Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1101 | 22.557 | rapport-mcp-servermcp · back-end | Enables AI assistants to query local conversation transcripts and relationship data via a local MCP server, allowing retrieval of past conversations… | 1 star | No one-command install · Source | |
| 1102 | 22.557 | ukraine-com-ua-mcpmcp · back-end | MCP server for the adm.tools / ukraine.com.ua hosting API, providing tools to manage hosting services, accounts, sites, and web apps. | 1 star | No one-command install · Source | |
| 1103 | 22.557 | torbox-mcp-servermcp · back-end | Connects AI agents to Prowlarr and TorBox for autonomous torrent searching, downloading, and media extraction via MCP. | 1 star | No one-command install · Source | |
| 1104 | 22.557 | galgame-mcp-enginemcp · back-end | An MCP server that provides a visual novel world engine, enabling AI clients to drive interactive galgame experiences with narrative consistency. | 1 star | No one-command install · Source | |
| 1105 | 22.557 | mev-mcpmcp · back-end | An MCP server for inspecting MEV-relevant activity on Polygon, providing tools to check pending swaps, confirmed swap history, and gas price… | 1 star | No one-command install · Source | |
| 1106 | 22.557 | apigee-mcpmcp · back-end | Exposes Apigee X / GCP Management API operations as tools, enabling management of API proxies, environments, analytics, developers, apps, and API… | 1 star | No one-command install · Source | |
| 1107 | 22.557 | envato-mcpmcp · back-end | MCP server for Envato API that enables searching the marketplace catalog, viewing author statistics, checking buyer purchases, and accessing account… | 1 star | No one-command install · Source | |
| 1108 | 22.557 | telegram-bot-api-docs-mcpmcp · back-end | Scrapes the official Telegram Bot API documentation and provides tools for querying methods, types, fields, and relationships. | 1 star | No one-command install · Source | |
| 1109 | 22.557 | pok-mon-champions-mcp-servermcp · back-end | Provides accurate competitive Pokémon information for Pokémon Champions, including damage calculation, type effectiveness, Pokémon data, and… | 1 star | No one-command install · Source | |
| 1110 | 22.557 | supplymaven-scr-supplymaven-mcp-servermcp · back-end | Real-time supply chain risk intelligence for AI agents. 25 tools across 3 tiers: Global Disruption Index, Manufacturing Index, commodity prices, port… | 1 star | No one-command install · Source | |
| 1111 | 22.557 | supabase-management-mcp-servermcp · back-end | MCP tools for managing your self-hosted Supabase instance. Combines Edge Function CRUD, migration management, log monitoring, and Studio MCP proxy… | 1 star | No one-command install · Source | |
| 1112 | 22.557 | vicarius-vrx-mcp-servermcp · back-end | An MCP server that exposes the Vicarius vRx External Data API to AI assistants, providing 88 tools across 37 API domains for managing vulnerabilities… | 1 star | No one-command install · Source | |
| 1113 | 22.557 | csoai-org-qidi-printer-mcpmcp · back-end | Python MCP server for Qidi 3D printer control and management tools. | 1 star | No one-command install · Source | |
| 1114 | 22.557 | csoai-org-iso-42001-ai-mcpmcp · back-end | Python MCP server for ISO 42001 AI management system compliance. | 1 star | No one-command install · Source | |
| 1115 | 22.557 | openrouter-custom-image-generation-mcp-servermcp · back-end | Generates images using OpenRouter models and retrieves user-uploaded images from LibreChat database, enabling image generation and editing with… | 1 star | No one-command install · Source | |
| 1116 | 22.557 | unified-search-mcp-servermcp · back-end | Enables AI agents to perform multi-platform searches (Douyin, Xiaohongshu, Zhihu, CSDN) and reverse-engineer arbitrary websites using browser… | 1 star | No one-command install · Source | |
| 1117 | 22.557 | pulse-mcpmcp · back-end | Free MCP server for fetching social media metrics (views, likes, comments) from public post URLs across YouTube, Twitter, TikTok, and Instagram. No… | 1 star | No one-command install · Source | |
