Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1701 | 22.557 | mutual-funds-groww-mcpmcp · back-end | MCP server that lets AI assistants search and analyze live Indian mutual funds via Groww's API, supporting filters and detailed fund diagnostics. | 1 star | No one-command install · Source | |
| 1702 | 22.557 | bt-ops-mcp-servermcp · back-end | An MCP server for controlled server operations via BaoTa Panel, providing 50+ tools for system, site, database, files, cron, Docker, and network… | 1 star | No one-command install · Source | |
| 1703 | 22.557 | jb-pi-macos-controlmcp · back-end | A local observation-only MCP server for macOS that provides secure, atomic evidence capture with strict target approval and manifest-based output. | 1 star | No one-command install · Source | |
| 1704 | 22.557 | agda-mcp-servermcp · back-end | A stateful Model Context Protocol server for interactive Agda proof development, enabling persistent sessions with goal-aware proof actions. | 1 star | No one-command install · Source | |
| 1705 | 22.557 | mcp-dev-networkmcp · back-end | A social network MCP server that lets AI-powered IDEs connect and interact with other developers through messaging, public feed posts, resource… | 1 star | No one-command install · Source | |
| 1706 | 22.557 | mydata-mcpmcp · back-end | Read-only MCP server for the Greek AADE myDATA e-books API, enabling natural language queries about invoices, income, and expenses with decoded… | 1 star | No one-command install · Source | |
| 1707 | 22.557 | dual-extract-mcpmcp · back-end | Enables structured document understanding of local PDFs via a dual-extract MCP server, combining MinerU text/layout and Qwen3-VL vision with fusion… | 1 star | No one-command install · Source | |
| 1708 | 22.557 | taranis-ng-mcpmcp · back-end | Enables AI assistants to work with Taranis NG OSINT platform through a typed, safety-oriented interface over its REST API, covering collection… | 1 star | No one-command install · Source | |
| 1709 | 22.557 | wp-ultra-mcpmcp · back-end | Turns any WordPress site into an MCP server, allowing AI clients to directly control files, database, WP-CLI, PHP, content, and more through… | 1 star | No one-command install · Source | |
| 1710 | 22.557 | twitter-signal-mcpmcp · back-end | Live X/Twitter search and AI trend digests without an API key, charging per call in USDC via x402. Enables real-time tweet search and AI summaries… | 1 star | No one-command install · Source | |
| 1711 | 22.557 | deepin-desktop-mcpmcp · back-end | MCP server for controlling Deepin desktop system settings and applications, including WiFi, Bluetooth, brightness, theme, volume, app launching, file… | 1 star | No one-command install · Source | |
| 1712 | 22.557 | telinksdk-builder-mcpmcp · back-end | Build/flash/debug any Telink embedded SDK via natural language. MCP server with 8 tools for build, serial capture, and firmware flashing via bdt.exe. | 1 star | No one-command install · Source | |
| 1713 | 22.557 | sui-mcpmcp · back-end | Read-only MCP server for Sui blockchain analytics with 44 tools covering wallets, DeFi, NFTs, token prices, transactions, fund tracing, pools… | 1 star | No one-command install · Source | |
| 1714 | 22.557 | swapi-mcp-servermcp · back-end | Enables LLMs and clients to search for Star Wars characters, planets, and films by exposing SWAPI as MCP tools. | 1 star | No one-command install · Source | |
| 1715 | 22.557 | kuroko-mcp-servermcp · back-end | Enables security agents to interact with the Kuroko web security testing platform through MCP, providing access to traffic history, site graph… | 1 star | No one-command install · Source | |
| 1716 | 22.557 | adobe-premiere-cc-mcpmcp · back-end | An MCP server for controlling Adobe Premiere Pro from an AI assistant, with a small set of self-verifying tools for editing, grading, and exporting. | 1 star | No one-command install · Source | |
