Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | Unranked | mcp-pulsemcp · back-end | Enables sharing MCP servers with clients, storing tool calls in PostgreSQL, and providing usage analytics via an admin dashboard and API. | No signals yet | No one-command install · Source | |
| 802 | Unranked | looks-mcp-servermcp · back-end | Exposes the Look API's analytics surface as MCP tools, enabling agents to query outfit generation and analytics data with proper semantics for… | No signals yet | No one-command install · Source | |
| 803 | Unranked | google-play-analytics-mcpmcp · ai-agents | An MCP server that exposes Google Play Console analytics to AI agents, including store-listing acquisitions by traffic source, installs, uninstalls… | No signals yet | No one-command install · Source | |
| 804 | Unranked | stargraphmcp · github-vcs | Enables evidence-first analytics over GitHub starred repositories, including search, similarity comparison, explanation, and clustering via MCP tools. | No signals yet | No one-command install · Source | |
| 805 | Unranked | loan-mcp-servermcp · back-end | A production-grade MCP server for a Loan Management System backed by Microsoft Dataverse, exposing read and analytics tools for loan applications. | No signals yet | No one-command install · Source | |
| 806 | Unranked | 11agents-cloud-mcpmcp · back-end | A hosted Model Context Protocol server that connects AI agents to a project-scoped growth workspace, exposing tools for project knowledge, analytics… | No signals yet | No one-command install · Source | |
| 807 | Unranked | zora-analyticsmcp · observability | Enables querying live Zora token data and analytics methodology through SQL and document retrieval tools, providing guarded access to on-chain holder… | No signals yet | No one-command install · Source | |
| 808 | Unranked | whooshly-mcpmcp · observability | Enables creation of short links, dynamic QR codes, UTM templates, and hosted vCards with click/scan analytics through natural language conversations. | No signals yet | No one-command install · Source | |
| 809 | Unranked | spreadsheet-mcp-appmcp · comms | Enables AI assistants to present interactive spreadsheets within conversations, allowing users to view, edit, import, and export Excel/CSV data… | No signals yet | No one-command install · Source | |
| 810 | Unranked | mcp-data-vizmcp · back-end | A data visualization MCP server built on FastMCP, providing 32 tools for chart generation, report building, and data processing. | No signals yet | No one-command install · Source | |
| 811 | Unranked | git-intelmcp · github-vcs | A local Git intelligence MCP server that provides deep repository analytics including hotspots, churn, knowledge maps, and risk scoring, all computed… | No signals yet | No one-command install · Source | |
| 812 | Unranked | zgeoff-umami-mcpmcp · observability | Exposes Umami analytics (Cloud or self-hosted) as read-only tools for querying website stats, pageviews, metrics, and active visitors. | No signals yet | No one-command install · Source | |
| 813 | Unranked | unstop-mcp-servermcp · back-end | Enables AI assistants to discover contests, track user participation, and pull analytics from the Unstop platform using mock data. | No signals yet | No one-command install · Source | |
| 814 | Unranked | rootr-mcp-servermcp · back-end | Provides AI agents with direct, permissioned access to team documents, databases, spreadsheets, and knowledge via an MCP interface, enabling… | No signals yet | No one-command install · Source | |
| 815 | Unranked | spotdraft-mcpmcp · ai-agents | MCP server that gives Claude safety-gated access to SpotDraft contracts, enabling querying and managing contracts, templates, counterparties… | No signals yet | No one-command install · Source | |
| 816 | Unranked | hr-agent-mcpmcp · observability | An MCP-based conversational HR agent that handles time tracking queries, policy lookups, adjustment approvals with human confirmation, and BigQuery… | No signals yet | No one-command install · Source | |
| 817 | Unranked | yavdaanalytics-context-optimisermcp · ai-agents | A context window optimizer and session rotator MCP server for agentic workflows that prevents LLMs from running out of context by compacting chat… | No signals yet | No one-command install · Source | |
| 818 | Unranked | sf-assistant-mcp-servermcp · back-end | MCP server for SAP SuccessFactors that provides 52 tools across 15 categories for querying live data, generating business rules, validating imports… | No signals yet | No one-command install · Source | |
| 819 | Unranked | hrms-snaplogic-mcpmcp · other | Enables integration between HRMS systems and Snaplogic through the Model Context Protocol, allowing AI assistants to interact with HR data pipelines. | No signals yet | No one-command install · Source | |
