Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3601 | 57.311 | max-rousseau-codeforgemcp · back-end | Self-hosted MCP server that executes TypeScript code in a Deno sandbox for AI agents to call authenticated REST APIs. | 11 stars | No one-command install · Source | |
| 3601 | 57.311 | eternalwavee-sjtumcp · back-end | Wraps the SJTU Zhiyuan No.1 API with four tools for text and vision tasks via OpenAI-compatible endpoints. | 11 stars | No one-command install · Source | |
| 3601 | 57.311 | julienkalamon-ign-apicartomcp · back-end | Access French geographic data including cadastral parcels, postal codes, agricultural land use, protected natural areas, urban planning documents… | 11 stars | No one-command install · Source | |
| 3604 | 57.245 | lqwdtech-saturnzapmcp · back-end | Non-custodial Bitcoin Lightning (LDK) wallet for AI agents — pays L402 APIs from CLI or MCP. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | safebreach-mcp-servermcp · back-end | Bridges AI agents with SafeBreach's Breach and Attack Simulation platform, enabling natural language queries and seamless integration through a… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | mymcpmcp · back-end | Dynamically converts any OpenAPI v3 specification into a fully-functional Model Context Protocol (MCP) server. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | roarkanalytics-sdk-mcpmcp · back-end | Enables AI assistants to interact with the Roark REST API, allowing them to explore endpoints, make test requests, and use documentation to help… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | tenjin-mcp-servermcp · back-end | Enables agents to discover, read, buy, and publish knowledge using USDC on Base, with search and free essays at no cost. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | serial-mcp-2mcp · back-end | MCP server for serial ports — non-blocking reads, DTR/RTS, streaming subscriptions, port allowlist. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | acedatacloud-nanobananamcp · back-end | NanoBanana AI image generation and editing through the AceDataCloud API platform. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | mellos-mappingmcp · back-end | MCP server that provides a live, terminal-native layered dependency map for AI coding assistants, with tools to track and visualize development… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | experiment-audit-mcpmcp · back-end | An MCP server that audits W&B experiments to catch confounded ablations, training pathologies, and misleading sweep conclusions across many runs. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | clawcall-mcp-servermcp · back-end | Enables AI agents to make real outbound phone calls to US/Canada numbers, handle conversations, and return transcripts and recordings via the Model… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | adrianczuczka-masonmcp · back-end | MCP server that gives AI assistants a persistent codebase map — feature-to-file lookups, change impact analysis, and git history insights. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | mcpgoatmcp · back-end | A deliberately insecure MCP server for practicing penetration testing, featuring 26 challenges at three difficulty levels with flags to capture… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | bridge-mcp-servermcp · back-end | Connects Ignition SCADA and Studio 5000 PLC to correlate tags end-to-end, trace signal chains, and find commissioning gaps. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | mssql-mcp-readermcp · back-end | Read-only Model Context Protocol server for Microsoft SQL Server, enabling safe schema discovery, profiling, and querying with zero risk of data… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | akutishevsky-monobankmcp · back-end | Access Monobank API for currency rates, client info, and account statements. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | magic-lane-mcp-servermcp · back-end | Enables AI agents to become geospatially intelligent assistants with tools for location search, smart routing, round trip planning, reverse geocoding… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | io-github-parseur-parseur-pymcp · back-end | MCP server that exposes Parseur document parsing and mailbox management as tools for AI assistants, allowing natural language control of parseur.com. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | xcodebazelmcpmcp · back-end | A comprehensive MCP server and CLI for Bazel-based Apple platform development, providing 112 tools across 19 workflow categories for building… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | codetruth-mcp-servermcp · back-end | A verification layer that lets AI agents safely delete code in large codebases by assessing usage paths and providing risk statuses. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | polish-law-mcpmcp · back-end | MCP server providing access to Polish law statutes, provisions, case law, and EU law integrations, enabling natural language legal research, citation… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | mcp-eastmoneymcp · back-end | Enables AI assistants to query real-time A-share stock data, including quotes, fund flows, sector flows, and K-line history, without needing an API… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | mne-mcpmcp · back-end | An MCP server that gives AI assistants conversational access to MNE-Python for analyzing neurophysiology data (EEG, MEG, sEEG, ECoG, fNIRS). Enables… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | indodaxmcp · back-endalso listed as indodax-mcp-crypto-trading | Serve Indodax Public market data: server time, pairs, ticker, all tickers, summaries, order book, trades, OHLC, and price increments. Private account… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | nodite-rednotemcp · back-end | MCP server for accessing RedNote (Xiaohongshu) content via stealth browser automation. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | semanticscholar-mcpmcp · back-end | MCP server that provides Semantic Scholar academic search capabilities, including paper search, detail query, citation analysis, author search, and… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | markswendsen-code-doordashmcp · back-endalso listed as striderlabs-mcp-doordash | Search restaurants, browse menus, add to cart, place orders, and track deliveries on DoorDash via browser automation. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | vdalhambra-financekitmcp · back-end | Real-time stock quotes, cryptocurrency prices, and technical indicators (RSI, MACD, Bollinger Bands) with no API key for basic data. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | tweetsavemcp · back-endalso listed as tweetsave-mcp | Fetch and analyze Twitter/X posts without API keys. Download media and extract tweet data. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | prsai-ppt-translation-mcpmcp · back-end | MCP server for PrsAi intelligent PPT translation with file upload and translation tools. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | beyond-mcpmcp · back-end | An MCP server for Pangolin BEYOND laser software, providing 117 tools across 20 categories for AI-driven control of laser shows via OSC, including… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | apple-ads-mcpmcp · back-end | MCP server for Apple Search Ads API v5 that enables natural language management of campaigns, keywords, budgets, creatives, and performance reporting… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | claude-vigil-mcpmcp · back-end | An MCP server for creating named checkpoints and snapshots of projects, with selective file restore, content diffs, and artifact preservation… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | fantomaskarus1-telegram-bot-mcpmcp · back-end | Full-featured Telegram Bot API MCP server with 174 tools covering the entire Bot API. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | mbratkowski-koleomcp · back-end | Searches Polish train stations, departures, arrivals, connections, routes, and seat availability through the Koleo timetable API. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | capstone-mcp-servermcp · back-end | 基于Capstone反汇编引擎的MCP服务器，为大语言模型提供多架构二进制反汇编、文件解析、CTF逆向及安全分析工具。 | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | aws-security-mcp-servermcp · back-end | Enables management and analysis of AWS security groups, S3 buckets, and VPC connections via MCP. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | easynodexyz-mcp-x402mcp · back-end | MCP server enabling AI agents to purchase VPS and blockchain node products using USDC on Base via Easy Node's x402 API. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | zx-gis-qgis-processing-toolsmcp · back-end | Provides access to QGIS processing algorithms through 14 specialized servers handling vector analysis, raster processing, buffer operations, and GDAL… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | genlayer-mcp-servermcp · back-end | A comprehensive MCP server for generating sophisticated GenLayer Intelligent Contracts with AI-native blockchain capabilities. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | mcp-http-client-servermcp · back-end | A powerful MCP server for making HTTP requests, GraphQL queries, and TCP/Telnet connections from AI assistants. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | magento-api-mcpmcp · back-end | Enables searching and retrieving Magento 2 REST API documentation offline via local OpenAPI parsing, supporting endpoint search, schema lookup, and… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | evillimiter-mcp-servermcp · back-end | Enables AI assistants to control network bandwidth, monitor traffic, and manage device connections via EvilLimiter for authorized network testing and… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | stellarpilotmcp · back-end | MCP server that translates natural language requests into Stellar blockchain CLI commands. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | fastmcp-servermcp · back-end | A simple MCP server for task management with Bearer token authentication, supporting create, complete, and list tasks operations. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | mcp-chart-servermcp · back-end | A Model Context Protocol server offering over 15 chart types with Zod schema validation, enabling type-safe chart generation for applications like… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | waii-mcp-servermcp · back-end | Provides database interaction through natural language, enabling query execution and content processing. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | addgene-mcpmcp · back-end | MCP server for Addgene plasmid repository, enabling AI assistants to search, filter, and retrieve plasmid data including sequences and metadata. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | bonanip512-dataverse-powerplatformmcp · back-end | Integrates with Microsoft's PowerPlatform API to enable querying and interaction with Dataverse entities, providing access to metadata, attributes… | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | pc-mcpmcp · back-end | An MCP server that provides weather alerts and forecasts, system shutdown/restart, smart browser search, and screenshot capture. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | amazon-ads-manager-mcp-servermcp · back-end | MCP server for managing and analyzing Amazon Advertising data through natural language queries. | 7 stars · 1 fork | No one-command install · Source | |