| 1717 | 22.557 | technical-seo-mcpmcp · back-end | An MCP server that audits websites for technical and on-page SEO, enabling users to ask why a page isn't ranking and receive specific, actionable… | 1 star | No one-command install · Source | |
| 1718 | 22.557 | housing-sentinel-mcpmcp · back-end | Connects official daily housing-transaction data and market signals (offense/defense) for 12 major Chinese cities to AI agents via MCP, REST API, or… | 1 star | No one-command install · Source | |
| 1719 | 22.557 | x-agent-mcp-servermcp · back-end | Provides 19+ tools for AI agents to interact with X/Twitter, including search, posting, analysis, and monitoring capabilities. | 1 star | No one-command install · Source | |
| 1720 | 22.557 | ai-playground-comfyui-mcpmcp · back-end | Enables image generation through AI Playground's local ComfyUI backend via VS Code or GitHub Copilot, supporting PNG creation with configurable… | 1 star | No one-command install · Source | |
| 1721 | 22.557 | google-data-mcpmcp · back-end | MCP server providing access to Google Trends, YouTube listings, Google Ads Transparency, and Google Play reviews via plain HTTP, with no API key… | 1 star | No one-command install · Source | |
| 1722 | 22.557 | comci-agentmcp · back-end | MCP server that reads Korean school class and teacher timetables from Comci's public schedules, detects schedule changes, and exposes structured data… | 1 star | No one-command install · Source | |
| 1723 | 22.557 | yougile-mcpmcp · back-end | A production-grade Model Context Protocol server for YouGile that lets AI agents read and manage projects, boards, tasks, employees, and more. | 1 star | No one-command install · Source | |
| 1724 | 22.557 | siu-guarani-mcpmcp · back-end | MCP server for querying SIU Guaraní Autogestión from the Docente profile, providing read-only access to teaching periods, courses, exam boards, and… | 1 star | No one-command install · Source | |
| 1725 | 22.557 | fortinac-mcpmcp · back-end | MCP server for diagnosing rogue hosts on FortiNAC 7.6 by querying the REST API, cross-referencing devices against profiling rules, and running nmap… | 1 star | No one-command install · Source | |
| 1726 | 22.557 | inky-mcp-servermcp · back-end | MCP server that connects Cursor IDE to Inky backend, enabling users to list and filter personalized coding rules stored in Pinecone. | 1 star | No one-command install · Source | |
| 1727 | 22.557 | letters-mcpmcp · back-end | MCP server for interacting with Letters to the Future on Base mainnet, enabling posting time-locked messages, listing them, minting on-chain SVG NFTs… | 1 star | No one-command install · Source | |
| 1728 | 22.557 | capsulemcp · back-end | Capsule is an MCP server that reduces model I/O by compressing outputs into exact-recoverable capsules, enabling efficient command execution, file… | 1 star | No one-command install · Source | |
| 1729 | 22.557 | aptabase-mcp-servermcp · back-end | Enables AI agents to query Aptabase analytics through MCP, including metrics, top events, countries, sessions, and more. Uses the dashboard's… | 1 star | No one-command install · Source | |
| 1730 | 22.557 | cooklikehoc-mcpmcp · back-end | A demo MCP server that lets AI clients search, read, and list recipes from a local CookLikeHOC checkout, with original source links. | 1 star | No one-command install · Source | |
| 1731 | 22.557 | aiwerk-mcp-server-imapmcp · back-end | Universal IMAP/SMTP MCP server that works with any email provider, providing tools to read, search, send, and manage emails. | 1 star | No one-command install · Source | |
| 1732 | 22.557 | sun-tzu-mcpmcp · back-end | An MCP server that finds Sun Tzu quotes for workplace situations, matching plain-language descriptions to verses from The Art of War with chapter… | 1 star | No one-command install · Source | |
| 1733 | 22.557 | abacusmcp · back-end | An MCP server for local Excel automation, providing 88 tools for reading, manipulating, and analyzing Excel files. It supports .xlsx, .xls, and .csv… | 1 star | No one-command install · Source | |