| 820 | Unranked | youtube-content-management-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides YouTube Data API v3 integration for content discovery and analytics. It enables AI assistants to… | No signals yet | No one-command install · Source | |
| 821 | Unranked | mdx-mcpmcp · other | Enables natural language querying of OLAP/SSAS cubes with verified MDX generation, self-consistency checks, and honest abstention when queries are… | No signals yet | No one-command install · Source | |
| 822 | Unranked | airtable-sheet-port-mcp-servermcp · ai-agents | This MCP server enables safe local access to tables and spreadsheets for AI agents, providing typed tools for reading, previewing, and committing… | No signals yet | No one-command install · Source | |
| 823 | Unranked | enterprise-mcp-health-gatewaymcp · observability | A runnable MVP for onboarding enterprise tenants and agents, exposing governed health capabilities through MCP, storing downstream credentials, and… | No signals yet | No one-command install · Source | |
| 824 | Unranked | smart-expense-management-mcpmcp · back-end | An AI-powered MCP server for personal and group expense management, providing CRUD operations, advanced filtering, analytics, Splitwise-style… | No signals yet | No one-command install · Source | |
| 825 | Unranked | tubemind-secure-mcpmcp · auth | YouTube intelligence MCP server providing 18 tools for research, analytics, benchmarking, and content strategy, with OAuth2 and encrypted token… | No signals yet | No one-command install · Source | |
| 826 | Unranked | hevo-mcp-servermcp · back-end | Enables managing Hevo Data pipelines from Claude Code, including listing, creating, enabling, disabling, resyncing, and updating pipeline and source… | No signals yet | No one-command install · Source | |
| 827 | Unranked | mcp-kicad-climcp · other | Enables KiCad CLI automation via MCP, providing tools for ERC, DRC, BOM export, netlist export, Gerbers, drill files, STEP, IPC-2581, and GLB output. | No signals yet | No one-command install · Source | |
| 828 | Unranked | jmpy-mcp-servermcp · back-end | User can create short urls, edit short urls, get click analytics, generate qr codes and much more. | No signals yet | No one-command install · Source | |
| 829 | Unranked | detleng-bigquery-mcp-servermcp · observability | Enables AI assistants to query trusted BigQuery analytics using curated Business Intelligence tools, providing secure, accurate business metrics and… | No signals yet | No one-command install · Source | |
| 830 | Unranked | continental-mcp-servermcp · ai-agents | A research-only MCP server providing read-only data, analytics, and intelligence for Polymarket BTC 5-minute Up/Down markets, enabling LLM agents to… | No signals yet | No one-command install · Source | |
| 831 | Unranked | snowflake-cost-mcpmcp · other | Provides read-only visibility into Snowflake warehouse cost and query performance, including credit usage by warehouse, expensive queries, and… | No signals yet | No one-command install · Source | |
| 832 | Unranked | nav-2015-fastmcp-servermcp · database | Provides read-only analytics and metadata exploration for Dynamics NAV 2015 databases, enabling user details, permissions, table schemas, and… | No signals yet | No one-command install · Source | |
| 833 | Unranked | google-sheets-mcp-2mcp · comms | Connects Claude.ai to Google Sheets, allowing read, append, and update operations on spreadsheets directly from chat. | No signals yet | No one-command install · Source | |
| 834 | Unranked | databricks-transform-mcpmcp · ai-agents | Enables AI agents to interact with Coalesce and Snowflake to perform data transformations, run operations, and manage Coalesce resources via natural… | No signals yet | No one-command install · Source | |
| 835 | Unranked | us-all-dbtmcp · other | dbt integration for parsing manifests, run results, sources, and catalog data. | No signals yet | No one-command install · Source | |
| 836 | Unranked | functionfly-mcp-servermcp · back-end | Enables AI agents to interact with the FunctionFly platform for registry search, function execution, publishing, analytics, vault secrets, and… | No signals yet | No one-command install · Source | |
| 837 | Unranked | calllens-mcpmcp · auth | Enables LLM clients to answer identity-aware questions about customer calls using a multi-tenant B2B call analytics platform with role-based access. | No signals yet | No one-command install · Source | |
| 838 | Unranked | aegisquerymcp · ai-agents | A governed analytics MCP server that provides LLM agents with safe, read-only access to data warehouses through a layered safety pipeline including… | No signals yet | No one-command install · Source | |
