Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | Unranked | apexvol-mcp-servermcp · observability | Provides natural language access to ApexVol's options analytics platform, enabling queries on options chains, volatility metrics, Greeks, flow… | No signals yet | No one-command install · Source | |
| 702 | Unranked | agentic-compute-mcpmcp · ai-agents | A high-performance MCP server that connects AI agents to premium computational tools for genetic algorithm optimization and data visualization, with… | No signals yet | No one-command install · Source | |
| 703 | Unranked | netsuite-suiteanalytics-odbc-mcpmcp · back-end | A local, read-only MCP server for querying NetSuite SuiteAnalytics Connect through a user's locally installed ODBC driver, exposing bounded tools for… | No signals yet | No one-command install · Source | |
| 704 | Unranked | trade-analytics-mcpmcp · observability | Enables AI to analyze trade quality by fetching real price action around fills, generating annotated candlestick charts, and computing metrics like… | No signals yet | No one-command install · Source | |
| 705 | Unranked | vm-lab-agentmcp · ai-agents | An MCP server for managing home lab VMs and PNETLab topologies, enabling AI agents to power VMs, handle snapshots, and verify device configurations… | No signals yet | No one-command install · Source | |
| 706 | Unranked | analygamcp · ai-agents | Agent-first analytics MCP server for querying stats, funnels, and web/agent traffic, with server-side event ingestion and self-serve signup. | No signals yet | No one-command install · Source | |
| 707 | Unranked | tableau-mcp-devmcp · back-end | MCP server that wraps the Tableau REST API and VizQL Data Service to expose tools for listing workbooks/datasources and querying datasources, enabling… | No signals yet | No one-command install · Source | |
| 708 | Unranked | google-analytics-gtm-mcpmcp · back-end | MCP server for Google Analytics 4 and Google Tag Manager with read and write access, providing 40 tools to manage GA4 reports, audiences, and GTM… | No signals yet | No one-command install · Source | |
| 709 | Unranked | trocco-mcp-toolsmcp · back-end | Read-only MCP tools for TROCCO API, enabling workflow and BigQuery datamart audit information retrieval. | No signals yet | No one-command install · Source | |
| 710 | Unranked | churn-solution-mcp-servermcp · observability | Provides read-only access to Churn Solution retention analytics, including cancellation-flow metrics, save rates, recovered revenue, offer… | No signals yet | No one-command install · Source | |
| 711 | Unranked | next-dns-mcpmcp · observability | MCP server for NextDNS that enables managing profiles, blocklists, analytics, DNS logs, and parental controls through natural language. | No signals yet | No one-command install · Source | |
| 712 | Unranked | mcp-for-ynabmcp · back-end | A fast, safe MCP server for YNAB providing read-only budget access by default, with 28 tools for budgets, transactions, categories, payees, accounts… | No signals yet | No one-command install · Source | |
| 713 | Unranked | sprout-mcp-2mcp · back-end | Read-only MCP server for the Sprout Social public API, exposing profile and post analytics as tools with raw JSON passthrough. | No signals yet | No one-command install · Source | |
| 714 | Unranked | secure-bigquery-mcp-gatewaymcp · other | Enables AI assistants to query BigQuery read-only via MCP with enforced dataset boundaries, result limits, and audit labels. | No signals yet | No one-command install · Source | |
| 715 | Unranked | vizru-mcp-servermcp · back-end | Provides read-only SQL query access to PostgreSQL mirrors of Vizru spreadsheets on Neon, exposing REST endpoints and MCP tools for relational… | No signals yet | No one-command install · Source | |
| 716 | Unranked | truepath-officemcp · ai-agents | A local MCP server that lets Claude, Cursor, Codex, or any MCP client work with Office documents on your Mac: evaluate spreadsheet formulas… | No signals yet | No one-command install · Source | |
| 717 | Unranked | janus-analytics-mcp-servermcp · back-end | Connects AI coding agents to Janus analytics, enabling querying of dashboards, events, funnels, and usage via natural language. | No signals yet | No one-command install · Source | |
| 718 | Unranked | mcp-example-expressmcp · back-end | A basic example of a Model Context Protocol (MCP) server deployed as a Netlify Function, demonstrating how to serve MCP endpoints over HTTP. | No signals yet | No one-command install · Source | |