| 1734 | 22.557 | classifermcp · back-end | Enables Claude to operate and reconfigure a Discord server through a registry-based system, using 60 REST tools to manage actions, components… | 1 star | No one-command install · Source | |
| 1735 | 22.557 | rs3-wiki-api-mcp-servermcp · back-end | Enables Claude to interact with the RuneScape Wiki through search, page retrieval, extracts, and ASCII image rendering. | 1 star | No one-command install · Source | |
| 1736 | 22.557 | fundgraphmcp · back-end | An MCP server that gives investment teams an entity-resolved knowledge graph of people and organizations, enabling graph-based retrieval like warm… | 1 star | No one-command install · Source | |
| 1737 | 22.557 | linkavista-mcpmcp · back-end | MCP server for Linkavista's Advertiser API, enabling natural language management of backlink purchases: search sites, create orders, check balance… | 1 star | No one-command install · Source | |
| 1738 | 22.557 | godel-mcpmcp · back-end | An MCP server that exposes Godel Terminal-style financial research as tools for AI clients, including security descriptions, quotes, financials… | 1 star | No one-command install · Source | |
| 1739 | 22.557 | athena-toolsmcp · back-end | A Claude Code extension that embeds a senior athenahealth integration engineer in your development workflow, proactively catching data loss bugs and… | 1 star | No one-command install · Source | |
| 1740 | 22.557 | cadlens-mcpmcp · back-end | An MCP server that parses CAD files (.dwg, .dxf, .dwf, etc.) via the Cadlens API, enabling LLM clients to extract and reason over entity, layer, and… | 1 star | No one-command install · Source | |
| 1741 | 22.557 | mcp-searchermcp · back-end | A template for creating MCP servers in Node.js/TypeScript with a modular architecture. It simplifies adding new tools and includes an example… | 1 star | No one-command install · Source | |
| 1742 | 22.557 | vendorops-mcpmcp · back-end | MCP server for synthetic vendor-management workflow, providing structured access to vendor records, contracts, spending, renewals, and security… | 1 star | No one-command install · Source | |
| 1743 | 22.557 | mcp-ssh-multimcp · back-end | MCP server for managing multiple SSH servers via AI assistants, offering tools for remote command execution, file operations, and system monitoring. | 1 star | No one-command install · Source | |
| 1744 | 22.557 | andrew-social-bridgemcp · back-end | A safety-gated MCP bridge for the Instagram API, enabling read-only profile and recent-post access and draft preparation of image posts with human… | 1 star | No one-command install · Source | |
| 1745 | 22.557 | code-smell-detection-mcpmcp · back-end | Enables static analysis and code smell detection by connecting to an external analysis API. | 1 star | No one-command install · Source | |
| 1746 | 22.557 | unofficial-autodesk-forma-remote-mcp-servermcp · back-end | A multi-user remote MCP server exposing 413 Autodesk Construction Cloud / Forma API tools with per-user Autodesk sign-in, enabling management of… | 1 star | No one-command install · Source | |
| 1747 | 22.557 | jira-sisoog-mcpmcp · back-end | MCP server for self-hosted Jira, enabling task management, searching issues, adding comments, transitioning statuses, and logging worklogs directly… | 1 star | No one-command install · Source | |
| 1748 | 22.557 | korea-university-mcpmcp · back-end | Integrates Korean university information APIs (대학알리미 and 공공데이터포털) into a single MCP server and CLI, enabling search, description, and execution of… | 1 star | No one-command install · Source | |
| 1749 | 22.557 | deepseek-mcp-translatormcp · back-end | A local HTTP proxy and MCP server that translates 'developer' role messages to 'system' for DeepSeek API, enabling Android Studio AI plugins to work… | 1 star | No one-command install · Source | |
| 1750 | 22.557 | incomeos-mcpmcp · back-end | Query your income by month and source, and log new monthly income, from any MCP client. Backed by IncomeOS, an open-source income tracker with Stripe… | 1 star | No one-command install · Source | |