| 839 | Unranked | mcp-tableaumcp · ai-agents | MCP server that automates the publishing and validation of Tableau workbooks and data sources on Tableau Server or Tableau Cloud, enabling an AI agent… | No signals yet | No one-command install · Source | |
| 840 | Unranked | kadam-net-mcp-servermcp · ai-agents | MCP server for Kadam ad network that enables AI agents to manage campaigns, creatives, audiences, sites, and analytics. | No signals yet | No one-command install · Source | |
| 841 | Unranked | ai-google-analytics-mcpmcp · observability | Provisions Google Analytics 4 for local AI/web projects by creating properties and web data streams, injecting gtag snippets, and saving… | No signals yet | No one-command install · Source | |
| 842 | Unranked | looker-studio-mcpmcp · browser | Automates Looker Studio dashboards using Playwright, enabling creation, modification, screenshots, and exports. | No signals yet | No one-command install · Source | |
| 843 | Unranked | yandex-metrika-mcpmcp · ai-agents | Read-only MCP server for Yandex Metrika analytics, enabling report retrieval via MCP clients like Claude Code or Cursor without modifying any data. | No signals yet | No one-command install · Source | |
| 844 | Unranked | kilkaya-mcp-servermcp · back-end | MCP server for the Kilkaya analytics API, enabling querying analytics data, listing schemas, and retrieving metadata via MCP tools. | No signals yet | No one-command install · Source | |
| 845 | Unranked | syntitan-mcp-servermcp · back-end | Lets Claude and other MCP-compatible clients securely connect to Syntitan, an AI-Ready Data Platform, through natural language for data management and… | No signals yet | No one-command install · Source | |
| 846 | Unranked | cut-clarity-mcp-servermcp · ai-agents | Read-only MCP server exposing Microsoft Clarity analytics data as tools for ChatGPT Agent Builder. | No signals yet | No one-command install · Source | |
| 847 | Unranked | feishu-memory-mcpmcp · search | Enables AI agents to use Feishu (Lark) spreadsheets as long-term memory and personal knowledge base with retrieval-augmented generation (RAG) via the… | No signals yet | No one-command install · Source | |
| 848 | Unranked | simple-qqdocs-mcpmcp · browser | Operates Tencent Docs spreadsheet cells by reading boundaries, clicking, and inputting text via Playwright MCP, with caching options for efficiency. | No signals yet | No one-command install · Source | |
| 849 | Unranked | femcp · devops | Multi-site analytics for AI agents — GA4, Google Search Console, Cloudflare edge, PageSpeed, and audit insights across all your websites as tools. | No signals yet | No one-command install · Source | |
| 850 | Unranked | yt-mcpmcp · back-end | MCP server for managing YouTube channels using Data API v3 and Analytics. Supports video upload, comments, playlists, and analytics via ~30 tools… | No signals yet | No one-command install · Source | |
| 851 | Unranked | gitpulse-mcpmcp · github-vcs | Exposes GitHub engineering-analytics tools to LLM clients, enabling queries about code review bottlenecks, stale PRs, and commit hygiene. | No signals yet | No one-command install · Source | |
| 852 | Unranked | mcp-bing-webmastermcp · observability | Provides secure, read-only access to Bing Webmaster Tools analytics and non-destructive URL submission for indexing, without destructive site… | No signals yet | No one-command install · Source | |
| 853 | Unranked | cookiemunch-mcpmcp · back-end | Exposes the Cookie Munch Developer API as MCP tools, enabling AI assistants to manage sites, read consent analytics, and drive privacy operations. | No signals yet | No one-command install · Source | |
| 854 | Unranked | aacworkflow-mcpmcp · ai-agents | Enables Claude and Claude Code to manage AACWorkflow tasks, agents, projects, squads, autopilots, and analytics through natural language. | No signals yet | No one-command install · Source | |
| 855 | Unranked | clutter-mcpmcp · back-end | A Model Context Protocol server that lets an AI agent drive the whole Clutter pipeline to invent a synthetic company, generate its documents… | No signals yet | No one-command install · Source | |
| 856 | Unranked | matomo-mcp-servermcp · back-end | Enables LLMs to directly query a Matomo analytics instance, execute reporting methods, fetch historical trends, report metadata, and dynamically… | No signals yet | No one-command install · Source | |
| 857 | Unranked | mcp-excel-servermcp · back-end | Enables AI agents to read, write, analyze, and transform Excel spreadsheets (.xlsx) through the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 858 | Unranked | taobao-sourcing-assistantmcp · back-end | A local, human-paced MCP server for sourcing products on Taobao/Tmall, extracting per-SKU pricing, variant-linked reviews, and exporting to a… | No signals yet | No one-command install · Source | |
