management including posts, pages, media, users, comments, taxonomies, plugins… | 2 stars | No one-command install · Source | |
| 3473 | 32.223 | twitter-mcpmcp · back-end | A lightweight Twitter MCP server for Claude Code with 17 tools for reading and writing tweets, including search, user profiles, and media uploads… | 2 stars | No one-command install · Source | |
| 3474 | 32.223 | birding-buddy-mcpmcp · back-end | An AI-powered birding companion that connects Claude to eBird and Xeno-canto APIs, enabling personalized birding with life list tracking, route-based… | 2 stars | No one-command install · Source | |
| 3475 | 32.223 | pixelforge-mcpmcp · back-end | An MCP server for AI-powered image generation, editing, analysis, and transformation using Google's Gemini and Imagen 4 models. | 2 stars | No one-command install · Source | |
| 3476 | 32.223 | laravel-forge-mcpmcp · back-end | Manages Laravel Forge servers, sites, deployments, SSL certificates, databases, and more through the Model Context Protocol. | 2 stars | No one-command install · Source | |
| 3477 | 32.223 | hangfire-mcp-servermcp · back-end | Enables monitoring and managing Hangfire background jobs, including job lists, retries, recurring tasks, and statistics, directly from VS Code Copilot… | 2 stars | No one-command install · Source | |
| 3478 | 32.223 | theyahia-dadatamcp · back-end | Address validation, company lookup, geocoding, and data enrichment via the DaData.ru API. | 2 stars | No one-command install · Source | |
| 3479 | 32.223 | metarebalance-dadata-mcpmcp · back-end | MCP server that provides 31 tools for the DaData API, enabling address autocomplete, company lookup, bank details, phone/email/passport validation… | 2 stars | No one-command install · Source | |
| 3480 | 32.223 | inspector-mcpmcp · back-end | A Node.js debugger for AI agents that enables setting breakpoints, stepping through code, and inspecting variables via the Chrome DevTools Protocol. | 2 stars | No one-command install · Source | |
| 3481 | 32.223 | sudhan30-freshprobemcp · back-end | Data freshness verification for AI agents. Probes endpoints for HTTP cache staleness, latency percentiles, content fingerprinting, TLS health, DNS… | 2 stars | No one-command install · Source | |
| 3482 | 32.223 | mcpampelmcp · back-end | MCP server that scans other MCP servers for security vulnerabilities using 16 scanning engines, returning aggregated trust scores. | 2 stars | No one-command install · Source | |
| 3483 | 32.223 | samrothschild23-intelligence-apimcp · back-end | E-commerce and business intelligence MCP server. Analyze any Shopify store, research Amazon products with Opportunity Score and FBA profitability… | 2 stars | No one-command install · Source | |
| 3484 | 32.223 | psa0426-sw-settlementmcp · back-end | MCP server for validating Korean social welfare facility settlement documents from the Hopeum system. | 2 stars | No one-command install · Source | |
| 3485 | 32.223 | asgard-ai-platform-newebpaymcp · back-end | Processes payments through the NewebPay Taiwanese payment gateway API. | 2 stars | No one-command install · Source | |
| 3486 | 32.223 | psyxe-mcp-servermcp · back-end | An MCP server that gives AI assistants access to your Apple Notes, Reminders, and Contacts — with optional BERT-powered semantic search. | 2 stars | No one-command install · Source | |
| 3487 | 32.223 | aighostmod-mcp-toolkitmcp · back-end | Diagnostic MCP server that captures and inspects MCP traffic including request headers, auth tokens, and JSON-RPC details. | 2 stars | No one-command install · Source | |
| 3488 | 32.223 | cafeasp-netsuitemcp · back-end | MCP server providing AI clients with access to NetSuite REST APIs, SuiteQL queries, and record management. | 2 stars | No one-command install · Source | |
| 3489 | 32.223 | kwonsw812-mile-meetingmcp · back-end | Manage conference room reservations and bookings through the Mile Meeting API. | 2 stars | No one-command install · Source | |
| 3490 | 32.223 | markdown3d-mcp-servermcp · back-end | Transforms markdown documents into immersive 3D visualizations using semantic analysis and spatial layout, enabling navigable knowledge structures. | 2 stars | No one-command install · Source | |
| 3491 | 32.223 | mcp-weather-aggregatormcp · back-end | AI-powered weather aggregation from 6 sources with intelligent deduction, working as both a REST API and MCP Server for AI assistants like Claude and… | 2 stars | No one-command install · Source | |
| 3492 | 32.223 | jimeng-ai-mcpmcp · back-end | Wraps Jimeng AI's image and video generation APIs for AI assistants to create and edit visual content via natural language. | 2 stars | No one-command install · Source | |
| 3493 | 32.223 | vincario-mcp-servermcp · back-end | Enables AI assistants to decode VINs, check stolen vehicle databases, and retrieve market valuations through natural language. | 2 stars | No one-command install · Source | |
| 3494 | 32.223 | ftp-mcpmcp · back-end | An enterprise-grade MCP server for FTP and SFTP operations optimized for AI coding assistants, featuring smart synchronization, connection pooling… | 2 stars | No one-command install · Source | |
| 3495 | 32.223 | un-mcpdaddymcp · back-end | Local-first proxy server that aggregates multiple upstream MCP servers and provides per-client exposure control through configurable profiles. | 2 stars | No one-command install · Source | |
| 3496 | 32.223 | diegocasallas-health-geminimcp · back-end | Provides healthcare query tools using Google Gemini AI, including drug search, disease information lookup, and medical consultation via a .NET 8… | 2 stars | No one-command install · Source | |
| 3497 | 32.223 | mrapik-minecraft-servermcp · back-end | Spigot/Paper plugin embedding an MCP server inside Minecraft for filesystem, command, and player management. | 2 stars | No one-command install · Source | |
| 3498 | 32.223 | iampelixm-planemcp · back-end | MCP server for syncing and managing issues with the Plane project management platform. | 2 stars | No one-command install · Source | |
| 3499 | 32.223 | lacausecrypto-poetrydbmcp · back-end | Classic poetry search and discovery via the PoetryDB API, with access to poems by author, title, and text content. | 2 stars | No one-command install · Source | |
| 3500 | 32.223 | ulanzi-mcpmcp · back-end | MCP server and CLI for controlling Ulanzi TC001 Smart Pixel Clock via AWTRIX3 HTTP API. Enables power, brightness, notifications, and more from AI… | 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.