Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 9.795 | options-analyticsmcp · back-end | Real-time options analytics MCP server. 23 tools covering gamma/delta/vanna/charm exposure (GEX/DEX/VEX/CHEX), dealer positioning, 0DTE analytics… | 530 installs | No commit datelisted | No one-command install · Source |
| 2 | 22.557 | youtube-mcp-server-6mcp · back-end | Provides AI assistants with comprehensive YouTube analytics and channel management capabilities, including channel performance, video analytics… | 1 star | No one-command install · Source | |
| 3 | 22.557 | rocketlane-universal-mcp-servermcp · back-end | Provides a standardized interface for interacting with Rocketlane's tools and services through the Model Context Protocol, enabling unified API… | 1 star | No one-command install · Source | |
| 4 | 22.557 | gong-universal-mcp-servermcp · back-end | Enables integration with Gong's sales platform through MCP, providing access to tools and services for sales engagement tracking and analytics. | 1 star | No one-command install · Source | |
| 5 | 22.557 | oura-mcp-server-2mcp · back-end | Integrates Oura Ring health data with Claude Desktop, providing resources, tools, and advanced analytics for sleep, activity, readiness, and health… | 1 star | No one-command install · Source | |
| 6 | 22.557 | mcp-graphql-sales-servermcp · back-end | Provides AI assistants with access to sales data from a Northwind-style database through GraphQL queries, enabling natural language requests for… | 1 star | No one-command install · Source | |
| 7 | 22.557 | mcp-ds-toolkit-servermcp · back-end | A standalone MCP server that brings complete data science capabilities to AI assistants, enabling them to load data, train models, and track… | 1 star | No one-command install · Source | |
| 8 | 22.557 | ga4-automation-mcp-servermcp · back-end | This project is a Google Analytics 4 (GA4) automation server implemented as a Model Context Protocol (MCP) tool. It lets AI agents query GA4 data… | 1 star | No one-command install · Source | |
| 9 | 22.557 | restaurant-backend-mcp-servermcp · back-end | Enables interaction with a restaurant FastAPI backend for menu management, order processing, customer management, and analytics through natural… | 1 star | No one-command install · Source | |
| 10 | 22.557 | osm-mcp-analytics-servermcp · back-end | Provides advanced geospatial analytics for OpenStreetMap, including neighborhood livability scoring and commute analysis, beyond simple geocoding. | 1 star | No one-command install · Source | |
| 11 | 22.557 | kodim-mcp-cloudflare-dnsmcp · back-end | MCP server for managing and analyzing Cloudflare DNS — zones, records, analytics, and DNSSEC. | 1 star | No one-command install · Source | |
| 12 | 22.557 | mcp-elevenmcp · back-end | An open-source MCP server that turns any AI assistant into a football data analytics and scouting platform, enabling natural language queries over 40+… | 1 star | No one-command install · Source | |
| 13 | 22.557 | ontario-data-mcpmcp · back-end | An MCP server for discovering, downloading, querying, and analyzing datasets from Ontario's open data portals, allowing natural language questions and… | 1 star | No one-command install · Source | |
| 14 | 22.557 | linkedin-pages-mcpmcp · back-end | MCP server for managing LinkedIn Company Pages via the official Community Management API. Post content, manage comments, track analytics, and more… | 1 star | No one-command install · Source | |
| 15 | 22.557 | darak-mcp-servermcp · back-end | Remote MCP server for Saudi real estate data, giving AI assistants access to 65,000+ rental and sale property listings across 5 Saudi cities with… | 1 star | No one-command install · Source | |
| 16 | 22.557 | parsely-mcpmcp · back-end | MCP server that enables AI assistants to query Parse.ly analytics for top posts, authors, tags, referrers, content search, and social shares. | 1 star | No one-command install · Source | |
| 17 | 22.557 | vegalite-viewermcp · back-end | MCP server for creating interactive Vega-Lite data visualizations that render inline in chat via MCP Apps. | 1 star | No one-command install · Source | |
| 18 | 22.557 | setlistifymcp · back-end | An MCP server that fetches real setlists from setlist.fm and creates Spotify playlists from them, supporting fuzzy matching and various modes like… | 1 star | No one-command install · Source | |
| 19 | 22.557 | ai-sales-analytics-mcp-servermcp · back-end | Automates sales data analysis by cleaning CSV, generating AI insights, creating interactive HTML dashboards, exporting PDF reports, and emailing them… | 1 star | No one-command install · Source | |