| 1118 | 22.557 | ibge-microdata-mcpmcp · back-end | Local-first MCP server for discovering, downloading, and analyzing official IBGE microdata using DuckDB and Parquet. | 1 star | No one-command install · Source | |
| 1119 | 22.557 | crispasr-agent-transcribermcp · back-end | Local-only transcription server for MCP agents, powered by CrispASR. Transcribes audio/video files without cloud uploads, supporting English and… | 1 star | No one-command install · Source | |
| 1120 | 22.557 | jobber-mcpmcp · back-end | MCP server for Jobber home service management software enabling read/write of clients, jobs, quotes, invoices via GraphQL API. | 1 star | No one-command install · Source | |
| 1121 | 22.557 | twproject-mcp-server-prototypemcp · back-end | Enables automation of routine operations on Twproject installations, including task, assignment, issue, person, company, worklog, and cost management… | 1 star | No one-command install · Source | |
| 1122 | 22.557 | mcp-google-vertex-ai-servermcp · back-end | Enables AI image and video generation using Google Vertex AI's Imagen and Veo models, with support for configurable parameters and local storage. | 1 star | No one-command install · Source | |
| 1123 | 22.557 | mcp-activeviewmcp · back-end | Read-only MCP server exposing ActiveView's external API for querying price rules, domain/network reports, and A/B testing redirects, enabling Claude… | 1 star | No one-command install · Source | |
| 1124 | 22.557 | guerrillamail-mcpmcp · back-end | MCP server for the Guerrilla Mail temporary/disposable email API. Spin up throwaway inboxes, poll for mail, and read messages from any MCP client. | 1 star | No one-command install · Source | |
| 1125 | 22.557 | bedvibe-mail-bridgemcp · back-end | A local Windows desktop app and MCP server that allows AI assistants to read, search, and draft replies for Gmail, but enforces human confirmation for… | 1 star | No one-command install · Source | |
| 1126 | 22.557 | farshid-mcp-imageprocessingmcp · back-end | A comprehensive OpenCV image-processing MCP server offering ~40 tools for webcam capture, image I/O, transforms, color manipulation, filtering, edge… | 1 star | No one-command install · Source | |
| 1127 | 22.557 | hvip-mcp-servermcp · back-end | Enables AI agents to access the full OKX exchange API for trading, market data, account management, and more through 300+ MCP tools. | 1 star | No one-command install · Source | |
| 1128 | 22.557 | ft-mcpmcp · back-end | A Python MCP server implemented from scratch, providing tool execution capabilities like system time and file hashing via stdio or HTTP transport. | 1 star | No one-command install · Source | |
| 1129 | 22.557 | medrxiv-mcpmcp · back-end | MCP server that turns a medRxiv DOI into clean markdown full text and provides free, relevance-ranked preprint search via Europe PMC. | 1 star | No one-command install · Source | |
| 1130 | 22.557 | kopsmcp · back-end | A read-only kubectl MCP server for AI assistants. The kubectl verb is hardcoded in each tool (get/describe/logs/events) and user input only fills… | 1 star | No one-command install · Source | |
| 1131 | 22.557 | annas-archive-download-mcpmcp · back-end | MCP server for searching and downloading from Anna's Archive for free via slow channels like LibGen and Sci-Net, without an API key. | 1 star | No one-command install · Source | |
| 1132 | 22.557 | mcp-plotting-servermcp · back-end | A FastMCP server that turns JSON data into Plotly figures, deployable as an isolated service on Modal. Data goes in as JSON; a validated Plotly figure… | 1 star | No one-command install · Source | |
| 1133 | 22.557 | comprasal-mcp-2mcp · back-end | Enables querying El Salvador's public procurement data, including awarded processes, supplier contracts, and institution details, from the live… | 1 star | No one-command install · Source | |