| 3604 | 57.245 | okta-mcp-server-2mcp · back-end | Enables Claude to manage Okta organizations, including users, groups, and applications, via natural language. | 7 stars · 1 fork | No one-command install · Source | |
| 3658 | 57.142 | united-states-weathermcp · back-end | Provide real-time and forecast weather information for locations in the United States using natural language queries. Access current conditions… | 4,026 installs | No commit datelisted | No one-command install · Source |
| 3659 | 56.507 | seoul-essentialsmcp · back-end | Locate public facilities across Seoul including pharmacies, restrooms, WiFi hotspots, and tourist information centers. Identify nearby services using… | 2,685 installs | No commit datelisted | No one-command install · Source |
| 3660 | 56.206 | proofpoint-mcpmcp · back-end | MCP server for Proofpoint Email Protection - email security, threat intelligence, TAP (Targeted Attack Protection), and email filtering API… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | financialreports-mcp-servermcp · back-end | Official MCP server for the FinancialReports API. Provides direct access to regulatory filings, financial data, and corporate information from listed… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | sugra-api-mcpmcp · back-end | Gateway connector between LLM agents and world data, providing access to financial market prices, macroeconomic indicators, and news through a bundled… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | jonpspri-databeakmcp · back-end | Provides comprehensive CSV file operations including loading, transforming, analyzing, and exporting tabular data with statistical analysis… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | alexleventer-marketo-formsmcp · back-end | Provides a bridge between Marketo's REST API and form management operations, enabling marketing teams to retrieve, approve, and clone forms without… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | dsers-mcp-productmcp · back-end | An MCP server that automates importing products from AliExpress, Alibaba, and Accio into DSers and pushing them to Shopify or Wix stores, with… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | domino-mcp-servermcp · back-end | Enables AI coding tools to build models, run jobs, track experiments, and perform data analysis on the Domino Data Lab platform. | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | idapixl-algora-mcp-servermcp · back-end | Browse and search open-source bounties on Algora. 5 tools: list, search, filter by org/tech/amount, get top bounties, aggregate stats. No API key… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | mural-mcp-servermcp · back-end | MCP server for the Mural visual collaboration platform enabling board content editing with sticky notes, shapes, text boxes, areas, images… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | solidtime-mcp-servermcp · back-end | MCP server for SolidTime — the open-source time tracking app. Enables start/stop timers, manage time entries, projects, clients, tags, and tasks… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | zora-mcp-servermcp · back-end | An MCP server that enables AI-driven on-chain interactions with the Zora Protocol on Base, supporting token queries, swaps, and transfers via natural… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | opendart-mcp-servermcp · back-end | Enables AI agents to access Korean corporate disclosure data from DART, allowing natural language queries about companies, financial statements, and… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | openroute-mcpmcp · back-endalso listed as vemonet-openroute | MCP server for planning routes (hiking, biking, driving, etc.) using the OpenRouteService API. Provides tools to find coordinates, create routes with… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | manimohans-farcastermcp · back-end | Integrates with the Farcaster Hubble API to fetch and analyze social data, enabling real-time content monitoring and user engagement tracking on the… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | soracom-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for interacting with SORACOM APIs. | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | juananpe-arxiv-researchmcp · back-end | Integrates with arXiv API to provide academic paper discovery, metadata extraction, and topic-based organization with automatic JSON storage for… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | cristip73-asanamcp · back-end | Integrates with Asana's API to enable task management, project organization, and collaboration workflows through 30+ tools for searching, creating… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | catalysis-hub-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides programmatic access to Catalysis Hub's GraphQL API, enabling querying of catalytic reactions… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | psalzman-openfecmcp · back-end | Provides access to Federal Election Commission campaign finance data through the OpenFEC API, enabling searches for candidates, committees… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | ticketmaster-live-eventsmcp · back-end | Connects AI assistants to Ticketmaster's API for searching and discovering upcoming music events by location, date range, and keywords with detailed… | 2 stars · 4 forks | No one-command install · Source | |