| 859 | Unranked | nanoboy-social-mcpmcp · back-end | MCP server for Instagram growth in LATAM, enabling automated DM flows, comment management, and account analytics. | No signals yet | No one-command install · Source | |
| 860 | Unranked | analytics-mcp-servermcp · database | Enables safe exploration and analysis of SQLite databases through guarded read-only queries, schema inspection, aggregations, and CSV imports. | No signals yet | No one-command install · Source | |
| 861 | Unranked | umami-analytics-mcpmcp · front-end | A security-first MCP server for Umami analytics (Cloud and self-hosted v3) enabling analytics, reporting, and administration with least privilege and… | No signals yet | No one-command install · Source | |
| 862 | Unranked | bigquery-google-trends-mcpmcp · ai-agents | MCP server that exposes Google Trends data via BigQuery, enabling LLMs to query top search terms, rising terms, and compare term interest over time… | No signals yet | No one-command install · Source | |
| 863 | Unranked | facebook-mcpmcp · back-end | Enables analytics and management of Facebook Pages through the Meta Graph API, including posts, insights, audience, and publishing. | No signals yet | No one-command install · Source | |
| 864 | Unranked | arpe-iomcp · database | Unified interface for Arpe.io data tools including parallel database export, cross-platform migration, and cloud data pipelines. | No signals yet | No one-command install · Source | |
| 865 | Unranked | tg-analytics-mcpmcp · ai-agents | Enables LLM agents to analyze Telegram channels for ad purchasing, providing insights like reach, CPM, and verdicts via MCP tools. | No signals yet | No one-command install · Source | |
| 866 | Unranked | lnkifymcp · back-end | MCP server that enables AI agents to manage Lnkify links, domains, API keys, and analytics. Allows creation and resolution of short links through… | No signals yet | No one-command install · Source | |
| 867 | Unranked | test-emp-database-mcpmcp · database | An employee-analytics MCP server backed by SQLite with pre-seeded sample data, providing tools for common SQL analytics such as top N earners… | No signals yet | No one-command install · Source | |
| 868 | Unranked | youtube-organic-mcpmcp · back-end | Enables AI assistants to access YouTube organic analytics, including channel stats, video performance, watch time, and audience engagement, via the… | No signals yet | No one-command install · Source | |
| 869 | Unranked | posthog-mcp-2mcp · observability | Enables interaction with PostHog product analytics API, supporting project listing, event queries, insight analysis, feature flag management, and… | No signals yet | No one-command install · Source | |
| 870 | Unranked | tiktok-organic-mcpmcp · observability | Enables AI assistants to access TikTok organic analytics including video performance, engagement metrics, and profile insights via the TikTok… | No signals yet | No one-command install · Source | |
| 871 | Unranked | facebook-pages-mcpmcp · back-end | MCP server for Facebook Pages organic analytics and management using Meta Graph API v25.0. Enables AI assistants to read page insights, posts… | No signals yet | No one-command install · Source | |
| 872 | Unranked | bing-webmaster-tools-mcpmcp · back-end | Enables to interact with the Bing Webmaster Tools API for managing sites, URLs, sitemaps, and viewing analytics. | No signals yet | No one-command install · Source | |
| 873 | Unranked | hrishikesh-thakre-ai-workbenchmcp · observability | Goose-compatible acceptance evidence tracking, validation gates, and analytics for AI workbench workflows. | No signals yet | No one-command install · Source | |
| 874 | Unranked | chatwoot-mcpmcp · observability | Local Node/TypeScript MCP server for read-only Chatwoot analytics, providing tools to list accounts, scopes, cache sync status, and conversation… | No signals yet | No one-command install · Source | |
| 875 | Unranked | dummy-nest-mcpmcp · observability | A minimal MCP server built with NestJS to test PostHog MCP analytics integration, exposing mocked tools for trends and funnel analysis. | No signals yet | No one-command install · Source | |
| 876 | Unranked | optionslabmcp · back-end | Options analytics MCP server providing 40+ tools for options chain data, position valuation, Greeks, charts, and volatility analysis. | No signals yet | No one-command install · Source | |
| 877 | Unranked | analytics-mcpmcp · back-end | MCP server for querying Google Analytics accounts, properties, reports, and realtime data using the Data API and Admin API. | No signals yet | No one-command install · Source | |
