Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2601 | 22.557 | mcp-saas-connectormcp · ai-agents | One MCP server for the SaaS back office. Stripe, HubSpot, and Google Sheets exposed as typed, read-only-by-default tools for Claude and any MCP… | 1 star | No one-command install · Source | |
| 2602 | 22.557 | embodied-arm-mcpmcp · back-end | MCP server for voice-controlled 6DOF robotic arm, exposing tools like move_to, gripper_open, gripper_close, record_motion, and replay_motion. | 1 star | No one-command install · Source | |
| 2603 | 22.557 | modforgemcp · back-end | Provides deterministic, audit-chain-backed Minecraft symbol migration and version-truth queries over MCP for AI assistants, enabling grounded rename… | 1 star | No one-command install · Source | |
| 2604 | 22.557 | sec-edgar-mcp-2mcp · ai-agents | Hosted MCP server that gives AI agents real-time access to SEC EDGAR filings search, 10-K/8-K reading, XBRL financial facts, and insider-trade (Form… | 1 star | No one-command install · Source | |
| 2605 | 22.557 | gdelt-events-mcpmcp · back-end | Enables macro/geopolitical event detection by wrapping the GDELT 2.0 API, providing tools for searching events, trending actors, and sentiment… | 1 star | No one-command install · Source | |
| 2606 | 22.557 | fda-approvals-mcpmcp · back-end | Enables querying FDA drug approvals, device clearances (510(k)), recalls, and adverse events via the openFDA API, providing tools for clinical and… | 1 star | No one-command install · Source | |
| 2607 | 22.557 | world-bank-economic-mcpmcp · other | Provides macro-economic data from World Bank, IMF, FRED, OECD, and RBI through a unified get_indicator interface. | 1 star | No one-command install · Source | |
| 2608 | 22.557 | verification-mcpmcp · ai-agents | Enables AI agents to fact-check claims, verify citations, and check source freshness using Wikipedia, Wikidata, Crossref, and Wayback Machine. | 1 star | No one-command install · Source | |
| 2609 | 22.557 | unit-converter-mcpmcp · other | Converts units, currencies, timezones, and dates with a generous free tier of 500 calls/month. | 1 star | No one-command install · Source | |
| 2610 | 22.557 | mcp-divoom-lanmcp · other | Enables AI clients to control Divoom LAN devices, including watchface management, brightness adjustment, and screen control through natural language. | 1 star | No one-command install · Source | |
| 2611 | 22.557 | divoom-lanmcp · back-end | MCP server wrapping Divoom watchface LAN APIs to enable AI clients to control Divoom devices, manage watchfaces, and adjust display settings. | 1 star | No one-command install · Source | |
| 2612 | 22.557 | delta-mcpmcp · other | Token-efficient MCP reimplementation with progressive tool discovery, result handling, and compact wire encoding, reducing token usage by up to 89% on… | 1 star | No one-command install · Source | |
| 2613 | 22.557 | io-github-xvvln-pdf-reader-mcpmcp · back-end | A PDF MCP server for extracting text, rendered pages, tables, links, annotations, outlines, metadata, and text statistics from PDF files. | 1 star | No one-command install · Source | |
| 2614 | 22.557 | modal-mcpmcp · ai-agents | An MCP server for managing Modal — apps, containers, volumes, and secrets — and for deploying & running Modal apps directly from Claude Code and other… | 1 star | No one-command install · Source | |
| 2615 | 22.557 | ctrl-mcpmcp · other | The on-chain automation layer. Live on Base. Automate your workflows with the CTRL MCP. Sign once. Execute forever. | 1 star | No one-command install · Source | |
| 2616 | 22.557 | sitecore-xm-cloud-mcp-servermcp · back-end | AI-driven MCP server for Sitecore XM Cloud authoring, enabling template creation via GraphQL API with OAuth support for Sitecore Agentic Studio. | 1 star | No one-command install · Source | |
| 2617 | 22.557 | rag-mcp-server-2mcp · database | A RAG knowledge base MCP server that adds vector search and reranking capabilities to opencode, supporting multimodal embeddings, multiple knowledge… | 1 star | No one-command install · Source | |
| 2618 | 22.557 | lexandro-win-taskmanmcp · back-end | Provides Windows process listing, killing, and TCP port lookup through native Win32 APIs for AI-assisted system administration. | 1 star | No one-command install · Source | |