| 1134 | 22.557 | comprasal-mcpmcp · back-end | Enables querying El Salvador's public procurement data via the COMPRASAL API, including searching awarded processes, getting process details, and… | 1 star | No one-command install · Source | |
| 1135 | 22.557 | wikicious-mcp-servermcp · back-end | Connects MCP-compatible AI assistants to the Wikicious V6 protocol on Arbitrum One, enabling queries on perp markets, positions, staking, and revenue… | 1 star | No one-command install · Source | |
| 1136 | 22.557 | mcp-devenvmcp · back-end | An MCP server that gives your AI assistant full awareness of your local dev environment — running processes, Docker containers, git state, open ports… | 1 star | No one-command install · Source | |
| 1137 | 22.557 | outlook-personal-mcpmcp · back-end | An MCP server that gives Claude Code and Codex full control of a personal Outlook.com mailbox and calendar via the Microsoft Graph API, enabling mail… | 1 star | No one-command install · Source | |
| 1138 | 22.557 | ads-analytics-mcpmcp · back-end | Provides read access to campaign performance data from Google Ads, Meta Ads, and TikTok Ads via live API calls, enabling AI assistants to analyze and… | 1 star | No one-command install · Source | |
| 1139 | 22.557 | instrument-mcpmcp · back-end | Enables AI to control RIGOL DHO/HDO oscilloscopes and SIGLENT SDG1000X signal generators via SCPI commands through a local stdio MCP server. | 1 star | No one-command install · Source | |
| 1140 | 22.557 | veridge-mcp-servermcp · back-end | Enables AI assistants to query a project's unified graph (code, documents, decisions) with token-budgeted, ranked context, including focus, impact… | 1 star | No one-command install · Source | |
| 1141 | 22.557 | armbench-mcp-servermcp · back-end | Enables benchmarking and inference of LLMs on Arm64 cloud instances with KleidiAI optimizations, providing an MCP-compatible API for serving results. | 1 star | No one-command install · Source | |
| 1142 | 22.557 | sciencetokyolms-mcpmcp · back-end | MCP server for Science Tokyo LMS, enabling course material download, assignment deadline checks, and more via tools like list_courses and… | 1 star | No one-command install · Source | |
| 1143 | 22.557 | creddymcpmcp · back-end | A credit-risk analytics MCP server enabling natural language queries over 30,000 real credit records, default risk prediction with an interpretable… | 1 star | No one-command install · Source | |
| 1144 | 22.557 | telegram-delivery-mcpmcp · back-end | MCP server for delivering Yandex Tracker artifacts to Telegram via a bot service. It works in conjunction with YandexTrackerMCP to send summarized… | 1 star | No one-command install · Source | |
| 1145 | 22.557 | cerebras-multi-model-mcp-servermcp · back-end | Use multiple Cerebras models from Claude Desktop & Claude Code with automatic model selection. | 1 star | No one-command install · Source | |
| 1146 | 22.557 | toconline-mcpmcp · back-end | Local MCP server for TOCOnline accounting/invoicing API that enables AI assistants to manage customers, products, sales documents, and call arbitrary… | 1 star | No one-command install · Source | |
| 1147 | 22.557 | autodl-mcp-servermcp · back-end | Manages AutoDL GPU cloud instances, including lifecycle management, SSH operations, file transfer, and GPU monitoring. | 1 star | No one-command install · Source | |
| 1148 | 22.557 | document-buddymcp · back-end | A no-server MCP toolkit that organizes project wikis from Feishu documents, messages, and more, enabling AI clients to answer questions with cited… | 1 star | No one-command install · Source | |
| 1149 | 22.557 | sketchfab-mcp-servermcp · back-end | Enables AI clients to search, browse, inspect, and download 3D models from Sketchfab via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 1150 | 22.557 | sleeper-mcpmcp · back-end | Provides read-only access to the Sleeper Fantasy Sports API for league info, rosters, matchups, drafts, transactions, and player data. | 1 star | No one-command install · Source | |