| 719 | Unranked | analytics-selfhosted-mcpmcp · back-end | Self-hosted MCP server for Google Analytics over HTTP, providing URL-addressable access with API key auth. It enables clients to run reports, list… | No signals yet | No one-command install · Source | |
| 720 | Unranked | mobile-agent-platformmcp · ai-agents | MCP server for operating and testing Android devices with AI agents. Provides observation and action tools for interactive control and… | No signals yet | No one-command install · Source | |
| 721 | Unranked | iiinie-mcpmcp · observability | Connects Claude to your iiinie workspace to draft email campaigns, manage contacts and content, create ad plans, run outreach, pull analytics, and… | No signals yet | No one-command install · Source | |
| 722 | Unranked | semantic-context-mcpmcp · back-end | An MCP server that gives models semantic context about a data warehouse, including table meaning, units, lineage, and health, to reduce guessing. | No signals yet | No one-command install · Source | |
| 723 | Unranked | greeks-mcpmcp · back-end | Exposes the Greeks options-analytics API as MCP tools, enabling live queries for GEX, Greeks, Max Pain, unusual flow, and full dashboard on any… | No signals yet | No one-command install · Source | |
| 724 | Unranked | msiomcp · ai-agents | MSIO is an MCP server that gives AI agents tools to interact with Housecall Pro (HCP), enabling job history search, business intelligence, estimate… | No signals yet | No one-command install · Source | |
| 725 | Unranked | expensifyaimcp · observability | Enables managing Splitwise expenses and generating premium spending analytics with category breakdowns, trends, and settlement optimization through… | No signals yet | No one-command install · Source | |
| 726 | Unranked | semantic-rails-mcp-servermcp · observability | Enables agents to interact with a governed semantic layer for querying and authoring metrics, providing tools for discovery, planning, validation, and… | No signals yet | No one-command install · Source | |
| 727 | Unranked | playerelo-mcp-servermcp · back-end | Provides MCP access to PlayerElo's football analytics, including player/coach Elo ratings, match predictions, value bets, and transfer fit scores. | No signals yet | No one-command install · Source | |
| 728 | Unranked | futures-analysis-mcpmcp · observability | MCP server for domestic futures analytics, providing tools to fetch OHLCV data, check data quality, analyze market metrics, and generate markdown… | No signals yet | No one-command install · Source | |
| 729 | Unranked | helloaigent-dev-publishermcp · ai-agents | MCP server for running a publisher's feed, enabling agents to create feeds, publish signed updates, and read analytics. | No signals yet | No one-command install · Source | |
| 730 | Unranked | mixpanel-mcpmcp · back-end | MCP server for Mixpanel product analytics that enables natural language querying of events, funnels, retention, cohorts, and user profiles, plus JQL… | No signals yet | No one-command install · Source | |
| 731 | Unranked | last-fm-taste-mcpmcp · observability | Provides Last.fm listening analytics and recommendations by combining Last.fm and MusicBrainz metadata, maintaining a local listening index, and… | No signals yet | No one-command install · Source | |
| 732 | Unranked | good-honkermcp · back-end | A conversational MCP server that provides natural-language access to Goose's live show history, setlists, and song statistics via the ElGoose.net API… | No signals yet | No one-command install · Source | |
| 733 | Unranked | sentinel-mcp-servermcp · observability | Enables autonomous infrastructure health management by exposing tools for retrieving system logs, querying a knowledge base, executing SQL analytics… | No signals yet | No one-command install · Source | |
| 734 | Unranked | meta-horizon-developer-mcpmcp · back-end | Read-only MCP server that collects Analytics data from the Meta Horizon developer dashboard by intercepting GraphQL queries. It provides tools for… | No signals yet | No one-command install · Source | |
| 735 | Unranked | mcp-wactamcp · back-end | MCP server for the WaCta WordPress suite, enabling AI assistants to read/update settings, manage CTAs, and query WhatsApp analytics via secure… | No signals yet | No one-command install · Source | |