| 2619 | 22.557 | pharospay-mcp-servermcp · payments | Enables AI agents to make gasless payments on Pharos blockchain using x402/EIP-3009, with automatic on-chain reputation tracking and a leaderboard. | 1 star | No one-command install · Source | |
| 2620 | 22.557 | topease-customs-datamcp · other | 全球海关贸易数据MCP服务器，支持按企业名称、产品关键字、HS编码等多维度查询238个国家/地区的进出口贸易数据。 | 1 star | No one-command install · Source | |
| 2621 | 22.557 | jasoncbraatz-domain-monitormcp · observability | Queries domain expiration data from domain-monitor.io. | 1 star | No one-command install · Source | |
| 2622 | 22.557 | domain-monitor-mcpmcp · observability | Enables AI assistants to query domain expiration data from domain-monitor.io, with tools for listing domains, checking expiry, and adding new domains. | 1 star | No one-command install · Source | |
| 2623 | 22.557 | agribrainmcp · back-end | Enables AI assistants to access free, open agronomic data for field briefings, spray windows, water balance, pest pressure, and more, using only… | 1 star | No one-command install · Source | |
| 2624 | 22.557 | mcp-e-commerce-agentmcp · ai-agents | A proof of concept MCP server that gives AI agents business context for e-commerce operations including orders, inventory, logistics, returns, claims… | 1 star | No one-command install · Source | |
| 2625 | 22.557 | bananamcp · back-end | A simple MCP server that provides tools for adding numbers, creating text files, and logging entries. | 1 star | No one-command install · Source | |
| 2626 | 22.557 | google-live-translate-mcp-servermcp · back-end | Provides translation and language detection tools to AI agents, processing text, audio, and Google Meet recordings with emotional voice style… | 1 star | No one-command install · Source | |
| 2627 | 22.557 | zoho-analytics-mcp-workermcp · back-end | Exposes the Zoho Analytics API v2 as an MCP server, enabling Claude and other clients to query, manage, and analyze Zoho Analytics data through… | 1 star | No one-command install · Source | |
| 2628 | 22.557 | token-saver-mcpmcp · ai-agents | Automatically reduces token usage in Claude Code sessions using algorithmic optimizations like code compression, smart file reading, output… | 1 star | No one-command install · Source | |
| 2629 | 22.557 | cc98-mcpmcp · back-end | cc98-mcp enables AI assistants to search, read, and aggregate posts from the Zhejiang University campus forum CC98, using official read-only API… | 1 star | No one-command install · Source | |
| 2630 | 22.557 | falsifylab-alphamcp · ai-agents | Financial alpha feed for AI agents: DeFi yields, SEC filings, macro data, ETF flows, and Polymarket positions. | 1 star | No one-command install · Source | |
| 2631 | 22.557 | plaky-mcpmcp · back-end | Wraps the Plaky project-management REST API as MCP tools for managing spaces, boards, items, comments, files, and more via natural language. | 1 star | No one-command install · Source | |
| 2632 | 22.557 | xhs-mcp-lightmcp · back-end | A lightweight MCP server that lets AI assistants publish notes to Xiaohongshu (Little Red Book) via browser automation. Supports login, image-text… | 1 star | No one-command install · Source | |
| 2633 | 22.557 | cloudflare-sentinel-custom-mcp-toolsmcp · devops | Provides investigation tools for Cloudflare CCF data in Microsoft Sentinel, enabling security posture assessment, threat detection, and IP reputation… | 1 star | No one-command install · Source | |
| 2634 | 22.557 | toolbridgemcp · ai-agents | A governed MCP server for integrating AI agents with customer data, featuring role-based access control, field redaction, and human-in-the-loop… | 1 star | No one-command install · Source | |
| 2635 | 22.557 | io-github-bcllcc-modulormcp · ai-agents | Agent-native 2D drafting and 3D modeling kernel with a JSON op protocol, enabling parametric design, BIM semantics, and MCP server access for geometry… | 1 star | No one-command install · Source | |
| 2636 | 22.557 | mentionsapi-mcp-servermcp · ai-agents | Enables AI agents to check brand mentions across AI search surfaces like ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews using natural… | 1 star | No one-command install · Source | |