| 1151 | 22.557 | ai-soc-agent-mcp-servermcp · back-end | Enables SOC analysts to analyze security incidents, map to MITRE ATT&CK, calculate severity, and recommend remediation actions. | 1 star | No one-command install · Source | |
| 1152 | 22.557 | lifescored-mcp-servermcp · back-end | Provides access to the rulebook, input schema, and methodology for the life scored system, enabling agents to compute scores locally without sending… | 1 star | No one-command install · Source | |
| 1153 | 22.557 | jv-idx-mcpmcp · back-end | MCP server exposing Indonesia Stock Exchange (IDX) market data as tools — fundamentals, broker flow, company profiles, and technical analysis via… | 1 star | No one-command install · Source | |
| 1154 | 22.557 | monarch-mcp-ultimatemcp · back-end | The most capable Monarch Money MCP server, merging the best features from all known implementations into one clean TypeScript project. It provides 47… | 1 star | No one-command install · Source | |
| 1155 | 22.557 | recapfy-mcpmcp · back-end | Exposes Recapfy's paid endpoints as MCP tools to ask questions about YouTube videos and fetch full transcripts, with automatic USDC payment on Solana… | 1 star | No one-command install · Source | |
| 1156 | 22.557 | locateanythingmcp · back-end | A local GeoGuessr-for-real-life: reads EXIF GPS and reasons over visual clues using a local uncensored vision-language model + a reasoning model — no… | 1 star | No one-command install · Source | |
| 1157 | 22.557 | websitetoolbox-mcpmcp · back-end | Model Context Protocol server for the Website Toolbox forum platform. Exposes forum REST API tools for managing categories, topics, posts, users, and… | 1 star | No one-command install · Source | |
| 1158 | 22.557 | lerobot-mcpmcp · back-end | Typed MCP server for Hugging Face LeRobot workflows. Provides a structured, auditable interface for LeRobot CLI, examples, datasets, and dataset… | 1 star | No one-command install · Source | |
| 1159 | 22.557 | eve-mcp-servermcp · back-end | Bridges AI assistants with EVE-NG network simulation labs, enabling autonomous management of labs, device configuration, and diagnostics through… | 1 star | No one-command install · Source | |
| 1160 | 22.557 | eleata-verify-mcpmcp · back-end | MCP server for verifying claims against evidence using natural language inference, providing verdicts like Supports, Refutes, or Not Enough Evidence. | 1 star | No one-command install · Source | |
| 1161 | 22.557 | paperwithcode-mcpmcp · back-end | MCP server that brings AI paper reading and code repository discovery from Hugging Face Papers into any MCP-compatible client. | 1 star | No one-command install · Source | |
| 1162 | 22.557 | hh-ru-mcp-servermcp · back-end | Enables searching for jobs in Russia and remote positions from AI assistants using multiple job platforms (hh.ru, Trudvsem, SuperJob, and remote job… | 1 star | No one-command install · Source | |
| 1163 | 22.557 | hedgedoc-mcp-servermcp · back-end | Enables creating, reading, and managing HedgeDoc 1.x notes and Mermaid diagrams from AI agents via the MCP protocol. | 1 star | No one-command install · Source | |
| 1164 | 22.557 | scienceon-mcpmcp · back-end | MCP server for searching Korean scientific literature, patents, reports, and more via the KISTI ScienceON API. | 1 star | No one-command install · Source | |
| 1165 | 22.557 | studytube-mcpmcp · back-end | An MCP server that transforms YouTube educational videos into learning resources by extracting transcripts and generating summaries, notes, quizzes… | 1 star | No one-command install · Source | |
| 1166 | 22.557 | mcp-healthcare-servermcp · back-end | An MCP server for clinical workflows with tools for patient lookup, appointment booking, prescriptions, drug interactions, symptom triage, lab… | 1 star | No one-command install · Source | |