| 20 | 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 | |
| 21 | 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 | |
| 22 | 22.557 | apigee-mcpmcp · back-end | Exposes Apigee X / GCP Management API operations as tools, enabling management of API proxies, environments, analytics, developers, apps, and API… | 1 star | No one-command install · Source | |
| 23 | 22.557 | creddymcpmcp · back-end | A credit-risk analytics MCP server enabling natural language queries over 30,000 real credit records, default risk prediction with an interpretable… | 1 star | No one-command install · Source | |
| 24 | 22.557 | rizerve-mcp-servermcp · back-end | MCP server for the Rizerve direct booking platform. Enables managing properties, bookings, availability, iCal sync, analytics, and webhooks through AI… | 1 star | No one-command install · Source | |
| 25 | 22.557 | maqami-travelmcp · back-end | Book hotels worldwide — search, price, prebook & book across 249 countries. 65 tools for hotel search, flights, loyalty, analytics. Zero API keys… | 1 star | No one-command install · Source | |
| 26 | 22.557 | byterover-umami-mcpmcp · back-end | A read-only MCP server for Umami analytics, enabling natural language queries of website stats, traffic trends, events, sessions, and analytics… | 1 star | No one-command install · Source | |
| 27 | 22.557 | risk-analytics-mcp-servermcp · back-end | Provides AI agents with quantitative risk tools such as VaR, expected shortfall, GARCH volatility, backtesting, stress testing, tail risk analysis… | 1 star | No one-command install · Source | |
| 28 | 22.557 | telemost-mcp-servermcp · back-end | Enables Telegram analytics (channel stats, search, sentiment) via MCP tools with pay-per-call in USDC, no API keys needed. | 1 star | No one-command install · Source | |
| 29 | 22.557 | racehooks-mcpmcp · back-end | MCP server that gives AI assistants direct access to RaceHooks motorsport analytics and data, enabling management of webhooks, live sessions… | 1 star | No one-command install · Source | |
| 30 | 22.557 | mcp-libreoffice-calcmcp · back-end | An MCP server that enables spreadsheet operations on LibreOffice Calc workbooks through UNO, including reading, writing, formatting, and hyperlink… | 1 star | No one-command install · Source | |
| 31 | 22.557 | etracker-mcp-servermcp · back-end | Enables querying etracker analytics reports via natural language. Provides tools to list reports, get metadata, and retrieve report data with… | 1 star | No one-command install · Source | |
| 32 | 22.557 | hwpx-excel-qgis-mcpmcp · back-end | Local MCP server enabling Codex to inspect and edit HWPX documents, Excel spreadsheets, and QGIS QGS/QGZ projects on Windows with safety and fidelity. | 1 star | No one-command install · Source | |
| 33 | 22.557 | mcp-bigquery-evalsmcp · back-end | A BigQuery MCP server with mandatory cost guardrails that dry-run every query before execution, and a measurable accuracy badge from an eval harness. | 1 star | No one-command install · Source | |
| 34 | 22.557 | medify-ucat-mcp-servermcp · back-end | MCP server for Medify UCAT accounts that authenticates as a member, pulls completed mock scores and practice analytics, and exposes tools for score… | 1 star | No one-command install · Source | |
| 35 | 22.557 | ossinsight-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for querying GitHub repository analytics from OSSInsight, providing repo metadata, trending repos, curated… | 1 star | No one-command install · Source | |
| 36 | 22.557 | pirsch-mcp-servermcp · back-end | A read-only MCP server for the Pirsch Analytics API that lets users list domains and query traffic, pages, events, and other analytics metrics through… | 1 star | No one-command install · Source | |
| 37 | 22.557 | tableau-graphql-mcpmcp · back-end | Enables querying Tableau lineage through the Metadata API via MCP, supporting impact analysis, where-used lookups, and content search. Provides… | 1 star | No one-command install · Source | |
| 38 | 22.557 | aptabase-mcpmcp · back-end | Unofficial MCP server that lets AI agents query Aptabase analytics using cookie-authenticated dashboard endpoints, providing tools for metrics… | 1 star | No one-command install · Source | |
| 39 | 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 | |
| 40 | 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 | |
| 41 | 22.557 | omnidata-mcpmcp · back-end | A unified Model Context Protocol server for data engineering and analytics that lets LLM clients query, profile, transform, and visualize data using… | 1 star | No one-command install · Source | |