| 2637 | 22.557 | k-data-gate-mcp-servermcp · back-end | Provides Korean market data (products, trends, stocks, real estate) in English JSON for AI agents, with 13 tools including search, trends, and stock… | 1 star | No one-command install · Source | |
| 2638 | 22.557 | mcp-appmcp · github-vcs | Fetches public GitHub repositories and uses an LLM to generate a json-render UI specification. | 1 star | No one-command install · Source | |
| 2639 | 22.557 | cliqo-mcpmcp · other | Enables users to manage short links via cliqo.link, including creating, listing, viewing, and revoking links, as well as checking credit balances. | 1 star | No one-command install · Source | |
| 2640 | 22.557 | claudeforsafarimcp · back-end | Safari Web Extension + Node.js MCP bridge giving Claude Desktop full control over Safari — navigate, read pages, click elements, fill forms, and… | 1 star | No one-command install · Source | |
| 2641 | 22.557 | auditshieldmcp · back-end | A three-layer MCP server that filters false positives from static analysis tools like Semgrep, Bandit, and Gosec using rule-based, context-aware, and… | 1 star | No one-command install · Source | |
| 2642 | 22.557 | import-skills-powermcp · github-vcs | Enables importing, managing, and using Markdown skills from GitHub repositories, with tools to list, install, view, and remove skills locally. | 1 star | No one-command install · Source | |
| 2643 | 22.557 | koreafood-mcpmcp · comms | Enables AI agents to search Korean health food product catalog, generate bilingual buyer emails, and track export tasks for Korean red ginseng and… | 1 star | No one-command install · Source | |
| 2644 | 22.557 | xiaojiou176-open-openui-studiomcp · front-end | Transforms natural-language UI briefs into React and shadcn component files with review and acceptance gates. | 1 star | No one-command install · Source | |
| 2645 | 22.557 | country-explorer-athena-agentmcp · back-end | An MCP server that provides country information lookup and an interactive dashboard, exposing a get_country_info tool and HTTP endpoints for querying… | 1 star | No one-command install · Source | |
| 2646 | 22.557 | tokenless-zendesk-mcpmcp · back-end | MCP server that authenticates via browser session cookies to access Zendesk's REST API without API tokens, supporting reads and writes with agent… | 1 star | No one-command install · Source | |
| 2647 | 22.557 | textingmcp · ai-agents | Enables Claude to send and read iMessages on macOS, with human approval required for sending and no auto-replies. | 1 star | No one-command install · Source | |
| 2648 | 22.557 | music-digger-mcpmcp · front-end | Control Apple Music via natural language from Claude Code, with the ability to mark tracks and accumulate reactions in an Obsidian Vault. | 1 star | No one-command install · Source | |
| 2649 | 22.557 | bolna-mcp-servermcp · back-end | Manage voice AI agents, make calls, run campaigns, and control phone numbers through natural language. | 1 star | No one-command install · Source | |
| 2650 | 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 | |
| 2651 | 22.557 | personal-info-mcpmcp · comms | Stores and retrieves personal information fields securely, allowing Claude to access your name, address, email, and professional details without… | 1 star | No one-command install · Source | |
| 2652 | 22.557 | wwise-mcpmcp · other | Enables natural language control of Wwise audio middleware, allowing project auditing, batch editing, event creation, and reference checking through… | 1 star | No one-command install · Source | |
| 2653 | 22.557 | evidencegene-courtmcp · ai-agents | Adversarial autonomous DFIR. A court of AI agents — Prosecutor, Defender, Arbiter — investigates disk and memory evidence through a typed, read-only… | 1 star | No one-command install · Source | |
| 2654 | 22.557 | routewisemcp · observability | Enables step-level routing of AI workflows by decomposing tasks, selecting the best model per step within constraints, executing steps, and providing… | 1 star | No one-command install · Source | |
| 2655 | 22.557 | euleriantechnologies-eulerianmcp · observability | Access Eulerian Marketing Platform analytics, attribution, and data activation capabilities. | 1 star | No one-command install · Source | |
| 2656 | 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 | |