| 1167 | 22.557 | framework360-mcp-servermcp · back-end | MCP server for Framework360 REST API, exposing 141 endpoints as tools for use with MCP clients like Claude Code, or as a CLI. | 1 star | No one-command install · Source | |
| 1168 | 22.557 | facebook-ads-library-mcpmcp · back-end | A powerful MCP server for Facebook Ads Library that provides 15+ tools for competitive intelligence, creative analysis, and performance prediction… | 1 star | No one-command install · Source | |
| 1169 | 22.557 | axe-devtools-mcpmcp · back-end | MCP server for axe-core accessibility audits. Enables scanning URLs or HTML for WCAG violations with impact levels and fix guidance. | 1 star | No one-command install · Source | |
| 1170 | 22.557 | hit-mcpmcp · back-end | Read-only MCP server for the HIT ticket management system that lists queues, searches/fetches ticket details, and lists ticket templates. | 1 star | No one-command install · Source | |
| 1171 | 22.557 | agnes-mcp-servermcp · back-end | Enables AI assistants to generate images and videos via the Agnes AI API, supporting text-to-image, image-to-image, and video generation. | 1 star | No one-command install · Source | |
| 1172 | 22.557 | rizerve-mcp-servermcp · back-end | MCP server for the Rizerve direct booking platform. Enables managing properties, bookings, availability, iCal sync, analytics, and webhooks through AI… | 1 star | No one-command install · Source | |
| 1173 | 22.557 | amazon-mcpmcp · back-end | MCP server for Amazon Selling Partner API and Advertising API, enabling access to orders, inventory, pricing, ads, and reports via natural language. | 1 star | No one-command install · Source | |
| 1174 | 22.557 | steam-review-and-forum-mcpmcp · back-end | Enables exploring Steam store reviews and community discussion threads with server-side filtering, temporal analysis, and metadata context for… | 1 star | No one-command install · Source | |
| 1175 | 22.557 | icue-steam-reviewsmcp · back-end | MCP server for analyzing Steam store reviews and community forums with tools for review and forum operations. | 1 star | No one-command install · Source | |
| 1176 | 22.557 | rzd-tickets-mcpmcp · back-end | Read-only MCP server that queries Russian Railways (ticket.rzd.ru) for train schedules, car types, prices, and seat availability. It provides official… | 1 star | No one-command install · Source | |
| 1177 | 22.557 | kiwi-tcms-mcpmcp · back-end | An MCP server that exposes Kiwi TCMS as a set of AI-callable tools, enabling assistants to create and manage test plans, test cases, test runs, and… | 1 star | No one-command install · Source | |
| 1178 | 22.557 | aio-mcpmcp · back-end | Unified control plane and runtime for the Model Context Protocol ecosystem, enabling plugin management, configuration, permissions, and API gateway… | 1 star | No one-command install · Source | |
| 1179 | 22.557 | skippymcpmcp · back-end | An MCP server for controlling Rigol oscilloscopes from an AI assistant. It translates MCP tool calls into SCPI commands over PyVISA. | 1 star | No one-command install · Source | |
| 1180 | 22.557 | ynab-mcp-bridgemcp · back-end | Read-only MCP server for YNAB that provides tools for budgets, accounts, categories, transactions, and financial summaries via HTTP or stdio. | 1 star | No one-command install · Source | |
| 1181 | 22.557 | scm-mcp-servermcp · back-end | Exposes Palo Alto Networks Strata Cloud Manager API via MCP, enabling AI assistants to manage addresses, security rules, and incidents through natural… | 1 star | No one-command install · Source | |
| 1182 | 22.557 | urbankit-county-parcel-atlasmcp · back-end | Query verified parcel ArcGIS REST endpoints for 150+ US counties across all 50 states — search by owner name, APN, or address. No API key; built on… | 1 star | No one-command install · Source | |
| 1183 | 22.557 | mcp-gnu-unitsmcp · back-end | Unit converter for AI agents, powered by the GNU units database — convert 3000+ units of measurement, evaluate compound unit expressions, reduce to SI… | 1 star | No one-command install · Source | |