| 3660 | 56.206 | tedlikeskix-ip-geolocatormcp · back-end | Integrates with IP-API.com to provide IP geolocation services, enabling location-based insights without API keys or complex integrations. | 2 stars · 4 forks | No one-command install · Source | |
| 3682 | 56.183 | nan-mcp-servermcp · back-end | MCP server exposing NaN API media tools (image generation/editing, text-to-speech, speech-to-text, embeddings, reranking) for any MCP-compatible… | 10 stars | No one-command install · Source | |
| 3682 | 56.183 | acedatacloud-midjourneymcp · back-end | Midjourney AI image generation and editing through the AceDataCloud API platform. | 10 stars | No one-command install · Source | |
| 3682 | 56.183 | keyshot-mcpmcp · back-end | A local MCP server that enables AI apps to control KeyShot Studio for scene inspection, rendering, model import, material application, camera… | 10 stars | No one-command install · Source | |
| 3682 | 56.183 | codeatlas-mcp-enterprisemcp · back-end | Ultra-lightweight, local-first MCP server for AI-powered code intelligence, providing AST-based analysis and 20+ tools while ensuring zero data… | 10 stars | No one-command install · Source | |
| 3682 | 56.183 | coreyhines-opnsense-mcpmcp · back-end | OPNsense firewall operations via API. Query ARP, DHCP, firewall rules, logs, interfaces, system status, and packet capture via STDIO or SSE. | 10 stars | No one-command install · Source | |
| 3682 | 56.183 | spreedly-mcp-servermcp · back-end | Enables AI assistants to manage payments via Spreedly API, including gateways, transactions, and payment method tokenization. | 10 stars | No one-command install · Source | |
| 3682 | 56.183 | fabric-dw-mcp-climcp · back-end | CLI and MCP server for administering Microsoft Fabric Data Warehouses and SQL Analytics Endpoints. | 10 stars | No one-command install · Source | |
| 3682 | 56.183 | 3dcitydb-mcp-servermcp · back-end | Enables AI assistants to interact with 3DCityDB v5 through natural language, dynamically resolving object classes, properties, and codelists to answer… | 10 stars | No one-command install · Source | |
| 3682 | 56.183 | local-comfyui-mcpmcp · back-end | An MCP server that integrates with a local ComfyUI, allowing assistants to list and run workflows, monitor progress, and view results, as well as read… | 10 stars | No one-command install · Source | |
| 3682 | 56.183 | planit-tech-lawbstermcp · back-end | Managed SaaS MCP server providing verified, citable access to German and EU law with daily updates from official sources. | 10 stars | No one-command install · Source | |
| 3682 | 56.183 | bleamcp · back-end | Provides a local MCP server for Bluetooth Low Energy automation, enabling scanning, GATT inspection, characteristic reads and writes, and evidence… | 10 stars | No one-command install · Source | |
| 3682 | 56.183 | thiri-chord-intelligence-music-theory-mcp-servermcp · back-end | Deterministic music-theory MCP server and API for AI agents — analyze chords, run Roman-numeral analysis, generate voicings, and reharmonize… | 10 stars | No one-command install · Source | |
| 3682 | 56.183 | mcp-media-9routermcp · back-end | Enables AI agents to perform web searches and fetch web pages as clean Markdown via the 9router API, with configurable provider fallbacks and local… | 10 stars | No one-command install · Source | |
| 3682 | 56.183 | stackchan-remote-mcpmcp · back-end | Enables remote control of a StackChan robot via MQTT and MCP, allowing AI clients to switch its facial expressions and trigger camera photos for… | 10 stars | No one-command install · Source | |
| 3682 | 56.183 | coderxcode-forgermcp · back-end | Converts existing applications into MCP servers by analyzing OpenAPI specs, GitHub repos, live URLs, or raw code. | 10 stars | No one-command install · Source | |
| 3682 | 56.183 | backspace-me-sportscoremcp · back-end | Live sports data for football, basketball, cricket, and tennis via the SportScore API. | 10 stars | No one-command install · Source | |
| 3682 | 56.183 | trellis-mcp-servermcp · back-end | Enables AI assistants to generate 3D assets from text descriptions using Trellis and import them into Blender, with local deployment for fast and free… | 10 stars | No one-command install · Source | |
| 3699 | 55.873 | devpilot-2mcp · back-end | Dev server supervisor for AI coders. Manages dev server lifecycles, detects reloads, checks health, and recovers from crashes. 10 MCP tools for full… | 2,672 installs | No commit datelisted | No one-command install · Source |
| 3700 | 55.782 | openstreetmap-mcp-servermcp · back-end | Geocode, reverse geocode, and run Overpass spatial queries on OpenStreetMap data. | 3,676 installs | No commit datelisted | 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.