Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 901 | Unranked | google-sheets-reader-mcp-servermcp · back-end | Enables reading data from a Google Sheets spreadsheet via the read_sheet tool, integrating real-time sheet data with an AI reminder assistant. | No signals yet | No one-command install · Source | |
| 902 | Unranked | office-mcp-2mcp · comms | Automates Windows Office applications (WPS Office and Outlook) via COM automation, enabling AI assistants to perform spreadsheet, document, and email… | No signals yet | No one-command install · Source | |
| 903 | Unranked | openpanel-mcpmcp · front-end | Minimal MCP server for OpenPanel analytics, enabling queries for landing pages, page events, and tracked event names. | No signals yet | No one-command install · Source | |
| 904 | Unranked | spreadsheet-qa-kit-mcp-servermcp · back-end | Enables querying your spreadsheet using natural language questions; provides read-only tools for schema, sample data, and structured query execution… | No signals yet | No one-command install · Source | |
| 905 | Unranked | reasonix-feishu-mcpmcp · back-end | MCP server for Feishu/Lark API integration, enabling AI agents to send messages, manage groups, create and edit documents and spreadsheets, and search… | No signals yet | No one-command install · Source | |
| 906 | Unranked | kalehdoo-warehousemcp · database | Universal production MCP server for Postgres, Oracle, Snowflake, BigQuery, Redshift, and DuckDB data warehouses. | No signals yet | No one-command install · Source | |
| 907 | Unranked | warehouse-mcpmcp · back-end | Production MCP server for data warehouses with read-only enforcement, five-tier role-based access, audit logging, PII masking, and optional semantic… | No signals yet | No one-command install · Source | |
| 908 | Unranked | viz-mcp-servermcp · back-end | Enables AI agents to create data visualizations like bar charts, line charts, pie charts, scatter plots, and histograms, returning inline SVG or PNG… | No signals yet | No one-command install · Source | |
| 909 | Unranked | microsoft-fabric-mcp-servermcp · back-end | Exposes Microsoft Fabric operations as MCP tools, with 105 tools across 17 domains including lakehouses, warehouses, notebooks, pipelines, and… | No signals yet | No one-command install · Source | |
| 910 | Unranked | plausible-whenever-mcpmcp · back-end | MCP server that provides read access to Plausible Analytics data with natural-language date resolution, enabling users to query analytics like… | No signals yet | No one-command install · Source | |
| 911 | Unranked | umeng-openapi-mcp-servermcp · back-end | MCP server for 友盟 U-App mobile analytics, enabling AI agents to query app statistics, retention, channels, versions, custom events, and more via the… | No signals yet | No one-command install · Source | |
| 912 | Unranked | savanto-mcp-servermcp · back-end | Exposes Savanto AI workspace tools to MCP clients, enabling natural-language configuration, content management, analytics, and diagnostics for store… | No signals yet | No one-command install · Source | |
| 913 | Unranked | jagilber-index-servermcp · search | Knowledge base for AI agents with 40+ MCP tools for semantic search, cross-repository knowledge promotion, versioned CRUD, governance workflows, and… | No signals yet | No one-command install · Source | |
| 914 | Unranked | sc-mcpmcp · back-end | A read-only MCP server that wraps the Scalable Capital CLI to expose broker data (portfolio, holdings, transactions, analytics, quotes, news) to any… | No signals yet | No one-command install · Source | |
| 915 | Unranked | tableau-mcpmcp · other | Enables AI applications to interact with Tableau through tools for querying data, exploring content, and retrieving views. | No signals yet | No one-command install · Source | |
| 916 | Unranked | beacon-mcpmcp · back-end | MCP server for the beacon log analytics platform, exposing beacon's REST API as MCP tools and resources for AI agents to query and analyse… | No signals yet | No one-command install · Source | |
| 917 | Unranked | poetryquill-analytics-mcpmcp · database | An MCP server that connects Claude Desktop to PoetryQuill's live Supabase database. Ask Claude natural language questions about your platform data. | No signals yet | No one-command install · Source | |
| 918 | Unranked | spurs-analytics-mcpmcp · database | Governed data pipeline for NBA ticketing and attendance data, exposing typed tools for AI agents to query game performance and seat-tier sales without… | No signals yet | No one-command install · Source | |
| 919 | Unranked | csoai-org-data-science-ai-mcpmcp · other | Machine learning and statistical analysis tools for data science workflows. | No signals yet | No one-command install · Source | |