| 1751 | 22.557 | econtest-bench-mcpmcp · back-end | MCP server for controlling SIGLENT oscilloscopes and signal generators via USBTMC, enabling waveform generation, scope configuration, measurement, and… | 1 star | No one-command install · Source | |
| 1752 | 22.557 | mcp-portfolio-servermcp · back-end | Fetches and normalizes investment portfolio data from eToro and Interactive Brokers (IBKR), enabling AI agents to consolidate, aggregate, and… | 1 star | No one-command install · Source | |
| 1753 | 22.557 | health-hub-mcp-servermcp · back-end | Aggregates Android Health Connect data into daily summaries, time-series metrics, sleep details, and sync status, exposing them to LLM clients via MCP… | 1 star | No one-command install · Source | |
| 1754 | 22.557 | stockpilot-mcp-servermcp · back-end | Provides inventory analysis, risk assessment, demand forecasting, and recommendation generation tools for retail inventory optimization via a FastMCP… | 1 star | No one-command install · Source | |
| 1755 | 22.557 | sarjai-ev-charging-assistantmcp · back-end | MCP server that enables AI-powered EV charging station management, including live session tracking, automatic battery state detection, remote cable… | 1 star | No one-command install · Source | |
| 1756 | 22.557 | codex-ergouzi-media-mcpmcp · back-end | This MCP server enables Codex to generate images and videos using Ergouzi's self-developed media generation models. | 1 star | No one-command install · Source | |
| 1757 | 22.557 | endpointread-mcpmcp · back-end | A read-only MCP server for Microsoft Intune and Entra ID that enables list, get, search, and reporting operations for tenant visibility, audits… | 1 star | No one-command install · Source | |
| 1758 | 22.557 | ghotelsmcp · back-end | An MCP server that gives AI agents live Google Hotels data (search, rooms, rates, cancellation) via internal RPC — no API key or scraping required. | 1 star | No one-command install · Source | |
| 1759 | 22.557 | courtmesh-mcpmcp · back-end | An MCP server for the CourtMesh public API that enables AI clients to search and analyze Indian court case law, covering over 310 million case records… | 1 star | No one-command install · Source | |
| 1760 | 22.557 | simulate-monte-carlomcp · back-end | Real Monte Carlo simulation of a compound event or conditional probability. Named random variables, a safe expression interpreter, seedable for… | 1 star | No one-command install · Source | |
| 1761 | 22.557 | facebook-lyrmcp · back-end | A Facebook/Messenger MCP server that lets AI agents read and engage with profiles, pages, posts, comments, groups, Messenger conversations… | 1 star | No one-command install · Source | |
| 1762 | 22.557 | mcp-catastromcp · back-end | MCP server for the Spanish Cadastre, enabling local queries of official INSPIRE parcel data (area, geometry, neighboring parcels, searches) and online… | 1 star | No one-command install · Source | |
| 1763 | 22.557 | airflow-dev-mcpmcp · back-end | An MCP server that enables AI coding assistants to interact with a local Airflow cluster via its REST API for triggering DAG runs, monitoring status… | 1 star | No one-command install · Source | |
| 1764 | 22.557 | smallcase-mcpmcp · back-end | Read-only MCP server for querying public smallcase data (catalog, returns, risk metrics, stocks, mutual funds) via natural language. No API key… | 1 star | No one-command install · Source | |
| 1765 | 22.557 | apex-psi-mcp-servermcp · back-end | Provides cryptographic truth infrastructure for AI agents, enabling them to seal content with SHA-256 and Ed25519, verify receipts, anchor them to… | 1 star | No one-command install · Source | |
| 1766 | 22.557 | domdomegg-google-maps-placesmcp · back-end | Search for places and retrieve business information and photos via Google Maps Places API | 1 star | No one-command install · Source | |