| 42 | 22.557 | dotplot-mcpmcp · back-end | MCP server for product analytics using dot plots to visualize individual user activity, with tools for user classification, aha moment detection… | 1 star | No one-command install · Source | |
| 43 | 22.557 | looker-mcp-servermcp · back-end | Provides AI assistants direct access to Looker through a standard MCP interface, enabling querying the semantic model, managing content, editing… | 1 star | No one-command install · Source | |
| 44 | 22.557 | transistor-mcpmcp · back-end | MCP server for the Transistor.fm API: manage podcast episodes, analytics, transcripts, and webhooks from your AI agent. | 1 star | No one-command install · Source | |
| 45 | 22.557 | hypersignalmcp · back-end | Monetized MCP server for Hyperliquid whale/funding/risk analytics + signals; | 1 star | No one-command install · Source | |
| 46 | 22.557 | options-analysis-suitemcp · back-end | MCP server for options analytics including 17 pricing models, Greeks, GEX, IV surface, 23 screeners, dark pool, and max pain data. | 1 star | No one-command install · Source | |
| 47 | 22.557 | open-podcast-prefix-project-op3-mcp-servermcp · back-end | MCP server for OP3 podcast analytics: downloads, geography, app share. Read-only. | 1 star | No one-command install · Source | |
| 48 | 22.557 | op3-mcpmcp · back-end | MCP server for OP3 podcast analytics: downloads, geography, app share. Read-only. | 1 star | No one-command install · Source | |
| 49 | 22.557 | hevy-coach-mcpmcp · back-end | MCP server for Hevy that fetches live workout data and computes analytics like e1RM, PRs, volume, and consistency, while enabling writes for routines… | 1 star | No one-command install · Source | |
| 50 | 22.557 | mcp-z-google-sheetsmcp · back-end | Integrates with Google Sheets API for spreadsheet management, batch operations, and formatting. | 1 star | No one-command install · Source | |
| 51 | 22.557 | testit-mcp-servermcp · back-end | Enables interaction with TestIT test management platform, allowing management of projects, work items, test runs, test plans, and analytics. | 1 star | No one-command install · Source | |
| 52 | 23.129 | mcp-market-russiamcp · back-end | MCP server for Russian construction market data. Access 3,395 construction companies, 13,436 projects across 18 regions of Russia. Search contractors… | 1,273 installs | No commit datelisted | No one-command install · Source |
| 53 | 23.374 | podbean-mcp-servermcp · back-end | An MCP server that enables managing podcasts through the Podbean API via natural language conversations, including episode management, analytics, and… | 1 fork | No one-command install · Source | |
| 54 | 23.374 | google-analytics-mcpmcp · back-end | A powerful Model Context Protocol (MCP) server that provides comprehensive Google Analytics 4 (GA4), Google Search Console (GSC), and Google Merchant… | 1 fork | No one-command install · Source | |
| 55 | 23.374 | ga4-mcpmcp · back-end | An MCP server integrating Google Analytics 4, Search Console, and Indexing API, enabling AI agents to run reports, inspect URLs, manage properties… | 1 fork | No one-command install · Source | |
| 56 | 23.374 | linkforty-mcp-servermcp · back-end | Connects AI assistants like Claude and Cursor to LinkForty deep links and analytics, enabling natural language management of links, analytics… | 1 fork | No one-command install · Source | |
| 57 | 23.374 | rockfish-mcp-servermcp · back-end | Enables interaction with the Rockfish AI platform for synthetic data generation, dataset management, and ML workflow orchestration through tools like… | 1 fork | No one-command install · Source | |
| 58 | 23.374 | ionis-mcpmcp · back-end | MCP server for HF radio propagation analytics using 175M+ aggregated signatures from WSPR, RBN, Contest, DXpedition, and PSK Reporter datasets… | 1 fork | No one-command install · Source | |
| 59 | 23.374 | io-github-qso-graph-ionis-mcpmcp · back-end | An MCP server for HF radio propagation analytics using the IONIS dataset collection, enabling natural language queries about band conditions… | 1 fork | No one-command install · Source | |
| 60 | 23.374 | fiverr-mcpmcp · back-end | Enables AI assistants to manage Fiverr seller accounts directly from the browser session. Supports gig management, order tracking, messaging… | 1 fork | No one-command install · Source | |
| 61 | 23.374 | frankencoin-mcp-servermcp · back-end | Real-time access to Frankencoin (ZCHF) protocol data including supply, prices, peg health, savings, minting positions, liquidation challenges… | 1 fork | No one-command install · Source | |