| 1184 | 22.557 | esolat-mcpmcp · back-end | MCP server providing Malaysian/global prayer times (JAKIM + Aladhan fallback), nearest mosque/surau finder, and Islamic calendar events. | 1 star | No one-command install · Source | |
| 1185 | 22.557 | maqami-travelmcp · back-end | Book hotels worldwide — search, price, prebook & book across 249 countries. 65 tools for hotel search, flights, loyalty, analytics. Zero API keys… | 1 star | No one-command install · Source | |
| 1186 | 22.557 | icf-mcp-servermcp · back-end | Enables lookup, search, browsing, and explanation of WHO's International Classification of Functioning, Disability and Health (ICF) codes and… | 1 star | No one-command install · Source | |
| 1187 | 22.557 | icd-mcp-servermcp · back-end | Provides AI assistants instant access to WHO ICD-10 and ICD-11 classification systems for code lookup, search, autocoding, validation, and hierarchy… | 1 star | No one-command install · Source | |
| 1188 | 22.557 | gh-stayce-icdmcp · back-end | WHO ICD-10/ICD-11 diagnosis codes. Lookup, search, and browse via the official WHO API. | 1 star | No one-command install · Source | |
| 1189 | 22.557 | gh-stayce-icfmcp · back-end | WHO ICF classification codes for health and disability. Lookup, search, and browse via WHO API. | 1 star | No one-command install · Source | |
| 1190 | 22.557 | kiwoom-private-mcp-servermcp · back-end | Enables querying Kiwoom Securities account information and portfolio evaluation through MCP tools, supporting account balance and holdings analysis. | 1 star | No one-command install · Source | |
| 1191 | 22.557 | ordio-mcpmcp · back-end | MCP server for the Ordio restaurant operations platform, enabling AI assistants to manage inventory, orders, recipes, team, shifts, and reports. | 1 star | No one-command install · Source | |
| 1192 | 22.557 | maru-sheets-mcpmcp · back-end | Enables AI agents to read, write, and format Google Sheets using the Google Sheets API v4. | 1 star | No one-command install · Source | |
| 1193 | 22.557 | code-cache-mcpmcp · back-end | A persistent, tree-sitter-backed code knowledge cache MCP server that reduces token usage by storing parsed structure and enabling fast symbol lookup… | 1 star | No one-command install · Source | |
| 1194 | 22.557 | aturio-pasal-idmcp · back-end | MCP server for querying 40,000+ Indonesian legal regulations from authoritative government sources with article-level search. | 1 star | No one-command install · Source | |
| 1195 | 22.557 | leetcode-mcpmcp · back-end | A tutorial and working MCP server that connects to your LeetCode profile, enabling AI assistants to check solved problems and recommend new ones by… | 1 star | No one-command install · Source | |
| 1196 | 22.557 | mcp-routermcp · back-end | Enables AI clients to manage multiple accounts per provider (e.g., Notion workspaces, GitHub identities) through a single MCP endpoint, with sticky… | 1 star | No one-command install · Source | |
| 1197 | 22.557 | web-summer-camp-2026-schedule-servermcp · back-end | Exposes the conference schedule as tools for ChatGPT, allowing attendees to view talks and buy tickets through natural language. | 1 star | No one-command install · Source | |
| 1198 | 22.557 | rakuten-pantry-mcpmcp · back-end | An MCP server for Rakuten Ichiba that enhances product search with quantity parsing, unit price calculation, and shipping cost analysis, enabling… | 1 star | No one-command install · Source | |
| 1199 | 22.557 | microsmcpmcp · back-end | Standalone TypeScript MCP server for micrOS devices. Enables discovering devices, inspecting device cache, running micrOS commands, and discovering… | 1 star | No one-command install · Source | |
| 1200 | 22.557 | mcphardenmcp · back-end | Scans MCP servers for security hardening issues including capability declarations, transport, and tool descriptions. | 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.