| 1767 | 22.557 | centralops-mcp-servermcp · back-end | Exposes a curated subset of the CentralOps HTTP API as typed tools for Claude Code, enabling drift triage, mapping edits, backfill jobs, and… | 1 star | No one-command install · Source | |
| 1768 | 22.557 | searmcp · back-end | A read-only MCP server for operator-grade release inspection and benchmark browsing. | 1 star | No one-command install · Source | |
| 1769 | 22.557 | text-file-read-and-refactor-mcpmcp · back-end | Token-efficient Python stdio MCP server exposing safe text-file search, reading, and refactoring tools. | 1 star | No one-command install · Source | |
| 1770 | 22.557 | arachne-mcp-servermcp · back-end | MCP server providing tools for web scraping, browser automation, computer vision, audio transcription, and RAG via API. | 1 star | No one-command install · Source | |
| 1771 | 22.557 | redtransportemcpmcp · back-end | Private MCP server adapter for RedTransporteAPI, providing read-only access to Santiago de Chile public transit data including stops, routes… | 1 star | No one-command install · Source | |
| 1772 | 22.557 | obsidian-mcp-remotemcp · back-end | A remote MCP server that enables read/write access to a self-hosted Obsidian vault, exposing tools for reading, writing, patching, listing, and… | 1 star | No one-command install · Source | |
| 1773 | 22.557 | agent-tools-runtimemcp · back-end | Persistent MCP server runtime for progressively discovering and loading MCP, REST, and local CLI adapters, with host-side credentials and explicit… | 1 star | No one-command install · Source | |
| 1774 | 22.557 | barcode-scanner-mcpmcp · back-end | MCP server for scanning and generating barcodes and QR codes. Enables decoding barcodes from images, generating QR codes, and creating barcodes in… | 1 star | No one-command install · Source | |
| 1775 | 22.557 | humanitarian-mcpmcp · back-end | Enables querying and analyzing humanitarian data, such as refugee statistics, through semantic tools like country comparisons, trend analysis, and… | 1 star | No one-command install · Source | |
| 1776 | 22.557 | qzone-mcpmcp · back-end | MCP server for QZone (QQ space) integration, enabling publishing, listing, liking, and commenting on posts through the QzoneUltra daemon and NapCat. | 1 star | No one-command install · Source | |
| 1777 | 22.557 | pbs-mcpmcp · back-end | MCP server for Proxmox Backup Server. Exposes datastore status, snapshot inventory, garbage collection, verify, and prune over the PBS REST API as 13… | 1 star | No one-command install · Source | |
| 1778 | 22.557 | mirastack-redfish-mcp-servermcp · back-end | Enables secure, governed interaction with DMTF Redfish-compliant BMCs (iDRAC, iLO, etc.) via MCP, with read-only default and write operations gated… | 1 star | No one-command install · Source | |
| 1779 | 22.557 | vs-code-jupyter-mcp-servermcp · back-end | Enables external agents to run, edit, create, and manage the Jupyter notebook the user is actively editing in VS Code, headlessly and without approval… | 1 star | No one-command install · Source | |
| 1780 | 22.557 | keypup-mcp-servermcp · back-end | Enables querying Keypup engineering analytics (delivery, quality, team workload) using natural language through MCP-compatible AI assistants. | 1 star | No one-command install · Source | |
| 1781 | 22.557 | xrpname-mcp-servermcp · back-end | Enables AI agents to look up XRPL domain availability, pricing, profiles, portfolios, and transaction status, and to get registration links for… | 1 star | No one-command install · Source | |
| 1782 | 22.557 | walkmyplan-mcp-servermcp · back-end | Enables users to create and edit 3D floor plans conversationally, describing rooms and layouts or uploading DWG/PDF drawings, then view them in 2D/3D… | 1 star | No one-command install · Source | |
| 1783 | 22.557 | perttu-app-store-mcpmcp · back-end | MCP server for looking up apps, reviews, ratings, charts, in-app purchases, privacy details, and version history on Apple's App Store. It requires no… | 1 star | No one-command install · Source | |