| 878 | Unranked | bookmarket-research-mcp-server-agentmcp · back-end | Enables market research and analytics for digital, audio, POD, and ebook publishing by integrating DuckDuckGo search, Gemini API, Supabase, Airtable… | No signals yet | No one-command install · Source | |
| 879 | Unranked | wingolf-ai-mcpmcp · github-vcs | MCP server integrating Google Search Console, Google Analytics 4, and GitHub, enabling AI clients to query search analytics, traffic data, and… | No signals yet | No one-command install · Source | |
| 880 | Unranked | wpcafe-mcp-servermcp · back-end | Connect any MCP-compatible AI assistant to your WordPress site running the WPCafe restaurant plugin. Once connected, your AI assistant can manage… | No signals yet | No one-command install · Source | |
| 881 | Unranked | zoho-recruitmcp · observability | Enables Claude to manage Zoho Recruit ATS operations including candidates, jobs, interviews, analytics, email, and AI-assist through natural language. | No signals yet | No one-command install · Source | |
| 882 | Unranked | anthropic-analytics-mcp-servermcp · ai-agents | A local MCP server that lets Claude answer plain-language questions about your Anthropic usage and spend across the developer API platform and Claude… | No signals yet | No one-command install · Source | |
| 883 | Unranked | netloc8-mcpmcp · back-end | Model Context Protocol server for the NetLoc8 IP geolocation API. Gives AI assistants access to country/city lookup, timezone reconciliation, and IP… | No signals yet | No one-command install · Source | |
| 884 | Unranked | snuetl-mcpmcp · back-end | MCP server that provides tools to interact with SNU eTL (Canvas LMS), including viewing courses, assignments, announcements, grades, downloading and… | No signals yet | No one-command install · Source | |
| 885 | Unranked | mcp-dataforgemcp · devops | Turns natural language into data pipeline actions using six specialist agents that collaborate through MCP to build, validate, and monitor data… | No signals yet | No one-command install · Source | |
| 886 | Unranked | delmain-ga4-mcpmcp · observability | Enables querying Google Analytics 4 properties using natural language through MCP clients. Supports customizable reports with any dimensions and… | No signals yet | No one-command install · Source | |
| 887 | Unranked | manufacturing-defect-mcpmcp · ai-agents | MCP server for manufacturing defect investigation using knowledge graphs and graph analytics. Enables LLM agents to retrieve context, find similar… | No signals yet | No one-command install · Source | |
| 888 | Unranked | eurostat-tam-mcp-servermcp · back-end | Pulls enterprise counts by NACE Rev.2 activity and size class from Eurostat and buckets them into SME and 250+ categories for the DTM TAM model, with… | No signals yet | No one-command install · Source | |
| 889 | Unranked | findme-mcpmcp · observability | Enables AI clients to create and manage FindMe Photo wedding galleries, upload photos from local files or URLs, and retrieve analytics and QR codes… | No signals yet | No one-command install · Source | |
| 890 | Unranked | findme-photomcp · observability | Create wedding galleries, upload photos, and pull analytics on FindMe Photo from any AI assistant. | No signals yet | No one-command install · Source | |
| 891 | Unranked | sendbyte-mcpmcp · observability | Enables AI agents to send emails and manage sending domains, templates, analytics, and content checks through the SendByte platform using the Model… | No signals yet | No one-command install · Source | |
| 892 | Unranked | dhis2-mcp-servermcp · back-end | Connects DHIS2 health information systems to AI assistants via the Model Context Protocol, enabling natural language queries for analytics, metadata… | No signals yet | No one-command install · Source | |
| 893 | Unranked | bigquery-readonly-mcpmcp · auth | Enables reading BigQuery data from ChatGPT using read-only SQL queries, with OAuth authentication and project-level access control. | No signals yet | No one-command install · Source | |
| 894 | Unranked | f1-mcp-servermcp · back-end | A real-time Formula 1 analytics server that lets you ask natural language questions about races, lap times, tyre strategies, pit stops, and more using… | No signals yet | No one-command install · Source | |
| 895 | Unranked | cf-mcpmcp · back-end | Read-only Cloudflare MCP server for SOC investigation, exposing Cloudflare services like WAF, bot management, analytics, and Zero Trust for querying… | No signals yet | No one-command install · Source | |
| 896 | 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 | |
| 897 | 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 | |
| 898 | 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 | |
| 899 | 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 | |
| 900 | 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 |
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.