| 920 | Unranked | document-convertermcp · comms | Converts PDFs, Office files, spreadsheets, emails, audio, and more to Markdown locally, enabling AI assistants to read and process them without cloud… | No signals yet | No one-command install · Source | |
| 921 | Unranked | snowflake-managed-mcp-servermcp · ai-agents | Enables AI agents to securely query governed Snowflake data and use Cortex AI tools like semantic search and LLM completions, with read-only… | No signals yet | No one-command install · Source | |
| 922 | Unranked | mef-subnational-efficiency-mcp-2mcp · ai-agents | Multi-agent MCP server for auditing public spending execution of Peruvian regional and local governments, providing tools for CSV inspection, data… | No signals yet | No one-command install · Source | |
| 923 | Unranked | pagepilot-mcpmcp · back-end | Enables AI agents to manage a Facebook Fanpage via the official Graph API, supporting posting, scheduling, comment moderation, and analytics, without… | No signals yet | No one-command install · Source | |
| 924 | Unranked | blizzard-wow-mcpmcp · observability | Auction house analytics, market intelligence, crafting optimization, inventory valuation, farming routes, guild analytics, and token tracking — all… | No signals yet | No one-command install · Source | |
| 925 | Unranked | enkemcp · ai-agents | MCP server for en.ke link management enabling AI agents to shorten URLs, manage links, and view analytics. | No signals yet | No one-command install · Source | |
| 926 | Unranked | agent-gamma-agentgammamcp · ai-agents | Here is a brief description of what our MCP server does: Description Project Tollbooth is a real-time market microstructure and options analytics… | No signals yet | No one-command install · Source | |
| 927 | Unranked | francolabs-mcp-servermcp · front-end | Connect AI assistants to the FrancoLabs UX research platform to create and manage studies, browse templates, read participant responses and analytics… | No signals yet | No one-command install · Source | |
| 928 | Unranked | whatsmybudgetmcpmcp · back-end | MCP server for the WhatsMyBudget Analytics API, providing tools to query budget periods, categories, accounts, and summaries. | No signals yet | No one-command install · Source | |
| 929 | Unranked | krystalviewmcp · observability | Provides AI agents with access to website analytics, session replay data, friction scoring, conversion funnels, and anomaly detection from… | No signals yet | No one-command install · Source | |
| 930 | Unranked | krystalview-mcp-servermcp · front-end | Enables AI agents to access website analytics, including visitor sessions, UX friction, conversion funnels, and anomaly alerts. | No signals yet | No one-command install · Source | |
| 931 | Unranked | vexo-mcpmcp · back-end | Unofficial MCP server for Vexo analytics. Enables querying event names, counts, timelines, sessions, and recent events from Vexo Export API through… | No signals yet | No one-command install · Source | |
| 932 | Unranked | mcp-revelormcp · observability | Connects AI assistants to Revelor e-shop analytics, search configuration, and recommendations, enabling both reading and optional writing for e-shop… | No signals yet | No one-command install · Source | |
| 933 | Unranked | claribicommcp · payments | clariBI is an AI-powered business intelligence platform that lets SaaS and ecommerce teams ask plain-English questions across Stripe, HubSpot, Google… | No signals yet | No one-command install · Source | |
| 934 | Unranked | marketlens-llm-mcpmcp · ai-agents | Enables product enrichment with sentiment analysis, category mapping, and attribute extraction; provides tools to fetch top products and cluster… | No signals yet | No one-command install · Source | |
| 935 | Unranked | agenticbimcp · database | Connect your business data to any MCP client. AgenticBI agents find the right data, join across systems, run queries, build dashboards, generate… | No signals yet | No one-command install · Source | |
| 936 | Unranked | rekordbox-mcpmcp · search | A comprehensive MCP server for rekordbox database management with real-time database access, enabling track search, playlist operations, library… | No signals yet | No one-command install · Source | |
| 937 | Unranked | hholen-loddmcp · observability | Headless web analytics with 34 tools for traffic analysis, events, and funnel tracking. | No signals yet | No one-command install · Source | |
| 938 | Unranked | lodd-mcp-servermcp · ai-agents | First-party web analytics MCP server for AI agents, providing 42 tools to query traffic, events, funnels, conversions, sources, and performance data. | No signals yet | No one-command install · Source | |
| 939 | Unranked | silly-geese-quality-qrmcp · back-end | Create and manage trackable QR codes with dynamic URLs, scan analytics, and 12 QR types via a remote MCP server. | No signals yet | No one-command install · Source | |