| 62 | 23.374 | altr-mcp-servermcp · back-end | Enables AI assistants to manage data security on the ALTR platform for Snowflake, Databricks, and OLTP databases, offering 99 tools across 10 domains… | 1 fork | No one-command install · Source | |
| 63 | 23.374 | datanika-mcpmcp · back-end | Read-only-by-default MCP server for Datanika, an open-source dlt + dbt-core data pipeline platform: browse connections, introspect and preview source… | 1 fork | No one-command install · Source | |
| 64 | 29.013 | base-dos-dados-mcpmcp · back-end | This MCP server provides AI-optimized access to Brazil's largest open data platform, Base dos Dados, enabling dataset search and direct BigQuery SQL… | 1 star · 1 fork | No one-command install · Source | |
| 65 | 29.013 | skuvault-mcp-servermcp · back-end | Enables interaction with the SkuVault inventory management system API for product management, inventory control, warehouse operations, and analytics… | 1 star · 1 fork | No one-command install · Source | |
| 66 | 29.013 | quip-mcp-server-typescriptmcp · back-end | A Model Context Protocol (MCP) server for interacting with Quip spreadsheets. It provides tools to read spreadsheet data from Quip documents and… | 1 star · 1 fork | No one-command install · Source | |
| 67 | 29.013 | mcp-itopmcp · back-end | MCP server for iTop ITSM that provides 19 tools for analytics, ticket management, comments, knowledge base, and CI impact analysis, enabling AI… | 1 star · 1 fork | No one-command install · Source | |
| 68 | 29.013 | mcp-gscmcp · back-end | MCP server for Google Search Console, enabling querying search analytics, URL inspection, sitemap management, and more via natural language. | 1 star · 1 fork | No one-command install · Source | |
| 69 | 29.013 | theyahia-yandex-metrikamcp · back-end | Integrates with Yandex.Metrika analytics API for counters, reports, visitor stats, and traffic source analysis. | 1 star · 1 fork | No one-command install · Source | |
| 70 | 29.013 | apptics-mcp-servermcp · back-end | Provides tools to query Zoho Apptics analytics data (crashes, devices, etc.) and automate iOS SDK integration into Xcode projects. | 1 star · 1 fork | No one-command install · Source | |
| 71 | 29.013 | pirsch-analytics-mcp-servermcp · back-end | Enables natural language analytics queries for Pirsch Analytics, providing comprehensive website traffic statistics, period comparisons, and trend… | 1 star · 1 fork | No one-command install · Source | |
| 72 | 29.013 | upwork-mcpmcp · back-end | Connects AI agents to Upwork's GraphQL API, enabling job discovery, proposal management, profile tracking, and analytics. | 1 star · 1 fork | No one-command install · Source | |
| 73 | 29.013 | bagosmcp · back-end | MCP server for Bags on Solana. Reads token analytics, creator-fee data and trade quotes; executes swaps and fee claims only behind a token gate, a… | 1 star · 1 fork | No one-command install · Source | |
| 74 | 32.223 | dbt-mcp-servermcp · back-end | A minimal, extensible MCP server to run dbt models via CLI, HTTP API, or AI interfaces like Claude, with Slack notifications for task completions. | 2 stars | No one-command install · Source | |
| 75 | 32.223 | fivetran-mcpmcp · back-end | An MCP server for controlling Fivetran data pipelines. Enables AI assistants to manage syncs, monitor connection status, and control pipelines through… | 2 stars | No one-command install · Source | |
| 76 | 32.223 | picoli-mcpmcp · back-end | Enables URL shortening, click tracking, and analytics for AI agents via the picoli.site API. | 2 stars | No one-command install · Source | |
| 77 | 32.223 | dontsovcmc-ozon-sellermcp · back-end | Ozon Seller API integration for product, order, and analytics management. | 2 stars | No one-command install · Source | |
| 78 | 32.223 | unfold-it-mcp-servermcp · back-end | Connect AI assistants to Unfold It -- create goals with AI-generated plans, agent-assisted clarification, plan import with enrichment, individual… | 2 stars | No one-command install · Source | |
| 79 | 32.223 | toolapi-mcp-servermcp · back-end | Provides 95 free tools and 22 workflows for AI agents via MCP, no API key required, covering versatile functionalities. | 2 stars | No one-command install · Source | |
| 80 | 32.223 | plunk-mcpmcp · back-end | A Model Context Protocol server for Plunk, the open-source self-hosted email platform. Provides 84 tools for transactional email, contacts, campaigns… | 2 stars | No one-command install · Source | |