| 736 | Unranked | pizza-analyticsmcp · observability | Exposes local DuckDB pizza sales data as MCP tools for querying store-level and total sales metrics via natural language, enabling local LLMs to… | No signals yet | No one-command install · Source | |
| 737 | Unranked | br0ski777-tech-enrichmentmcp · observability | Detect 50+ technologies used on any website including CMS, frameworks, analytics, and CDN. | No signals yet | No one-command install · Source | |
| 738 | Unranked | csv-to-json-converter-auto-detect-delimitermcp · back-end | CSV parsing API for AI agents. Convert CSV data to JSON array with auto-detection of delimiter (comma, semicolon, tab, pipe). Header row support, type… | No signals yet | No one-command install · Source | |
| 739 | Unranked | csv-to-json-converter-auto-detect-delimiter-2mcp · back-end | CSV parsing API for AI agents. Convert CSV data to JSON array with auto-detection of delimiter (comma, semicolon, tab, pipe). Header row support, type… | No signals yet | No one-command install · Source | |
| 740 | Unranked | csv-to-json-converter-auto-detect-delimiter-3mcp · back-end | CSV parsing API for AI agents. Convert CSV data to JSON array with auto-detection of delimiter (comma, semicolon, tab, pipe). Header row support, type… | No signals yet | No one-command install · Source | |
| 741 | Unranked | gameday-gatewaymcp · back-end | MCP server serving NFL/CFB analytics from Snowflake through curated read-only tools with RBAC and cost governance, avoiding raw SQL exposure. | No signals yet | No one-command install · Source | |
| 742 | Unranked | bq-agent-gatewaymcp · ai-agents | Enables safe, read-only interaction with Google BigQuery through Claude, with layered guardrails preventing dangerous or expensive queries. Exposes… | No signals yet | No one-command install · Source | |
| 743 | Unranked | feishu-access-bridgemcp · auth | Feishu Access Bridge enables reading Feishu (Lark) Wiki pages, documents, spreadsheets, and multi-dimensional tables. It supports user OAuth… | No signals yet | No one-command install · Source | |
| 744 | Unranked | tableau-public-mcp-servermcp · back-end | Provides 22 MCP tools to access Tableau Public profiles, workbooks, visualizations, social connections, discovery features, and TWBX workbook analysis… | No signals yet | No one-command install · Source | |
| 745 | Unranked | parsley-mcpmcp · observability | Provides buyer intent signals, MEDDIC qualification scores, and lead analytics from Parsley. | No signals yet | No one-command install · Source | |
| 746 | Unranked | genesys-cloud-mcp-servermcp · back-end | A Model Context Protocol server for interacting with Genesys Cloud's Platform API, enabling search of queues, conversation analytics, transcripts, and… | No signals yet | No one-command install · Source | |
| 747 | Unranked | ga-mcp-fullmcp · observability | Provides full Google Analytics 4 management and reporting capabilities via MCP, including property management, custom dimensions, audiences, events… | No signals yet | No one-command install · Source | |
| 748 | Unranked | sales-analytics-mcp-servermcp · back-end | Provides read-only access to a sales database, letting LLMs answer analytics questions like revenue by region or top customers via MCP tools. | No signals yet | No one-command install · Source | |
| 749 | Unranked | shopline-mcpmcp · back-end | MCP server for the Shopline Open API. Exposes 140+ tools for querying and managing orders, products, customers, promotions, analytics, and store… | No signals yet | No one-command install · Source | |
| 750 | Unranked | sharepoint-excel-mcpmcp · ai-agents | Enables AI agents to read and query Excel files stored in SharePoint and OneDrive for Business, converting permission-matrix spreadsheets into… | No signals yet | No one-command install · Source | |
| 751 | Unranked | jk-mcp-eplmcp · observability | Enables Claude to access live Premier League data—teams, matches, standings, rosters, player details, and schedule-strength analytics—through natural… | No signals yet | No one-command install · Source | |
| 752 | Unranked | jk-mcp-wslmcp · back-end | MCP server that gives Claude live access to Women's Super League (England) data — teams, matches, standings, rosters, and schedule-strength analytics… | No signals yet | No one-command install · Source | |