| 940 | Unranked | wellington-transport-assistantmcp · search | Provides tools to search stops, get next departures, and retrieve service alerts from Metlink's real-time public transport data, enabling natural… | No signals yet | No one-command install · Source | |
| 941 | Unranked | mux-mcpmcp · observability | Enables AI agents to interact with Mux video infrastructure, providing tools for fetching video assets, clipping videos into shorts, monitoring live… | No signals yet | No one-command install · Source | |
| 942 | Unranked | scrymcp · back-end | MCP server by TunnelMind for data querying and analytics operations. | No signals yet | No one-command install · Source | |
| 943 | Unranked | youtube-complete-mcpmcp · back-end | MCP server exposing YouTube Data, Analytics, and Reporting APIs as agent-callable tools with multi-brand-account authentication, quota tracking, and a… | No signals yet | No one-command install · Source | |
| 944 | Unranked | faaak2-telemetrydeckmcp · observability | TelemetryDeck analytics API integration for querying app telemetry data with TQL. | No signals yet | No one-command install · Source | |
| 945 | Unranked | filoo-mcpmcp · back-end | Create short links, track click analytics, and generate QR codes via the Filoo URL shortener API. | No signals yet | No one-command install · Source | |
| 946 | Unranked | filoo-mcp-servermcp · ai-agents | Enables AI agents to shorten URLs, manage links, and track click analytics through 8 first-class tools, designed for use with Claude Desktop, Cursor… | No signals yet | No one-command install · Source | |
| 947 | Unranked | chatlab-mcpmcp · observability | Enables AI assistants to query local ChatLab chat history using natural language, with tools for session listing, message retrieval, and analytics. | No signals yet | No one-command install · Source | |
| 948 | Unranked | oxplot-snowflakemcp · database | Integrates with Snowflake databases through external browser authentication, enabling secure schema exploration and SQL query execution without… | No signals yet | No one-command install · Source | |
| 949 | Unranked | aspose-cells-cloud-mcp-servermcp · back-end | Automates Microsoft Excel spreadsheet creation and editing via MCP tools for any MCP-compatible client. | No signals yet | No one-command install · Source | |
| 950 | Unranked | votel-mcpmcp · back-end | An MCP server that lets AI assistants manage and publish websites via Votel, including creating sites, adding domains, purging cache, and retrieving… | No signals yet | No one-command install · Source | |
| 951 | Unranked | solapi-mcp-servermcp · back-end | Enables searching SOLAPI documentation and examples, and sending/managing SMS, LMS, MMS, RCS, and Kakao messages with safety guards. | No signals yet | No one-command install · Source | |
| 952 | Unranked | bbb-build-mascopemcp · observability | Queries World MiniApp reviews and analytics with verified human ratings via World ID. | No signals yet | No one-command install · Source | |
| 953 | Unranked | mascope-mcp-servermcp · back-end | MCP server for MAScope: search and analyze World MiniApps, get verified reviews and analytics data. | No signals yet | No one-command install · Source | |
| 954 | Unranked | semrush-mcpmcp · back-end | MCP server providing tools to access Semrush API data for domain analytics, keyword research, backlink analysis, and traffic analytics. | No signals yet | No one-command install · Source | |
| 955 | Unranked | docalyzemcp · back-end | An MCP server that lets AI assistants read and visually analyze local documents — PDFs, Excel spreadsheets, CSV files, Word documents, PowerPoint… | No signals yet | No one-command install · Source | |
| 956 | Unranked | youfiliatemcp · observability | Create and manage geo-targeted affiliate smart links and view YouTube analytics via Claude. | No signals yet | No one-command install · Source | |
| 957 | Unranked | youfiliate-mcpmcp · ai-agents | MCP server for managing Youfiliate Smart Links from AI assistants like Claude Desktop, enabling creation of geo-targeted affiliate links, analytics… | No signals yet | No one-command install · Source | |
| 958 | Unranked | atiendo24-mcp-servermcp · ai-agents | MCP server that connects Claude Desktop to Atiendo24 platform, enabling management of appointments, customers, conversations, leads, analytics, and… | No signals yet | No one-command install · Source | |
| 959 | Unranked | openrouter-admin-mcpmcp · back-end | MCP server for OpenRouter's management API, enabling programmatic control of credits, inference keys, guardrails, and usage analytics from… | No signals yet | No one-command install · Source | |
| 960 | Unranked | wizzydev-trenchfumcp · back-end | Solana intelligence marketplace with 86 tools and 168+ endpoints for on-chain data and analytics. | No signals yet | No one-command install · Source | |