| 2657 | 22.557 | pwsh-execmcp · other | Enables running PowerShell commands on Windows via a single tool, returning raw stdout/stderr and exit code. | 1 star | No one-command install · Source | |
| 2658 | 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 | |
| 2659 | 22.557 | redirhub-mcp-servermcp · ai-agents | Control every redirect from your AI assistant. Create, update, test, and monitor URL redirects through a standardized protocol — compatible with… | 1 star | No one-command install · Source | |
| 2660 | 22.557 | claude-code-masterymcp · observability | Monitors 7+ sources for Claude Code updates, analyzes curriculum gaps, and auto-applies changes to keep the curriculum current. | 1 star | No one-command install · Source | |
| 2661 | 22.557 | signallord-mcp-servermcp · ai-agents | Bitcoin market intelligence MCP server. Exposes Signal Lord's composite gauge scoring, on-chain and macro regime signals, and market data to AI… | 1 star | No one-command install · Source | |
| 2662 | 22.557 | hermes-terminal-dashboardmcp · ai-agents | MCP server that enables an AI agent to display rich Markdown content on a physical monitor connected to a headless Linux device via a Textual/Rich… | 1 star | No one-command install · Source | |
| 2663 | 22.557 | sostenutomcp · search | Provides a selective persistent memory layer for AI companions, enabling structured recall, reinforcement, and time-decayed retrieval through an MCP… | 1 star | No one-command install · Source | |
| 2664 | 22.557 | swiggy-deal-findermcp · other | Finds the cheapest nearby option for a dish on your own Swiggy account, ranked by final post-coupon payable amount. | 1 star | No one-command install · Source | |
| 2665 | 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 | |
| 2666 | 22.557 | claude-context-servermcp · ai-agents | An MCP server that reads all your Claude Code project memory files and exposes them as tools. Lets any Claude instance — in any project, or via… | 1 star | No one-command install · Source | |
| 2667 | 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 | |
| 2668 | 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 | |
| 2669 | 22.557 | mcp-firefoxmcp · browser | Connects to Firefox's Remote Debugging Protocol over TCP, exposing browser DevTools capabilities (JS evaluation, navigation, screenshots, network… | 1 star | No one-command install · Source | |
| 2670 | 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 | |
| 2671 | 22.557 | expensetracker-mcp-servermcp · database | Enables AI assistants to manage personal expenses by adding, querying, and summarizing expense data through a SQLite database and configurable… | 1 star | No one-command install · Source | |
| 2672 | 22.557 | mcp-roo-memorymcp · search | Persistent, graph-based memory for Roo Code via the Model Context Protocol, enabling structured knowledge management with semantic search and context… | 1 star | No one-command install · Source | |
| 2673 | 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 | |
| 2674 | 22.557 | forensics-mcpmcp · database | A local MCP server that wraps common forensic command-line tools for CTF/forensics competitions into MCP tools, enabling automated analysis of disk… | 1 star | No one-command install · Source | |
| 2675 | 22.557 | mcp-second-opinionmcp · ai-agents | An MCP server that queries a panel of LLMs from different providers via OpenRouter and returns their answers side by side, optionally synthesizing… | 1 star | No one-command install · Source | |
| 2676 | 22.557 | pawndex-mcp-servermcp · search | MCP server for the Pawn package index, enabling AI assistants to search and inspect Pawn packages, retrieve repository details, and view ecosystem… | 1 star | No one-command install · Source | |
| 2677 | 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 | |
| 2678 | 22.557 | ssh-mcp-2mcp · other | Enables SSH interactive session management through MCP, supporting commands, menus, and session lifecycle operations. | 1 star | No one-command install · Source | |
| 2679 | 22.557 | research-memory-mcpmcp · ai-agents | An MCP server that provides controlled read/write tools for managing local-first research memory in an Obsidian vault, enabling AI agents to maintain… | 1 star | No one-command install · Source | |