| 753 | Unranked | jk-mcp-mlsmcp · back-end | MCP server that gives Claude live access to Major League Soccer data — teams, matches, standings, rosters, and schedule-strength analytics — via the… | No signals yet | No one-command install · Source | |
| 754 | Unranked | jk-mcp-uslsmcp · back-end | MCP server providing Claude live access to USL Super League data—teams, matches, standings, rosters, and schedule-strength analytics—via the ESPN… | No signals yet | No one-command install · Source | |
| 755 | Unranked | kubitmcp · observability | Query your data warehouse using natural language through Kubit's analytics platform | No signals yet | No one-command install · Source | |
| 756 | Unranked | plausible-analytics-mcp-servermcp · observability | A read-only stdio-based MCP server that provides tools to query Plausible Analytics data, including listing sites, fetching statistics with… | No signals yet | No one-command install · Source | |
| 757 | Unranked | flin-google-search-console-mcpmcp · auth | Read-only MCP server for Google Search Console, with browser-based OAuth flow and local token storage, enabling querying search analytics, site lists… | No signals yet | No one-command install · Source | |
| 758 | Unranked | career-scout-mcpmcp · back-end | A production-grade MCP server demonstrating the wrapping pattern for AI-augmented data pipelines, specifically a job-search scoring pipeline. | No signals yet | No one-command install · Source | |
| 759 | Unranked | tif-score-mcpmcp · back-end | An MCP server that exposes three tools to analyze call transcripts for business intelligence, score leads 0-100 with hot/warm/cold classification, and… | No signals yet | No one-command install · Source | |
| 760 | Unranked | fansly-mcpmcp · database | MCP server for Fansly account analytics using your own session, storing metrics in local SQLite. Provides tools for profile metrics, post performance… | No signals yet | No one-command install · Source | |
| 761 | Unranked | youtube-transcript-indexmcp · front-end | Provides MCP tools for fetching timestamped YouTube transcripts and top comments, scanning spreadsheets for video links, and a local web UI for… | No signals yet | No one-command install · Source | |
| 762 | Unranked | iris-bi-agentmcp · database | Enables verifiable business intelligence over federated data sources, supporting semantic queries, drill-down to source rows, and raw SQL with… | No signals yet | No one-command install · Source | |
| 763 | Unranked | netlify-express-mcp-servermcp · back-end | A serverless MCP server example built with Express and deployed on Netlify Functions, demonstrating how to expose MCP endpoints via a custom URL with… | No signals yet | No one-command install · Source | |
| 764 | Unranked | emailinabox-mcp-servermcp · back-end | Enables private email hosting provisioning and management via MCP tools, including domain deployment, mailbox creation, DNS configuration, tracked… | No signals yet | No one-command install · Source | |
| 765 | Unranked | motormcp · front-end | An MCP server that exposes five tools for generating verified electronic circuit documentation, including netlist verification, component lookup, and… | No signals yet | No one-command install · Source | |
| 766 | Unranked | campaign-intelligence-toolkit-mcpmcp · ai-agents | An MCP server that orchestrates deterministic analytics, benchmarks, recommendations, and forecasting to provide AI-driven campaign analysis and… | No signals yet | No one-command install · Source | |
| 767 | Unranked | web-analytics-tracking-mcp-servermcp · back-end | A production-ready MCP server for Google Tag Manager, GA4 Measurement Protocol, DataLayer schema validation, Meta CAPI auditing, and tracking code… | No signals yet | No one-command install · Source | |
| 768 | Unranked | troystackmcp · observability | Real-time precious metals market data and portfolio analytics covering gold, silver, and other metals. | No signals yet | No one-command install · Source | |
| 769 | Unranked | control-room-mcp-servermcp · back-end | A standalone MCP server that securely exposes Google Analytics data and Firebase Cloud Messaging capabilities to Spark/Gemini via SSE. | No signals yet | No one-command install · Source | |
| 770 | Unranked | olympus-bets-analytics-mcp-servermcp · observability | Public read-only MCP server exposing today's free sports-betting projections, track record, methodology, engine versions, and per-game model reads… | No signals yet | No one-command install · