Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 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 | |
| 501 | 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 | |
| 501 | 22.557 | smallest-mcp-servermcp · ai-agents | MCP server for the Smallest AI platform that enables managing AI voice agents, debugging calls, and viewing analytics directly from your IDE. | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | parsee-mcpmcp · observability | MCP server that enables AI assistants to interact with the PARSE app for collecting and monitoring products on Ozon and Wildberries, with tools for… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | dagsmithmcp · ai-agents | MCP server providing read-only Snowflake metadata tools (schemas, tables, queries, lineage) for agentic data pipeline generation, enabling… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 22.557 | apple-podcasts-mcpmcp · observability | Owner-side Apple Podcasts analytics over the Podcasts Connect Reporter protocol: plays, unique and engaged listeners, followers, and per-episode… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 22.557 | health-coach-mcpmcp · database | A personal health and fitness MCP server that provides tools for managing profile data, goals, body measurements, nutrition, workouts, sleep… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | numbers-climcp · ai-agents | Enables AI agents to create, read, view, and edit Apple Numbers spreadsheets through the Model Context Protocol, leveraging both a parser engine and… | 1 star | No one-command install · Source | |
| 501 | 22.557 | umami-mcp-servermcp · ai-agents | An MCP server that gives Claude read access to Umami web analytics, allowing natural language queries for stats, breakdowns, pageview trends, live… | 1 star | No one-command install · Source | |
| 501 | 22.557 | amazfit-mcpmcp · observability | Enables Claude to analyze training data from spreadsheets and Amazfit watches, providing insights on strength progression, running metrics, recovery… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | google-analytics-mcp-server-on-cloudflare-workersmcp · devops | Enables MCP clients to read Google Analytics 4 data, deployed as a Cloudflare Worker with service account authentication. | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 22.557 | rocketchat-mcp-servermcp · observability | A FastMCP (Python) server for Rocket.Chat with 28 tools covering channels, messages, threads, DMs, files, users, and analytics, plus AI governance… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | generic-erp-analytics-mcp-servermcp · observability | Read-only MCP server for MongoDB ERP analytics with catalog-driven collection allowlist and safe find/aggregate tools. | 1 star | No one-command install · Source | |
| 501 | 22.557 | sql-review-agentmcp · database | Enables reviewing BigQuery SQL queries for performance issues, cost estimation, and suggested rewrites via an MCP interface. | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 22.557 | dbt-investigatormcp · observability | Enables AI clients to automatically investigate dbt test failures, trace root cause through BigQuery lineage, and generate plain-English incident… | 1 star | No one-command install · Source | |
| 501 | 22.557 | streetlightmcp · ai-agents | Enables MCP-capable agents to control REAPER through safe, typed operations for game audio workflows such as creating variations and rendering WAV… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | brightsitemcp · observability | Manage BrightSite websites from AI agents — pages, blog posts, components, forms, media, and analytics via MCP. | 1 star | No one-command install · Source | |
| 501 | 22.557 | fitmcpmcp · database | A multi-platform fitness MCP server that syncs data from Garmin, Strava, Google Fit, and Suunto into a local DuckDB database and provides analytics… | 1 star | No one-command install · Source | |
| 501 | 22.557 | yt-analytics-mcpmcp · observability | MCP server for YouTube channel deep analytics, extracting transcripts and computing quantitative metrics like WPM, profanity, and humor taxonomy, with… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 22.557 | echonetlite-mcpmcp · observability | Enables control of ECHONETLite home automation devices like air conditioners and sensors via MCP, supporting HVAC management and real-time monitoring. | 1 star | No one-command install · Source | |
| 501 | 22.557 | sqlite-spreadsheet-sync-mcpmcp · database | This MCP server enables AI assistants to interact with a SQLite database through a spreadsheet-like interface, supporting operations such as querying… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 22.557 | miller-joe-youtubemcp · observability | Manages YouTube creator operations including uploads, metadata, analytics, and AI thumbnail generation. | 1 star | No one-command install · Source | |