| 961 | Unranked | greybeam-mcpmcp · ai-agents | A single MCP server that lets agents query data through the Greybeam routing layer with Snowflake-compatible tooling. | No signals yet | No one-command install · Source | |
| 962 | Unranked | gdp-mcp-toolsmcp · observability | MCP server for Grubhub Data Platform operations, providing 40+ tools across 18 service categories for data platform management, observability… | No signals yet | No one-command install · Source | |
| 963 | Unranked | foxtrove-voice-mcp-servermcp · observability | Public read-only MCP server for FoxTrove Voice, enabling LLMs to query call logs, customer records, assistant stats, and analytics via secure OAuth. | No signals yet | No one-command install · Source | |
| 964 | Unranked | danboabes-mcpdomainmcp · comms | Buy and manage domains from any AI chat, with DNS, email forwarding, and crawler analytics. | No signals yet | No one-command install · Source | |
| 965 | Unranked | linkedin-company-admin-mcpmcp · back-end | MCP server for LinkedIn Company Page administration. Enables reading analytics, managing posts, editing page details, growing followers, and bridging… | No signals yet | No one-command install · Source | |
| 966 | Unranked | au-bizintel-mcp-servermcp · back-end | Gives any MCP-compatible AI agent instant access to the Australian Business Register (ABR) — plus AI-powered business intelligence. Search 8M+… | No signals yet | No one-command install · Source | |
| 967 | Unranked | ljdigital-au-bizintelmcp · other | Real-time Australian Business Register lookups and AI-powered business intelligence for ABN and ACN data. | No signals yet | No one-command install · Source | |
| 968 | Unranked | rekordbox-smart-mcpmcp · back-end | MCP server for DJs using Pioneer Rekordbox, offering 33 tools for library management, smart playlists, DJ analytics, and safe mutations with complete… | No signals yet | No one-command install · Source | |
| 969 | Unranked | io-github-optisol-business-db-metadata-extractor-mcpmcp · database | Enables extraction and querying of database schema metadata from PostgreSQL, Snowflake, SQL Server, BigQuery, and Oracle databases, saving results… | No signals yet | No one-command install · Source | |
| 970 | Unranked | optisol-business-db-metadata-extractormcp · database | Extract database schema metadata from PostgreSQL, Snowflake, SQL Server, BigQuery, and Oracle. | No signals yet | No one-command install · Source | |
| 971 | Unranked | resonia-veilmail-mcpmcp · back-end | A Model Context Protocol (MCP) server that exposes Veil Mail API operations as tools for AI agents, enabling email sending, template management… | No signals yet | No one-command install · Source | |
| 972 | Unranked | prismismmcp · observability | Upload files and get tracked, shareable links with analytics, email capture, and access control. | No signals yet | No one-command install · Source | |
| 973 | Unranked | ushurbakiyevdavlat-linkedinmcp · auth | Manages LinkedIn profiles, publishes content, uploads media, and retrieves organizational and post analytics through OAuth-authenticated API… | No signals yet | No one-command install · Source | |
| 974 | Unranked | icjia-plausible-mcpmcp · observability | Enables querying a self-hosted Plausible Analytics instance to retrieve compressed analytics data such as overview stats, top pages, traffic sources… | No signals yet | No one-command install · Source | |
| 975 | Unranked | onetick-mcp-servermcp · back-end | Enables enterprise-grade OneTick tick data analytics with 18 tools for market data retrieval, metadata discovery, and analytics computations across… | No signals yet | No one-command install · Source | |
| 976 | Unranked | userology-mcp-servermcp · observability | Enables AI assistants to interact with the Userology UX research platform for creating and managing studies, interview guides, analytics, and more. | No signals yet | No one-command install · Source | |
| 977 | Unranked | can-tap-verifiedmcp · back-end | Canadian business directory MCP server for finding free dofollow backlink opportunities, claiming listings, and tracking NFC tap analytics. | No signals yet | No one-command install · Source | |
| 978 | Unranked | can-tap-verified-mcp-servermcp · back-end | Enables Canadian businesses to claim free directory listings for dofollow backlinks, search 3,000+ verified businesses, check backlink status, and… | No signals yet | No one-command install · Source | |
| 979 | Unranked | bloghunch-mcp-servermcp · observability | Connects AI assistants to Bloghunch publications for automating content creation, analytics, and distribution. | No signals yet | No one-command install · Source | |
| 980 | Unranked | amansingh63-dbhub-analyticsmcp · database | Multi-database MCP server supporting PostgreSQL, MySQL, SQL Server, SQLite, Databricks, and BigQuery for AI-powered database exploration and querying. | No signals yet | No one-command install · Source | |
