Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | 22.557 | superposition-mcpmcp · back-end | Provides a deterministic, keyless two-pole terrain map from an agent's task framings to counter premature collapse in reasoning, working offline or… | 1 star | No one-command install · Source | |
| 1002 | 22.557 | eulerian-marketing-platform-mcp-servermcp · back-end | A proxy MCP server that bridges AI assistants to a remote Eulerian Marketing Platform, handling authentication and request forwarding for querying… | 1 star | No one-command install · Source | |
| 1003 | 22.557 | kongyo2-z-etter-mcpmcp · back-end | MCP server to create text posts on Zetter (z-etter.com) from any MCP host, with posts automatically receiving an AI badge. | 1 star | No one-command install · Source | |
| 1004 | 22.557 | qa-mcp-servermcp · back-end | An AI-powered QA automation server that integrates Jira, GitHub, Jenkins, AWS, and Webex into a unified interface for QA engineers. | 1 star | No one-command install · Source | |
| 1005 | 22.557 | unity-kb-mcpmcp · back-end | An MCP Server that provides Retrieval-Augmented Generation (RAG) capabilities to surface the latest Unity API documentation (currently v6.x). | 1 star | No one-command install · Source | |
| 1006 | 22.557 | ira-researchermcp · back-end | A powerful browser automation MCP server with 40 tools, stealth mode, ghost effects, and full DevTools access, enabling natural language control of… | 1 star | No one-command install · Source | |
| 1007 | 22.557 | discord-message-finder-mcpmcp · back-end | Read-only MCP server for finding Discord messages. It enables searching guild messages, locating messages from jump URLs, and reading context around… | 1 star | No one-command install · Source | |
| 1008 | 22.557 | borrowip-mcp-servermcp · back-end | Enables AI agents to route web scraping traffic through a phone's cellular connection via SSH reverse tunnel, providing mobile IPs. | 1 star | No one-command install · Source | |
| 1009 | 22.557 | websearch-mcp-servermcp · back-end | Enables web search through Exa or Parallel APIs for MCP-compatible AI clients like Cursor and Claude Code. | 1 star | No one-command install · Source | |
| 1010 | 22.557 | yandex-station-mcpmcp · back-end | MCP server to control Yandex Station speakers with Alice: manage music, radio, volume, playback, TTS, timers, alarms, reminders, and smart home… | 1 star | No one-command install · Source | |
| 1011 | 22.557 | razberri-mcp-servermcp · back-end | A privacy-first, local-first MCP server that provides 15 ADHD/second-brain tools for capturing, prioritizing, and resurfacing tasks with context from… | 1 star | No one-command install · Source | |
| 1012 | 22.557 | deepin-mcp-serversmcp · back-end | A model context protocol server for Deepin Linux, providing system control, file management, web search, browser automation, and Git operations. | 1 star | No one-command install · Source | |
| 1013 | 22.557 | pysnowball-mcp-servermcp · back-end | MCP server that provides 56 API interfaces covering real-time quotes, financial data, funds, indices, and more from Xueqiu stock data, supporting both… | 1 star | No one-command install · Source | |
| 1014 | 22.557 | cli2mcpmcp · back-end | Enables AI assistants to call any CLI tool by scanning its help output and serving it as an MCP server. | 1 star | No one-command install · Source | |
| 1015 | 22.557 | solnk-mcpmcp · back-end | Enables publishing and scheduling content across 9 social platforms (X, Instagram, TikTok, YouTube, Facebook, LinkedIn, Pinterest, Threads, Bluesky)… | 1 star | No one-command install · Source | |
| 1016 | 22.557 | world-cup-2026-mcp-servermcp · back-end | Free MCP server for the World Cup 2026 Tour public schedule API. It enables AI assistants to fetch the 2026 FIFA World Cup schedule, next match, match… | 1 star | No one-command install · Source | |
| 1017 | 22.557 | nutrirefmcp · back-end | USDA nutrition API optimized for AI agents. x402 + USDC on Base | 1 star | No one-command install · Source | |
| 1018 | 22.557 | painspotter-mcp-servermcp · back-end | Query PainSpotter to discover validated business opportunities and trending pain points mined from Reddit, Hacker News, and Product Hunt. | 1 star | No one-command install · Source | |
| 1019 | 22.557 | farofino-mcp-servermcp · back-end | Enables smart contract security auditing using Slither, Aderyn, and custom pattern analysis through the Model Context Protocol, allowing AI assistants… | 1 star | No one-command install · Source | |
| 1020 | 22.557 | agentifymcp · back-end | Turn any OpenAPI / Swagger spec into an agent-ready MCP server. | 1 star | No one-command install · Source | |
| 1021 | 22.557 | academic-paper-explorer-mcp-servermcp · back-end | Enables rigorous, zero-hallucination analysis of local PDF papers, generating editable domain maps, mindmaps, research gaps, and future directions… | 1 star | No one-command install · Source | |
| 1022 | 22.557 | warcraft-wiki-mcpmcp · back-end | MCP server that gives LLMs live access to warcraft.wiki.gg API documentation with behavioral notes, restrictions, and patch history for World of… | 1 star | No one-command install · Source | |
| 1023 | 22.557 | tfs-mcp-servermcp · back-end | Bridges Claude Code with an on-premise Azure DevOps Server / TFS collection, enabling work item and Git operations via PAT authentication. | 1 star | No one-command install · Source | |
| 1024 | 22.557 | amazon-seller-mcp-servermcp · back-end | Exposes Amazon Selling Partner API tools for sellers to manage orders, inventory, listings, pricing, analytics, and reports via natural language. | 1 star | No one-command install · Source | |
| 1025 | 22.557 | mcp-csdn-publishermcp · back-end | MCP server that enables AI assistants to automatically write and publish blog posts to CSDN with support for categories, tags, and drafts. | 1 star | No one-command install · Source | |
| 1026 | 22.557 | resume-assistant-mcpmcp · back-end | An intelligent, zero-cost MCP server that securely parses local resumes and compares them against live job postings for ATS scoring, skill gap… | 1 star | No one-command install · Source | |
| 1027 | 22.557 | dechonet-mcpmcp · back-end | Domain security reconnaissance for AI agents — 13 tools (DNS+DNSSEC, SSL/TLS, HTTP security headers, SPF/DKIM/DMARC email auth, port scan, ASN… | 1 star | No one-command install · Source | |
| 1028 | 22.557 | firmware-mcp-servermcp · back-end | A local stdio MCP server for embedded firmware automation that exposes tools to build, flash, reset devices, and capture serial logs through a device… | 1 star | No one-command install · Source | |
| 1029 | 22.557 | warframe-market-mcpmcp · back-end | Enables searching Warframe items, viewing price history, and managing buy/sell orders through the Warframe Market API. | 1 star | No one-command install · Source | |
| 1030 | 22.557 | france-travail-mcpmcp · back-end | MCP server connecting AI assistants to official France Travail APIs for real-time job offers, ROME code prediction, and hiring company search. | 1 star | No one-command install · Source | |
| 1031 | 22.557 | sas-score-mcp-serverjsmcp · back-end | This MCP server enables natural language scoring with SAS Viya, allowing users to execute prebuilt SAS code, models, and job definitions seamlessly. | 1 star | No one-command install · Source | |
| 1032 | 22.557 | novai-mcp-servermcp · back-end | Read-only access to the live NOVAI blockchain (an AI-native L1) over public JSON-RPC. Query blocks, transactions, AI entities, on-chain signals… | 1 star | No one-command install · Source | |
| 1033 | 22.557 | context-snipemcp · back-end | Deterministic dependency + CVE context for AI coding tools, over the Model Context Protocol. A ~0.85 MB pure-Rust MCP server. | 1 star | No one-command install · Source | |
| 1034 | 22.557 | google-ads-mcp-server-2mcp · back-end | Enables natural language access to Google Ads campaigns, accounts, and performance metrics via Claude, with tools for managing ad groups, keywords… | 1 star | No one-command install · Source | |
| 1035 | 22.557 | blocksize-market-datamcp · back-end | Read-only MCP server for Blocksize market data discovery, pricing, documentation, and x402 endpoint lookup across crypto, equities, FX, and metals. | 1 star | No one-command install · Source | |
| 1036 | 22.557 | grubhub-mcpmcp · back-end | An MCP server for Grubhub that enables searching restaurants, browsing menus, building carts, checking out, and placing orders, with additional… | 1 star | No one-command install · Source | |
| 1037 | 22.557 | cariot-mcp-servermcp · back-end | Enables querying Cariot APIs for fleet management data, including alcohol checks, daily reports, drivers, vehicles, and realtime snapshots, with… | 1 star | No one-command install · Source | |
| 1038 | 22.557 | swagger-doc-explorer-mcpmcp · back-end | Enables progressive exploration of Swagger/OpenAPI API documentation. Supports loading multiple specs, browsing endpoints and schemas, and searching… | 1 star | No one-command install · Source | |
| 1039 | 22.557 | mcp-imapmcp · back-end | A minimal MCP server for reading and sending emails via IMAP/SMTP, supporting multiple accounts in a single instance with zero external dependencies. | 1 star | No one-command install · Source | |
| 1040 | 22.557 | mcp-forgemcp · back-end | Provides tools to retrieve deterministic prompts for rewriting any Node.js project to production-quality TypeScript, supporting incremental and… | 1 star | No one-command install · Source | |
| 1041 | 22.557 | mcp-tmuxmcp · back-end | A comprehensive MCP server for driving tmux sessions, windows, panes, sending keystrokes, and reading pane output locally or over SSH, enabling… | 1 star | No one-command install · Source | |
| 1042 | 22.557 | wechat-miniapp-engineering-mcpmcp · back-end | A Chinese-friendly, locally running MCP server for WeChat Mini Program engineering, helping developers break down ideas into actionable tasks, inspect… | 1 star | No one-command install · Source | |
| 1043 | 22.557 | mcp-kodimcp · back-end | An MCP server that lets an AI assistant control a Kodi media player over Kodi's JSON-RPC API — transport, volume, library search, queue management… | 1 star | No one-command install · Source | |
| 1044 | 22.557 | ielts-mcp-servermcp · back-end | Connects Claude Desktop to Google Drive to access and analyze IELTS study materials without downloading, supporting PDFs, DOCX, and Google Docs. | 1 star | No one-command install · Source | |
| 1045 | 22.557 | astra-unified-research-lab-mcp-servermcp · back-end | Integrates a bio-hybrid neuromorphic simulation pipeline with SNN, consciousness proxies, and bio-computing platform telemetry as MCP tools… | 1 star | No one-command install · Source | |
| 1046 | 22.557 | local-onenote-mcpmcp · back-end | A pure-local Microsoft OneNote MCP server for Windows that controls the OneNote desktop app through the local OneNote COM API without needing Azure… | 1 star | No one-command install · Source | |
| 1047 | 22.557 | simple-greeting-mcpmcp · back-end | A minimal MCP server that provides a single 'hello' tool returning a greeting message, deployable on Render. | 1 star | No one-command install · Source | |
| 1048 | 22.557 | tinyfn-mcp-servermcp · back-end | Provides over 500 deterministic tools for math, conversions, validation, hashing, and more, enabling AI agents to perform accurate calculations and… | 1 star | No one-command install · Source | |
| 1049 | 22.557 | cassini-mission-plan-mcpmcp · back-end | A read-only MCP server over the Cassini-Huygens mission dataset exposing tools for querying activity data such as listing, searching, counting… | 1 star | No one-command install · Source | |
| 1050 | 22.557 | quiver-quant-mcpmcp · back-end | Enables querying alternative financial data including congressional trades, insider transactions, government contracts, and WallStreetBets activity… | 1 star | No one-command install · Source | |
| 1051 | 22.557 | metatrader-mcp-servermcp · back-end | Enables AI assistants to trade on MetaTrader 5 using natural language, supporting account management, order placement, and real-time market data. | 1 star | No one-command install · Source | |
| 1052 | 22.557 | codeguardmcp · back-end | MCP server that analyzes TypeScript/Prisma projects, builds dependency graphs, and protects against dangerous modifications and silent regressions. | 1 star | No one-command install · Source | |
| 1053 | 22.557 | asktian-mcp-servermcp · back-end | Provides Chinese metaphysical tools (bazi, qimen, five elements) as MCP tools for AI agents to give personalized advice on timing, compatibility, and… | 1 star | No one-command install · Source | |
| 1054 | 22.557 | deficlow-hyperstoremcp · back-end | Search and inspect curated AI apps from the HyperStore directory via remote MCP endpoint. | 1 star | No one-command install · Source | |
| 1055 | 22.557 | tavily-proxy-mcpmcp · back-end | A proxy MCP server that connects to Tavily's official Streamable HTTP MCP, managing multiple API keys and automatically switching to the next one when… | 1 star | No one-command install · Source | |
| 1056 | 22.557 | redshift-comment-mcpmcp · back-end | A read-only MCP server for Amazon Redshift that leverages column comments for guided data discovery, with slash commands for profiling, exploration… | 1 star | No one-command install · Source | |
| 1057 | 22.557 | imessage-bridge-for-pokemcp · back-end | Enables reading and sending iMessages through Poke via a local Mac server, with tools for chat management and message history. | 1 star | No one-command install · Source | |
| 1058 | 22.557 | agentbridgemcp · back-end | A unified gateway for AI agent tools that provides a single MCP stdio endpoint for executing tool calls with unified auth, rate limiting, and… | 1 star | No one-command install · Source | |
| 1059 | 22.557 | olivetin-mcpmcp · back-end | A hardened MCP server that exposes OliveTin actions as tools with built-in human-in-the-loop approval for destructive operations. | 1 star | No one-command install · Source | |
| 1060 | 22.557 | mcp-vkusvillmcp · back-end | MCP server for integrating AI assistants with VkusVill services, allowing natural language access to VkusVill data and operations. | 1 star | No one-command install · Source | |
| 1061 | 22.557 | mcp-krakenmcp · back-end | An MCP server that exposes the Kraken cryptocurrency exchange Spot REST API over HTTP with bearer token authentication, enabling account management… | 1 star | No one-command install · Source | |
| 1062 | 22.557 | organism-memory-mcp-servermcp · back-end | Provides persistent, searchable memory for AI agents across sessions using a four-tier memory system, without sending data to external APIs. | 1 star | No one-command install · Source | |
| 1063 | 22.557 | cc-switch-websearchmcp · back-end | Provides a web_search MCP tool for cc-switch, backed by a self-hosted SearXNG instance, enabling AI assistants like Claude Code to perform web… | 1 star | No one-command install · Source | |
| 1064 | 22.557 | seao-procurement-intelligence-mcp-servermcp · back-end | A read-only Model Context Protocol server that lets an LLM analyst interrogate Quebec's SEAO public-procurement open data (security-services subset)… | 1 star | No one-command install · Source | |
| 1065 | 22.557 | agentclip-mcp-servermcp · back-end | Enables AI agents to store, search (keyword and semantic), retrieve, update, and delete personal browser clips from a Cloudflare-backed store… | 1 star | No one-command install · Source | |
| 1066 | 22.557 | toolstemmcp · back-end | Agent-ready financial intelligence tools with derived signals built on market data APIs. | 1 star | No one-command install · Source | |
| 1067 | 22.557 | shelly-api-mcpmcp · back-end | Provides read-only access to Shelly Cloud energy data, including live power, lifetime energy, and historical consumption with cost, enabling AI agents… | 1 star | No one-command install · Source | |
| 1068 | 22.557 | ameva-mcp-toolkitmcp · back-end | A Model Context Protocol server integrating developer tools including Git control, document conversion, remote SSH execution, database operations, and… | 1 star | No one-command install · Source | |
| 1069 | 22.557 | tickscope-mcpmcp · back-end | Provides real-time and historical crypto market data via WebSocket and REST for MCP clients, supporting multiple exchanges, 73 technical indicators… | 1 star | No one-command install · Source | |
| 1070 | 22.557 | grain-seo-mcpmcp · back-end | An SEO analysis MCP server integrating Google Search Console, Bing Webmaster Tools, and GA4 with custom grain analysis tools for content decay… | 1 star | No one-command install · Source | |
| 1071 | 22.557 | invarianteval-mcpmcp · back-end | Enables AI agents to run safety-invariant checks on structured outputs, ensuring locked fields are never auto-filled by the model without human… | 1 star | No one-command install · Source | |
| 1072 | 22.557 | melis-ai-x402-tools-mcpmcp · back-end | An MCP server providing 22 pay-per-call utility tools for AI agents (scrape, validate, embed, store, moderate, notify, convert, prevent loops) without… | 1 star | No one-command install · Source | |
| 1073 | 22.557 | just-one-mcpmcp · back-end | A Model Context Protocol server that consolidates 237+ social/e-commerce data APIs (TikTok, Xiaohongshu, Taobao, etc.) into 6 fixed tools, enabling… | 1 star | No one-command install · Source | |
| 1074 | 22.557 | jira-admin-mcp-servermcp · back-end | Enables an AI assistant to administer a Jira Cloud site with 78 purpose-built tools for behind-the-scenes admin work like custom fields, permission… | 1 star | No one-command install · Source | |
| 1075 | 22.557 | theyahia-sberbankmcp · back-end | Integrates with Sberbank API for account listing and statement retrieval. | 1 star | No one-command install · Source | |
| 1076 | 22.557 | theyahia-sber-mcpmcp · back-end | MCP server for Sberbank business API enabling account management, balance checks, statements, payments, and counterparty operations. | 1 star | No one-command install · Source | |
| 1077 | 22.557 | theyahia-salutespeechmcp · back-end | Integrates with Sber SaluteSpeech API for speech recognition and text-to-speech synthesis. | 1 star | No one-command install · Source | |
| 1078 | 22.557 | salutespeech-mcpmcp · back-end | Provides speech recognition (STT) and synthesis (TTS) tools via the Sber SaluteSpeech API, enabling audio transcription and voice generation through… | 1 star | No one-command install · Source | |
| 1079 | 22.557 | timeverse-command-mcpmcp · back-end | An MCP server that enables AI clients to execute shell, Python, and Node commands on the local machine across platforms. | 1 star | No one-command install · Source | |
| 1080 | 22.557 | elma365-mcpmcp · back-end | MCP server for ELMA365 API providing tools to manage app items, BPM tasks, processes, users, and comments. | 1 star | No one-command install · Source | |
| 1081 | 22.557 | aim-mcp-servermcp · back-end | Serves project memory, tasks, docs, and conventions live over the Model Context Protocol, enabling AI assistants to query and manipulate workspace… | 1 star | No one-command install · Source | |
| 1082 | 22.557 | mcplexermcp · back-end | A tiny MCP proxy for running multiple labeled instances of the same MCP server without tool-name collisions. | 1 star | No one-command install · Source | |
| 1083 | 22.557 | voikko-mcpmcp · back-end | Finnish language verification MCP server providing spell checking, grammar checking, morphological analysis, hyphenation, and tokenization tools. | 1 star | No one-command install · Source | |
| 1084 | 22.557 | secure-mcp-server-on-azure-app-servicemcp · back-end | A hardened MCP server that enforces authentication via Easy Auth and OAuth, manages secrets with Key Vault, and restricts network access using VNet… | 1 star | No one-command install · Source | |
| 1085 | 22.557 | the-code-registry-mcp-servermcp · back-end | Enterprise-grade code intelligence server for AI assistants that analyzes codebases for due diligence, tech debt, security vulnerabilities, and code… | 1 star | No one-command install · Source | |
| 1086 | 22.557 | gwen-digestormcp · back-end | Model Context Protocol server for conversation compression that reduces token consumption using deterministic, embedding-free compression with… | 1 star | No one-command install · Source | |
| 1087 | 22.557 | slack-mpmmcp · back-end | MCP server for Slack workspace integration, exposing 40+ Slack operations as tools for Claude Desktop and providing a clean async Python API. | 1 star | No one-command install · Source | |
| 1088 | 22.557 | mylinedchart-chart-context-mcp-servermcp · back-end | Provides AI agents with read-only access to live chart context, candles, drawings, indicators, and provider status from the MyLinedChart desktop app… | 1 star | No one-command install · Source | |
| 1089 | 22.557 | leetcode-helpermcp · back-end | An MCP server that provides structured, AI-powered guidance for LeetCode problems, including approach analysis, hints, complexity breakdowns, and… | 1 star | No one-command install · Source | |
| 1090 | 22.557 | defi-mcpmcp · back-end | An MCP server that gives AI agents direct, on-chain access to DeFi data on EVM chains — wallet balances, Aave v3 lending positions, and live token… | 1 star | No one-command install · Source | |
| 1091 | 22.557 | justserpapi-mcpmcp · back-end | Enables AI assistants to search Google, Maps, Trends, and other web data through JustSerpAPI endpoints. Supports natural language queries, endpoint… | 1 star | No one-command install · Source | |
| 1092 | 22.557 | arrow2nd-octopus-energy-japanmcp · back-end | Integrates with Octopus Energy Japan's GraphQL API for electricity consumption monitoring, account information, and postal area lookups. | 1 star | No one-command install · Source | |
| 1093 | 22.557 | resend-mcp-server-2mcp · back-end | Enables sending emails via the Resend API from Claude, with tools for sending, checking delivery status, listing recent emails, and managing domains. | 1 star | No one-command install · Source | |
| 1094 | 22.557 | mcp-security-servermcp · back-end | Enables file operations, npm package management, and configuration checking through MCP. | 1 star | No one-command install · Source | |
| 1095 | 22.557 | adorbis-ai-mcp-servermcp · back-end | Enables AI assistants to access 40+ models via one API key with automatic routing for chat, code, reasoning, and writing tasks. | 1 star | No one-command install · Source | |
| 1096 | 22.557 | mitm-mcpmcp · back-end | MCP server for network-level TLS interception and IoT security testing. Orchestrates mitmproxy and tshark to intercept traffic from devices connecting… | 1 star | No one-command install · Source | |
| 1097 | 22.557 | psu-mcpmcp · back-end | MCP server for programmable bench power supply control, enabling autonomous bootloader-entry probing via precise power cycling and telemetry. | 1 star | No one-command install · Source | |
| 1098 | 22.557 | nano-banana-mcpv2mcp · back-end | Enables AI image generation and editing using Google's Gemini Multimodal Image APIs. | 1 star | No one-command install · Source | |
| 1099 | 22.557 | agnes-video-mcp-servermcp · back-end | Enables video generation from text prompts or images using Agnes AI's video models, with async task submission and status polling. | 1 star | No one-command install · Source | |
| 1100 | 22.557 | resume-editor-mcpmcp · back-end | MCP server for AI-native resume optimization, providing tools to load JD, analyze match, rewrite sections, and assemble customized resumes. | 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.