| 501 | 22.557 | crypto-options-desk-mcpmcp · ai-agents | An MCP server that gives an LLM agent a typed, audited tool surface over quant crypto-options desk analytics: gamma exposure, vanna, skew, vol… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | usdd-analytics-mcpmcp · observability | Provides 14 read-only tools to query USDD stablecoin protocol data across TRON, Ethereum, and BSC, enabling AI agents to fetch supply, APY… | 1 star | No one-command install · Source | |
| 501 | 22.557 | flightdbmcp · observability | FlightDB aggregates flight data from ADS-B Exchange, one of the largest unfiltered ADS-B data sources, combined with official aircraft registry… | 1 star | No one-command install · Source | |
| 501 | 22.557 | eyupcanakman-gsc-rsmcp · search | Fast single-binary Google Search Console integration with 21 tools for analytics, inspection, sitemaps, and indexing. | 1 star | No one-command install · Source | |
| 501 | 22.557 | wardrowbe-mcpmcp · observability | Exposes the Wardrowbe wardrobe API as MCP tools, enabling outfit suggestions, item management, wear/wash logging, and analytics via natural language. | 1 star | No one-command install · Source | |
| 501 | 22.557 | sergical-plausible-analyticsmcp · observability | Queries traffic metrics, conversions, and time-period comparisons from Plausible Analytics. | 1 star | No one-command install · Source | |
| 501 | 22.557 | gsc-mcp-connectormcp · ai-agents | Self-hosted MCP server that exposes Google Search Console tools (list sites, query analytics, inspect URL, list sitemaps) via natural language to AI… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 22.557 | ai-architectmcp · observability | An autonomous software-engineering pipeline for Claude Code that runs on real evidence: codebase intelligence tools, git analytics, deterministic… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | qr-makermcp · front-end | Generate styled QR codes, manage dynamic short links with analytics, and publish micro-landing pages via AI. | 1 star | No one-command install · Source | |
| 501 | 22.557 | wetlab-mcpmcp · front-end | Enables AI-assisted molecular biology experiment design with tools for qPCR primer design, cloning strategy optimization, TaqMan probe design, and… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | office-mcpmcp · ai-agents | An MCP server that lets Claude control Microsoft Word and Excel on macOS via AppleScript, providing 98 tools for document and spreadsheet automation. | 1 star | No one-command install · Source | |
| 501 | 22.557 | engageable-tech-analyticsmcp · observabilityalso listed as tech-engageable-analytics | Unified analytics engine connecting GA4, Mixpanel, and PostHog with natural language query support. | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 22.557 | arpe-io-lakexpressmcp · database | Automated database-to-cloud data pipeline exporting to Parquet with sync management and data lake publishing. | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | kenpom-mcpmcp · observability | Provides access to KenPom basketball analytics through MCP tools. Enables querying ratings, efficiency, player stats, and more using natural language. | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 22.557 | deepvlab-analytics-mcp-servermcp · observability | Enables querying DeepVLab account statistics and model usage analytics, including login, user profile, usage analytics, and cost calculation. | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | gh-drivenrajat-f1mcp · observability | Access Formula 1 race data, telemetry, lap times, standings, and analytics via FastF1. | 1 star | No one-command install · Source | |
| 501 | 22.557 | ram-prices-mcp-servermcp · observability | Caches and serves DDR/DRAM weekly price series from memorys.com and historical memory technology data, with tools for refresh, validation, analytics… | 1 star | No one-command install · Source | |
| 501 | 22.557 | io-github-gjeltep-app-store-connect-mcpmcp · github-vcs | Enables management of App Store Connect resources including app reviews, TestFlight crashes, analytics reports, and Xcode Cloud workflows through… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | ai-analystmcp · observability | Enables natural language data queries with statistical rigor and a semantic layer, supporting 23+ analytical tools for product analytics. | 1 star | No one-command install · Source | |
| 501 | 22.557 | anatoliyaksenov-airflow-etl-pipeline-generatormcp · database | Integrates with Apache Airflow, GitLab, Kafka, PostgreSQL, S3, and SMB file systems to enable conversational ETL pipeline creation, data source… | 1 star | No one-command install · Source | |