| 981 | Unranked | dbhub-analyticsmcp · database | Universal Database MCP Server enabling AI assistants to connect and query multiple databases including Databricks, BigQuery, PostgreSQL, MySQL, SQL… | No signals yet | No one-command install · Source | |
| 982 | Unranked | agent-analytics-mcp-servermcp · observability | Tracks and analyzes AI agent tool calls with event logging, dashboard, per-tool and per-agent analytics, and error monitoring. | No signals yet | No one-command install · Source | |
| 983 | Unranked | stackcurious-revenuecat-chartsmcp · back-end | MCP server for querying RevenueCat subscription analytics including MRR, churn, trial conversion rates, and 21 chart types. | No signals yet | No one-command install · Source | |
| 984 | Unranked | josephtandle-cloudflaremcp · devops | MCP server enabling AI assistants to manage Cloudflare infrastructure including DNS records, cache purging, Workers, SSL, and analytics. | No signals yet | No one-command install · Source | |
| 985 | Unranked | josephtandle-google-analyticsmcp · observability | Queries Google Analytics data including traffic, conversions, and audience metrics. | No signals yet | No one-command install · Source | |
| 986 | Unranked | josephtandle-meta-adsmcp · observability | Production-grade Meta Ads Manager integration with 20+ tools for campaign, ad set, audience, and analytics management. | No signals yet | No one-command install · Source | |
| 987 | Unranked | searchconsole-mcpmcp · back-end | A lightweight, fast MCP server for Google Search Console. Query search analytics, manage sitemaps, and inspect URLs directly from your AI assistant. | No signals yet | No one-command install · Source | |
| 988 | Unranked | quip-mcp-servermcp · back-end | MCP server for reading Quip documents and spreadsheets, enabling interaction with Quip content via natural language. | No signals yet | No one-command install · Source | |
| 989 | Unranked | mcp-sputnikx-marketmcp · auth | Provides AI assistants with access to 22 tools for EU trade intelligence, customs analytics, salary data, agent identity, and commerce, integrating… | No signals yet | No one-command install · Source | |
| 990 | Unranked | shippost-mcpmcp · observability | Enables AI agents to read, post, search, and engage with Twitter/X content, including AI-powered reply drafting and analytics. | No signals yet | No one-command install · Source | |
| 991 | Unranked | junct-bot-synthetixmcp · observability | Hosted integration with Synthetix derivatives protocol for synthetic asset analytics via Junct platform. | No signals yet | No one-command install · Source | |
| 992 | Unranked | junct-bot-stargatemcp · observability | Hosted integration with Stargate cross-chain bridge protocol for analytics and bridge operations via Junct platform. | No signals yet | No one-command install · Source | |
| 993 | Unranked | junct-bot-makermcp · observability | Hosted integration with Maker (MakerDAO) protocol for DAI stablecoin and vault analytics via Junct platform. | No signals yet | No one-command install · Source | |
| 994 | Unranked | junct-bot-lidomcp · observability | Hosted integration with Lido liquid staking protocol for vault queries and staking analytics via Junct platform. | No signals yet | No one-command install · Source | |
| 995 | Unranked | linklee-mcp-servermcp · back-end | MCP server for Linklee that enables creating short links, listing links, getting click analytics, and managing workspace tags. | No signals yet | No one-command install · Source | |
| 996 | Unranked | tableau-mcp-2mcp · other | A suite of developer primitives that enable AI applications to integrate with Tableau, including tools to query data, explore content, and get views. | No signals yet | No one-command install · Source | |
| 997 | Unranked | rog0x-github-analyticsmcp · github-vcs | GitHub repository analytics including repo analysis, PR summaries, issue triage, release notes generation, and contributor statistics. | No signals yet | No one-command install · Source | |
| 998 | Unranked | karrito-mcpmcp · observability | MCP server for Karrito - the digital catalog builder for WhatsApp sellers in LATAM, enabling AI assistants to manage store operations like products… | No signals yet | No one-command install · Source | |
| 999 | Unranked | horizon-mcpmcp · database | Enables natural language querying of Snowflake-managed Iceberg tables via Horizon IRC and DuckDB, without using a Snowflake warehouse. | No signals yet | No one-command install · Source | |
| 1000 | Unranked | f1-mcpmcp · observability | An MCP server that provides 118+ Formula 1 analytics tools, enabling race analysis, driver comparisons, telemetry exploration, and strategy simulation… | 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.