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 | 94.750 | aptro-supersetmcp · back-end | Integrates with Apache Superset to enable data visualization, SQL query execution, dashboard management, and analytics workflows through authenticated… | 190 stars · 59 forks | No one-command install · Source | |
| 2 | 93.703 | sulaiman013-powerbimcp · back-end | Integrates with Power BI datasets through XMLA endpoints to enable natural language data analysis by automatically translating questions into… | 123 stars · 51 forks | No one-command install · Source | |
| 3 | 93.521 | dev-mirzabicer-ticktick-sdkmcp · back-end | Comprehensive async Python SDK for [TickTick](https://ticktick.com/) with MCP server support. Features 45 tools for tasks, projects, tags, habits… | 141 stars · 40 forks | No one-command install · Source | |
| 4 | 93.458 | mkummer225-google-sheetsmcp · back-end | Integrates with Google Sheets API to enable direct creation, reading, and editing of spreadsheets for data analysis and collaborative document… | 138 stars · 40 forks | No one-command install · Source | |
| 5 | 91.166 | isnow890-naver-search-mcpmcp · back-end | MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features. | 84 stars · 27 forks | No one-command install · Source | |
| 6 | 91.134 | metabase-mcp-servermcp · back-end | Enables AI assistants to interact with Metabase's analytics platform, managing dashboards, cards, databases, and tables via the Model Context… | 59 stars · 34 forks | No one-command install · Source | |
| 7 | 89.227 | apache-echartsmcp · back-end | Generates data visualization charts by accepting minimal parameters like chart type, data, title, and series name, then renders them server-side and… | 84 stars · 11 forks | No one-command install · Source | |
| 8 | 88.769 | mailgunmcp · back-end | Integrates with Mailgun's email service API to enable sending emails and retrieving delivery statistics through over 30 endpoints including message… | 58 stars · 21 forks | No one-command install · Source | |
| 9 | 87.462 | infatoshi-xmcp · back-end | Full X API access for posting, searching, reading, engagement, media upload, and analytics. | 52 stars · 15 forks | No one-command install · Source | |
| 10 | 86.880 | dbt-doctormcp · back-end | AI-driven MCP server that audits, profiles, detects schema drift, and auto-generates documentation for dbt projects, enabling natural language… | 133 stars · 4 forks | No one-command install · Source | |
| 11 | 86.171 | sap-datasphere-mcp-servermcp · back-end | Production-ready MCP server that enables AI assistants to seamlessly interact with SAP Datasphere environments for real tenant data discovery… | 44 stars · 14 forks | No one-command install · Source | |
| 12 | 86.066 | bintocher-qlik-sensemcp · back-end | Integrates with Qlik Sense Enterprise through Repository and Engine APIs to enable querying data models, managing applications and users, extracting… | 41 stars · 16 forks | No one-command install · Source | |
| 13 | 84.840 | amazon-sp-api-mcp-servermcp · back-end | Connects Claude to Amazon Seller Central via the SP-API for natural language queries on sales, inventory, reports, fees, reimbursements, and… | 47 stars · 8 forks | No one-command install · Source | |
| 14 | 84.800 | dragonkhoi-mixpanelmcp · back-end | Integrates with Mixpanel's API to enable querying of events data, retention, and funnels for on-demand analytics and custom report generation. | 19 stars · 18 forks | No one-command install · Source | |
| 15 | 84.439 | holoviz-mcpmcp · back-end | A comprehensive MCP server that provides intelligent access to the HoloViz ecosystem, enabling AI assistants to help you build interactive dashboards… | 34 stars · 14 forks | No one-command install · Source | |
| 16 | 83.070 | etweisberg-mlb-statsmcp · back-end | Integrates with MLB Stats API and pybaseball library to provide comprehensive baseball statistics, Statcast data, player lookups, team standings… | 32 stars · 10 forks | No one-command install · Source | |
| 17 | 82.907 | iwork-mcpmcp · back-end | An MCP server that provides 113 tools for automating Apple iWork apps (Numbers, Pages, Keynote) via JavaScript for Automation, enabling AI assistants… | 35 stars · 8 forks | No one-command install · Source | |
| 18 | 82.456 | apple-store-connect-mcp-servermcp · back-end | Enables management of iOS/macOS apps, TestFlight builds, app metadata, analytics, and more through natural language interactions with Apple Store… | 31 stars · 9 forks | No one-command install · Source | |