| 2680 | 22.557 | coer-nucleusmcp · other | Maps any niche domain into a structured talent and ecosystem landscape using the CoER method. Enables MCP clients to read landscapes and contribute… | 1 star | No one-command install · Source | |
| 2681 | 22.557 | quick-designmcp · front-end | An MCP server that generates professional design artifacts (HTML, PDF, PPTX) in seconds, powered by 150 design systems and 270+ skills. | 1 star | No one-command install · Source | |
| 2682 | 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 | |
| 2683 | 22.557 | protocol-sift-async-bridgemcp · ai-agents | A production-grade, type-safe MCP server for memory forensics via Volatility 3, enabling LLM-assisted incident response without timeouts or evidence… | 1 star | No one-command install · Source | |
| 2684 | 22.557 | qmailing-mcp-servermcp · comms | Enables AI agents to manage email mailboxes, send and receive emails, and handle webhooks via qmailing. | 1 star | No one-command install · Source | |
| 2685 | 22.557 | tradingview-mcp-indiamcp · other | Enables Indian stock-market (NSE/BSE) analysis via TradingView data, including top gainers, technical analysis, and backtesting tools. | 1 star | No one-command install · Source | |
| 2686 | 22.557 | swmf-mcp-servermcp · ai-agents | SWMF MCP Server enables AI agents to work with the Space Weather Modeling Framework (SWMF) through tools for context, evidence, artifact inspection… | 1 star | No one-command install · Source | |
| 2687 | 22.557 | geolibre-mcpmcp · database | Provides geospatial data intelligence tools for inspecting, querying, and converting geospatial data using DuckDB Spatial. | 1 star | No one-command install · Source | |
| 2688 | 22.557 | mantle-mcpmcp · ai-agents | Enables querying native and ERC-20 balances, checking allowances, retrieving DEX swap quotes, estimating gas costs, and managing Real World Assets and… | 1 star | No one-command install · Source | |
| 2689 | 22.557 | simply-feed-mcpmcp · search | An MCP server for managing and querying RSS/news feeds, enabling real-time fetching, searching, and retrieval of feed items. | 1 star | No one-command install · Source | |
| 2690 | 22.557 | agentpay-vnmcp · ai-agents | AgentPay VN — an MCP server that lets your AI agent collect real (fiat) payments over VietQR | 1 star | No one-command install · Source | |
| 2691 | 22.557 | engram-2mcp · search | Provides persistent, local-first AI memory across sessions via MCP tools for storing, searching, and retrieving context from past interactions. | 1 star | No one-command install · Source | |
| 2692 | 22.557 | video-overlay-kitmcp · ai-agents | An MCP server that generates MP4 b-roll videos from scene specs, enabling AI agents to create branded overlays for short-form video without After… | 1 star | No one-command install · Source | |
| 2693 | 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 | |
| 2694 | 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 | |
| 2695 | 22.557 | bitcompare-mcp-servermcp · ai-agents | The official crypto yield data MCP server: native Claude access to live and historical crypto lending, savings, staking, borrowing, stablecoin, price… | 1 star | No one-command install · Source | |
| 2696 | 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 | |
| 2697 | 22.557 | hugoles-langfuse-mcpmcp · observability | TypeScript MCP server for the Langfuse Public API. 27 read tools covering traces, observations, sessions, scores, score-configs, prompts (with… | 1 star | armory install hugoles-langfuse-mcp --cli claude | |
| 2698 | 22.557 | proprius-labs-pocketscoutmcp · other | Aggregates structural, chemical, and literature data to evaluate druggable protein binding pockets for drug discovery. | 1 star | No one-command install · Source | |
| 2699 | 22.557 | meetbotmcp · ai-agents | Meet.bot is AI-native scheduling for people and agents. Check real calendar availability and book meetings on Google and Microsoft calendars through… | 1 star | No one-command install · Source | |
| 2700 | 22.557 | file-manager-mcpmcp · ai-agents | Enables AI agents and LLMs to perform comprehensive file system operations including CRUD, search, archive, hashing, and duplicate detection via the… | 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.