| 81 | 32.223 | opn-mcpmcp · back-end | MCP server for opn.onl, the open-source self-hostable URL shortener. Shorten links, read click analytics, generate branded QR codes, and manage links… | 2 stars | No one-command install · Source | |
| 82 | 32.223 | mcp-trinomcp · back-end | A Model Context Protocol server enabling AI assistants to query and explore data warehouses via Trino, with optional semantic context from metadata… | 2 stars | No one-command install · Source | |
| 83 | 32.223 | gh-vish288-codamcp · back-end | Comprehensive Coda API integration with 54 tools covering docs, pages, tables, rows, and analytics. | 2 stars | No one-command install · Source | |
| 84 | 32.223 | xlsx-tools-mcpmcp · back-end | MCP server for accurately reading and writing Excel .xlsx files while preserving structure, styles, and formulas. Provides tools for inspecting… | 2 stars | No one-command install · Source | |
| 85 | 32.223 | youtube-creator-mcpmcp · back-end | A local, privacy-first MCP server providing direct access to official YouTube Data, Analytics, Reporting, and Live Streaming APIs for creators… | 2 stars | No one-command install · Source | |
| 86 | 38.066 | fast-bitrix24-mcpmcp · back-end | MCP server for interacting with Bitrix24 REST API, enabling CRUD operations on deals, contacts, companies, users, leads, and tasks, plus analytics and… | 2 stars · 1 fork | No one-command install · Source | |
| 87 | 38.066 | mrkhachaturov-yandex-metrikamcp · back-end | Integrates with Yandex Metrika analytics API to provide 31 tools for traffic, content, demographic, geographic, and conversion data analysis. | 2 stars · 1 fork | No one-command install · Source | |
| 88 | 38.066 | mittwald-umamimcp · back-end | Read-only Streamable HTTP MCP server for Umami Analytics providing traffic stats, pageviews, live visitor counts, and session data. | 2 stars · 1 fork | No one-command install · Source | |
| 89 | 38.066 | productpope-matomo-analyticsmcp · back-end | MCP server connecting AI assistants to Matomo Analytics for querying visitors, goals, traffic sources, and audience data. | 2 stars · 1 fork | No one-command install · Source | |
| 90 | 38.066 | measure-events-mcp-servermcp · back-end | Enables AI assistants to query privacy-first web analytics from Measure.events, including pageviews, top pages, referrers, and custom event tracking… | 2 stars · 1 fork | No one-command install · Source | |
| 91 | 38.066 | quantriskmcp · back-end | MCP server for portfolio risk analytics including VaR calculations, Monte Carlo simulations, and stress testing. | 2 stars · 1 fork | No one-command install · Source | |
| 92 | 38.412 | neaj-corp-qrverlozmcp · back-end | Dynamic QR code creation and analytics via the Qrverloz API, with retargetable codes. | 3 stars | No one-command install · Source | |
| 93 | 38.412 | wireboardmcp · back-end | Official WireBoard MCP server for querying real-time and historical website analytics data. | 3 stars | No one-command install · Source | |
| 94 | 38.412 | nveilmcp · back-end | AI-powered data visualization MCP server that generates publication-ready charts from natural language descriptions while keeping data local. | 3 stars | No one-command install · Source | |
| 95 | 38.412 | gh-nveil-ai-nveilmcp · back-end | Generates data visualizations across geospatial, 3D, and scientific domains using multiple rendering backends. | 3 stars | No one-command install · Source | |
| 96 | 38.412 | taplio-linkedin-mcp-servermcp · back-end | Enables AI agents to manage LinkedIn content through Taplio, including drafting, scheduling, publishing posts, and analytics. | 3 stars | No one-command install · Source | |
| 97 | 38.412 | yandex-metrica-mcpmcp · back-end | MCP server for Yandex Metrica analytics: query web analytics metrics, goals, conversions, and raw API data using natural language from AI clients like… | 3 stars | No one-command install · Source | |
| 98 | 38.412 | mcp-yandex-metricamcp · back-end | MCP server for Yandex Metrica analytics: query web analytics metrics, goals, conversions, and raw API data using natural language from AI clients like… | 3 stars | No one-command install · Source | |
| 99 | 38.412 | labelgrid-mcp-servermcp · back-end | The official MCP server for LabelGrid's music distribution platform, enabling natural language management of music catalogs, releases, files… | 3 stars | No one-command install · Source | |
| 100 | 39.727 | usaspending-mcp-server-2mcp · back-end | Access US federal award, recipient, agency, and spending analytics data from USAspending.gov. | 2,280 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.