| 1784 | 22.557 | intunerw-coremcp · back-end | MCP server for managing Microsoft Intune and Entra ID via the Microsoft Graph API, offering 34 tools for device, app, compliance, security, identity… | 1 star | No one-command install · Source | |
| 1785 | 22.557 | endpointops-mcpmcp · back-end | Enables AI assistants to manage Microsoft Intune and Entra ID through the Microsoft Graph API, covering device, app, compliance, identity, and… | 1 star | No one-command install · Source | |
| 1786 | 22.557 | framethrower-mcp-servermcp · back-end | Enables connecting any MCP client to a cinematography reference library of 5,489 films. Allows searching film frames by look, mood, or craft… | 1 star | No one-command install · Source | |
| 1787 | 22.557 | picoberry-mcp-servermcp · back-end | Enables generating game-ready 3D models, images, and animations from any MCP client via PicoBerry's multi-engine API. | 1 star | No one-command install · Source | |
| 1788 | 22.557 | astrocal-mcp-servermcp · back-end | Enables AI agents to schedule meetings via Astrocal's scheduling API, including checking availability, booking, canceling, rescheduling, and managing… | 1 star | No one-command install · Source | |
| 1789 | 22.557 | mcp-app-controllermcp · back-end | Central daemon for managing local app processes, enabling multiple Claude Code sessions to coordinate starts, stops, and restarts with conflict… | 1 star | No one-command install · Source | |
| 1790 | 22.557 | mcp-api-pentestmcp · back-end | Enables AI assistants to perform automated security audits on APIs, detecting BOLA/IDOR vulnerabilities by comparing responses across user tokens. | 1 star | No one-command install · Source | |
| 1791 | 22.557 | google-flow-mcp-servermcp · back-end | Automates sports editorial graphic poster creation using Google Flow through a Playwright-based pipeline, exposing a FastMCP server for integration… | 1 star | No one-command install · Source | |
| 1792 | 22.557 | yasuakiomokawa-ouramcp · back-end | Connects AI assistants to Oura Ring API v2 for sleep, activity, readiness, heart rate, and workout data. | 1 star | No one-command install · Source | |
| 1793 | 22.557 | oura-mcp-2mcp · back-end | MCP server for the Oura Ring API v2, providing access to sleep, activity, readiness, heart rate, and workout data via OAuth. | 1 star | No one-command install · Source | |
| 1794 | 22.557 | oura-mcpmcp · back-end | MCP server for the Oura Ring API v2, providing access to sleep, activity, readiness, heart rate, and workout data via OAuth. | 1 star | No one-command install · Source | |
| 1795 | 22.557 | vision-bridge-mcp-servermcp · back-end | Enables text-only LLMs to understand images by converting them into text descriptions, supporting multiple vision backends like cloud APIs, local… | 1 star | No one-command install · Source | |
| 1796 | 22.557 | finance-reconcile-mcpmcp · back-end | Read-only MCP server for reconciling SimpleFIN bank data against Firefly III ledger, enabling audit and review workflows without mutation. | 1 star | No one-command install · Source | |
| 1797 | 22.557 | project-knowledge-mcpmcp · back-end | A cross-project knowledge graph for MCP that maps features across mobile, backend, and admin codebases, giving AI agents full-stack context. | 1 star | No one-command install · Source | |
| 1798 | 22.557 | trade-mcpmcp · back-end | An advanced MCP server for real-time worldwide stock market data, technical indicators, financials, news, and Python sandboxing with AI models… | 1 star | No one-command install · Source | |
| 1799 | 22.557 | stars-cash-flow-mcp-servermcp · back-end | Enables AI agents to interact with the Stars Cash Flow reseller API for real Telegram actions, including listing services, checking balance, creating… | 1 star | No one-command install · Source | |
| 1800 | 22.557 | campaign-monitor-mcp-servermcp · back-end | Exposes the full Campaign Monitor v3.3 API as 117 tools for managing campaigns, lists, subscribers, and more, with OAuth authentication. | 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.