| 501 | 22.557 | cdata-sap-hana-xs-advancedmcp · database | Connects to SAP HANA databases through JDBC to enable querying tables, retrieving metadata, and executing SQL statements with CSV-formatted output for… | 1 star | No one-command install · Source | |
| 501 | 22.557 | cdata-sap-businessobjects-bimcp · database | Connects to SAP BusinessObjects BI databases through JDBC drivers, enabling natural language queries of business intelligence data with table… | 1 star | No one-command install · Source | |
| 501 | 22.557 | cornmankl-whatsapp-business-botmcp · observability | Automates WhatsApp Business messaging with AI-powered chat responses, broadcast management, scheduled messages, auto-responses, chat flows, group… | 1 star | No one-command install · Source | |
| 501 | 22.557 | aamir-gmail-python-sandboxmcp · devops | Provides secure Python code execution in containerized sandboxes with automatic matplotlib figure persistence and comprehensive data science libraries… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | snowflake-cortexmcp · database | Integrates with Snowflake's Cortex AI services to convert natural language queries into SQL using semantic models, search PDF documents stored in… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 22.557 | motherduck-mcpmcp · database | MCP server for SQL analytics on DuckDB and MotherDuck databases, enabling AI assistants and IDEs to query data via natural language. | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 22.557 | logscribe-mcpmcp · observability | Handles log file management and analysis with tools to list, read, search, filter, and generate analytics on log files. | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | google-analytics-4-admin-mcpmcp · observability | Manages Google Analytics 4 accounts, properties, annotations, audiences, and custom dimensions through the MCP protocol. | 1 star | No one-command install · Source | |
| 501 | 22.557 | mylocalaichat-csv-postgresmcp · database | Loads CSV files into PostgreSQL databases with automatic table creation, data validation, and bulk import using COPY commands for efficient data… | 1 star | No commit datelisted | No one-command install · Source |
| 501 | 22.557 | one-ea-monolith-blogmcp · observability | Manage Monolith blog platform content with 30 tools covering posts, comments, media, analytics, and backups. | 1 star | No commit datelisted | No one-command install · Source |
| 591 | 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 |
| 592 | Unranked | sap-rca-mcp-servermcp · observability | Enables AI agents to perform root cause analysis on SAP systems by querying Azure Log Analytics data, offering schema discovery, validated KQL… | No signals yet | No one-command install · Source | |
| 593 | Unranked | convradarmcp · ai-agents | Enables conversational analysis of Google Analytics 4 data through MCP-compatible clients like Claude and ChatGPT, providing conversion diagnostics… | No signals yet | No one-command install · Source | |
| 594 | Unranked | pikaivan-convradarmcp · observability | Google Analytics 4 conversion funnel analysis and traffic quality diagnostics for AI assistants. | No signals yet | No one-command install · Source | |
| 595 | Unranked | youtube-studio-mcpmcp · observability | An MCP server for auditing and improving a YouTube channel's discoverability by providing read-only access to channel catalog, analytics metrics… | No signals yet | No one-command install · Source | |
| 596 | Unranked | 54ch10-mcpmcp · back-end | Provides the brief tool, letting MCP clients query the 54ch10 Brief API for analytics on addresses, tokens, or URLs and receive a JSON summary with… | No signals yet | No one-command install · Source | |
| 597 | Unranked | mharnett-linkedin-adsmcp · back-end | Integrates with the LinkedIn Campaign Manager API for campaign management, audience targeting, creative management, and performance analytics. | No signals yet | No one-command install · Source | |
| 598 | Unranked | ivedaai-mcp-servermcp · back-end | An MCP server for the IvedaAI video analytics API, enabling natural language control of footage search, camera and alert management, analysis jobs… | No signals yet | No one-command install · Source | |
| 599 | Unranked | open-greenhouse-mcpmcp · back-end | Production-ready MCP server for Greenhouse ATS that provides comprehensive recruitment tools—screening, pipeline analytics, search, and safe write… | No signals yet | No one-command install · Source | |
| 600 | Unranked | statheadmcp · back-end | An open NFL fantasy-football analytics platform that provides live data, machine-learned projections, dynasty values, and prospect grades via an MCP… | No signals yet | 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.