| 19 | 81.199 | mikusnuz-metamcp · back-end | Manage Instagram and Threads content, analytics, and engagement through Meta's Graph API v25.0. | 25 stars · 10 forks | No one-command install · Source | |
| 20 | 80.829 | kumorfm-mcp-servermcp · back-end | Enables AI assistants to query KumoRFM for predictive analytics on relational data, including graph management, natural language to PQL conversion… | 34 stars · 5 forks | No one-command install · Source | |
| 21 | 79.636 | mattijsdp-dbt-docs-mcpmcp · back-end | MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt… | 23 stars · 8 forks | No one-command install · Source | |
| 22 | 78.896 | google-search-console-mcp-server-2mcp · back-end | Provides programmatic access to Google Search Console API data through Claude Code and Cursor, enabling search analytics, sitemap info, URL… | 30 stars · 4 forks | No one-command install · Source | |
| 23 | 77.932 | mcp-server-for-google-analytics-4mcp · back-end | Enables LLMs to interact with Google Analytics 4 data through the Google Analytics Data API, supporting standard reports, real-time data, and metadata… | 19 stars · 8 forks | No one-command install · Source | |
| 24 | 76.904 | google-sheets-mcp-server-2mcp · back-end | Enables to read, write, format cells, create charts, use formulas, and manage Google Sheets spreadsheets directly from Claude, Cursor, or any… | 18 stars · 7 forks | No one-command install · Source | |
| 25 | 76.825 | mlb-stats-servermcp · back-end | Provide structured access to Major League Baseball statistics through an MCP server. Query and retrieve detailed baseball data including statcast… | 11,439 installs | No commit datelisted | No one-command install · Source |
| 26 | 76.502 | mtg-mcp-servermcp · back-end | Magic: The Gathering card search, combo lookup, draft analytics, and Commander tools. | 20 stars · 5 forks | No one-command install · Source | |
| 27 | 76.446 | sap-analytics-cloud-mcpmcp · back-end | Enables interaction with SAP Analytics Cloud through an MCP server, exposing 90 tools for content management, data export/import, user management, and… | 14 stars · 9 forks | No one-command install · Source | |
| 28 | 74.475 | mcp-coinglassmcp · back-end | Provides futures market analytics (Open Interest, Liquidations, Long/Short Ratio, Funding Rates) via the CoinGlass API v4, enabling natural language… | 13 stars · 8 forks | No one-command install · Source | |
| 29 | 74.288 | balldontliemcp · back-end | Comprehensive sports data and analytics API covering NBA, NFL, MLB, NHL, and 6+ other major leagues | 12 stars · 8 forks | No one-command install · Source | |
| 30 | 73.472 | jupiterbak-alteryxmcp · back-end | Integrates with Alteryx Server's REST API to enable workflow execution, collection management, user administration, schedule automation, job… | 13 stars · 7 forks | No one-command install · Source | |
| 31 | 72.112 | henilcalagiya-google-sheetsmcp · back-end | Integrates with Google Sheets API to provide spreadsheet automation through 25 specialized tools for sheet management, table operations, CRUD… | 13 stars · 5 forks | No one-command install · Source | |
| 32 | 72.094 | enterprise-threads-mcp-servermcp · back-end | Enables professional Threads management with enterprise-grade analytics, AI-powered content optimization, and automation features, including posting… | 12 stars · 6 forks | No one-command install · Source | |
| 33 | 72.056 | fabric-graphql-mcp-connectormcp · back-end | Enables AI agents to query and mutate data in Microsoft Fabric data warehouse via GraphQL using Model Context Protocol. | 11 stars · 7 forks | No one-command install · Source | |
| 34 | 72.046 | sd-wan-mcp-servermcp · back-end | Enables monitoring and management of SD-WAN devices through REST API endpoints, with tools for device health, statistics, BFD sessions, and network… | 6 stars · 8 forks | No one-command install · Source | |
| 35 | 71.437 | amplitude-mcp-servermcp · back-end | Enables AI assistants to query and segment event data from Amplitude Analytics via the MCP protocol. | 9 stars · 7 forks | No one-command install · Source | |
| 36 | 70.579 | tweetlymcp · back-end | An MCP server that enables AI agents to automate actions on X (Twitter) through a real browser session, including posting, engaging, and reading via… | 7 stars · 7 forks | No one-command install · Source | |
| 37 | 70.564 | limitless-mcp-server-2mcp · back-end | MCP server that exposes the Limitless Developer API to list lifelogs via the getLifelogs tool. | 14 stars · 3 forks | No one-command install · Source | |
| 38 | 69.000 | homey-mcp-servermcp · back-end | Enables Claude AI to control and manage Homey Pro smart home devices, flows, and analytics through natural language. | 12 stars · 3 forks | No one-command install · Source | |
| 39 | 66.893 | labeveryday-nba-mcp-servermcp · back-end | Access live and historical NBA statistics including player stats, game scores, team data, and advanced analytics via Model Context Protocol | 10 stars · 3 forks | No one-command install · Source | |
| 40 | 65.043 | fgribreau-matomomcp · back-end | Dynamically introspects Matomo Analytics instances to expose all available API methods as tools. | 10 stars · 2 forks | No one-command install · Source | |
| 41 | 63.896 | jbrandtmse-iris-suitemcp · back-end | Suite of five specialized servers for InterSystems IRIS covering development, administration, interoperability, operations, and data analytics with 87… | 8 stars · 3 forks | No one-command install · Source | |
| 41 | 63.896 | swarmia-mcp-servermcp · back-end | Enables querying Swarmia's Export API for engineering metrics including pull request analytics, DORA metrics, investment balance, and effort reporting… | 8 stars · 3 forks | No one-command install · Source | |
| 43 | 62.111 | boostcamp-mcp-servermcp · back-end | Integrates with the Boostcamp fitness platform to provide access to training history, workout programs, custom exercises, and analytics through… | 7 stars · 3 forks | No one-command install · Source | |
| 44 | 61.891 | mtane0412-twitch-api-integrationmcp · back-end | Integrates with Twitch API to provide channel info, stream details, game data, user profiles, clips, chat settings, and video comments for building… | 3 stars · 5 forks | No one-command install · Source | |
| 45 | 61.350 | wps-mcp-servermcp · back-end | Enables AI agents to natively create and edit WPS Office documents, spreadsheets, and presentations via natural language commands. | 16 stars | No one-command install · Source | |
| 46 | 60.344 | domdomegg-google-sheetsmcp · back-endalso listed as google-sheets-mcp | Read, write, and query spreadsheet data via Google Sheets API | 2 stars · 5 forks | No one-command install · Source | |
| 48 | 60.262 | tableau-local-mcp-servermcp · back-end | Enables AI assistants to programmatically read, modify, and query Tableau workbook files (.twb and .twbx) on the local filesystem via 80 tools. | 7 stars · 2 forks | No one-command install · Source | |
| 49 | 60.035 | social-analytics-mcp-servermcp · back-end | Enables Instagram and Facebook analytics via the Meta Graph API, offering account insights, media analytics, and post engagement data. | 6 stars · 3 forks | No one-command install · Source | |
| 50 | 59.854 | avito-mcpmcp · back-end | Universal MCP server for the Avito API (Russia's largest classifieds marketplace), built for autonomous AI agents to operate an account hands-free… | 14 stars | No one-command install · Source | |
| 51 | 58.185 | einreke-sleeper-fantasy-footballmcp · back-end | Integrates with Sleeper Fantasy Football API to provide complete access to user profiles, league data, rosters, matchups, draft information, player… | 6 stars · 2 forks | No one-command install · Source | |
| 52 | 57.927 | quintonwall-airbyte-status-checkermcp · back-end | Integrates with Airbyte API to monitor data pipeline health, check connection statuses, and manage streams for real-time ETL process oversight. | 1 star · 5 forks | No one-command install · Source | |
| 53 | 57.364 | mcp-makermcp · back-end | Auto-generates MCP servers from any data source, enabling AI clients to query databases, spreadsheets, and APIs with zero code. | 5 stars · 3 forks | No one-command install · Source | |
| 53 | 57.364 | engineer-your-datamcp · back-end | Enables data engineers and BI professionals to perform data pipeline development, quality assurance, visualization, and API integration locally with… | 5 stars · 3 forks | No one-command install · Source | |
| 55 | 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 | |
| 56 | 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 | |
| 57 | 55.515 | glassbead-tc-audiusmcp · back-end | Integrates with Audius music platform API, enabling user searches, track streaming, and playlist management for music discovery and artist analytics. | 5 stars · 2 forks | No one-command install · Source | |
| 57 | 55.515 | mcp-server-usddmcp · back-end | Enables management of USDD protocol vaults, PSM swaps, savings, and token transfers across TRON, Ethereum, and BSC, plus protocol analytics and… | 5 stars · 2 forks | No one-command install · Source | |
| 59 | 55.168 | s-b-e-n-s-o-n-portkey-admin-mcpmcp · back-end | MCP server for the Portkey AI Gateway Admin API — 150 tools for prompts, configs, analytics, keys, guardrails, integrations, and more. | 6 stars · 1 fork | No one-command install · Source | |
| 59 | 55.168 | dkships-substack-publishermcp · back-end | Queries Substack post analytics, subscriber counts, and publication data through the official Publisher API. | 6 stars · 1 fork | No one-command install · Source | |
| 59 | 55.168 | gh-bradvin-wp-analyticsmcp · back-end | WordPress plugin exposing Google Search Console and Google Analytics 4 data through a REST endpoint. | 6 stars · 1 fork | No one-command install · Source | |
| 62 | 53.985 | oitvoip-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides AI agents with seamless access to the NetSapiens VoIP platform for user management, call… | 4 stars · 3 forks | No one-command install · Source | |
| 62 | 53.985 | tableau-mcp-servermcp · back-end | Enables reading and writing to Tableau Server or Tableau Cloud via the REST API, supporting operations on sites, projects, workbooks, views, and data… | 4 stars · 3 forks | No one-command install · Source | |
| 62 | 53.985 | climactic-umamimcp · back-end | MCP server providing 48 tools for read/write access to Umami Analytics data including statistics, sessions, events, and funnels. | 4 stars · 3 forks | No one-command install · Source | |
| 65 | 53.790 | gxjansen-transistormcp · back-end | Integrates with Transistor.fm's API to manage podcasts, episodes, analytics, and subscribers for automating podcast workflows. | 1 star · 4 forks | No one-command install · Source | |
| 66 | 52.498 | fellowabhi-controlapi-openapimcp · back-end | Converts OpenAPI specifications into executable MCP tools with dynamic server switching | 5 stars · 1 fork | No one-command install · Source | |
| 67 | 52.443 | liteapi-mcp-servermcp · back-end | Enables interaction with LiteAPI's hotel booking and travel services through MCP tools, supporting search, booking, vouchers, analytics, and more. | 3 stars · 3 forks | No one-command install · Source | |
| 68 | 52.135 | analytics-usa-gov-mcp-servermcp · back-end | Enables LLMs to query and analyze government website analytics from analytics.usa.gov via the Model Context Protocol, supporting single report… | 4 stars · 2 forks | No one-command install · Source | |
| 68 | 52.135 | krishnapramodparupudi-kagglemcp · back-end | Integrates with Kaggle's API to provide access to competition lists, leaderboards, dataset searches, model browsing, and configuration options for… | 4 stars · 2 forks | No one-command install · Source | |
| 68 | 52.135 | r-huijts-portkey-adminmcp · back-end | Provides a comprehensive administrative interface for managing Portkey AI platform users, workspaces, configurations, and cost analytics through a… | 4 stars · 2 forks | No one-command install · Source | |
| 71 | 51.401 | w2xi-echartsmcp · back-end | Generates ECharts visualizations as PNG images from JavaScript configuration objects, processing chart dimensions and configurations through… | 7 stars | No one-command install · Source | |
| 72 | 49.118 | tools-mcp-vessel-trafficmcp · back-end | Read-only MCP server for vessel AIS data, ship tracking, carrier schedules, and maritime analytics via BYOK providers. | 4 stars · 1 fork | No one-command install · Source | |
| 72 | 49.118 | tomtom-traffic-analyticsmcp · back-end | Provides 8 tools for analyzing real-time and historical traffic patterns via TomTom's MOVE portal and Developer API. | 4 stars · 1 fork | No one-command install · Source | |
| 72 | 49.118 | mcp-eddmcp · back-endalso listed as verygoodplugins-edd | MCP server for Easy Digital Downloads REST API, enabling access to sales data, customers, products, and analytics from your EDD store. | 4 stars · 1 fork | No one-command install · Source | |
| 72 | 49.118 | center2055-discordmcp · back-end | Comprehensive Discord bot management with server administration, messaging, moderation, and analytics. | 4 stars · 1 fork | No one-command install · Source | |
| 72 | 49.118 | general-purpose-snowflake-mcp-servermcp · back-end | Enables AI assistants to securely access Snowflake data warehouses through natural language, executing SQL queries and retrieving insights with… | 4 stars · 1 fork | No one-command install · Source | |
| 72 | 49.118 | agentmodemcp · back-end | All-in-one server that connects your coding AI to dozens of databases, data warehouses, data pipelines, cloud services, and more. | 4 stars · 1 fork | No one-command install · Source | |
| 79 | 48.150 | franccesco-bloom-growthmcp · back-end | Integrates with Bloom Growth's GraphQL API to enable interaction with growth management and analytics tools for AI-assisted workflows. | 4 forks | No one-command install · Source | |
| 80 | 47.273 | gavxm-ani-mcpmcp · back-end | MCP server for AniList with taste-aware recommendations, watch analytics, social tools, and full list management. | 3 stars · 2 forks | No one-command install · Source | |
| 80 | 47.273 | gcp-mcp-servermcp · back-end | Model Context Protocol server for Google Cloud Platform, enabling interaction with Resource Manager, Compute Engine, Cloud Storage, BigQuery, Pub/Sub… | 3 stars · 2 forks | No one-command install · Source | |
| 82 | 46.654 | labs64-netlicensing-mcpmcp · back-end | The official NetLicensing MCP Server is a natural language interface that enables agentic applications to manage the full software licensing lifecycle… | 5 stars | No one-command install · Source | |
| 82 | 46.654 | crude-code-mcp-servermcp · back-end | An oil & gas data-analytics MCP server that enables guarded SQL queries, well valuation, and map rendering within chat apps. | 5 stars | No one-command install · Source | |
| 84 | 44.256 | smolanalyticsmcp · back-end | MCP server that provides product and web analytics capabilities, allowing AI coding assistants to query funnels, retention, trends, feature flags, A/B… | 3 stars · 1 fork | No one-command install · Source | |
| 84 | 44.256 | garmin-local-mcpmcp · back-end | Local-first Garmin data warehouse with an analysis-grade MCP server. Sync once, analyze forever, even when the API is down. | 3 stars · 1 fork | No one-command install · Source | |
| 84 | 44.256 | sellersprite-mcpmcp · back-end | Enables AI agents to access and query SellerSprite's Amazon seller analytics data through structured MCP tools, handling authentication and API… | 3 stars · 1 fork | No one-command install · Source | |
| 84 | 44.256 | vapi-mcp-servermcp · back-end | Enables AI agents to manage Vapi Voice AI platform resources such as assistants, calls, phone numbers, analytics, and workflows through natural… | 3 stars · 1 fork | No one-command install · Source | |
| 84 | 44.256 | datawrapper-mcp-servermcp · back-end | Enables interaction with the Datawrapper API to create, manage, and publish data visualizations through natural language. | 3 stars · 1 fork | No one-command install · Source | |
| 84 | 44.256 | ga4-bigquery-semantic-layermcp · back-end | Exposes a semantic layer on GA4 event data in BigQuery via an MCP server for consistent querying. | 3 stars · 1 fork | No one-command install · Source | |
| 84 | 44.256 | renant-tabnewsmcp · back-end | Provides access to TabNews content through API tools for retrieving listings, user posts, comments, and analytics data without requiring direct API… | 3 stars · 1 fork | No one-command install · Source | |
| 91 | 43.498 | andrewkkchan-fivetranmcp · back-end | Integrates with Fivetran's REST API to manage data pipelines through user invitations, connection discovery, and sync operations with automated… | 2 stars · 2 forks | No one-command install · Source | |
| 92 | 43.275 | theyahia-tgstat-mcpmcp · back-end | MCP server for TGStat API that provides analytics for Telegram channels, including search, posts, statistics, mentions, and comparison across 8 tools. | 4 stars | No one-command install · Source | |
| 92 | 43.275 | apache-beam-mcp-servermcp · back-end | Enables AI-controlled management of Apache Beam data pipelines across different runners (Flink, Spark, Dataflow, Direct) via the Model Context… | 4 stars | No one-command install · Source | |
| 94 | 41.082 | flashalpha-mcp-servermcp · back-end | Connects AI assistants to live options market data with 70+ tools for exposure analytics, volatility, strategy signals, and historical backtesting. | 1 star · 2 forks | No one-command install · Source | |
| 94 | 41.082 | saikiyusuke-registep-mcpmcp · back-end | AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and BASE EC integration. Provides store management, sales data querying, AI… | 1 star · 2 forks | No one-command install · Source | |
| 96 | 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 |
| 97 | 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 | |
| 97 | 38.412 | mcp-yandex-metricamcp · back-endalso listed as yandex-metrica-mcp | 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 | |
| 97 | 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 |
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.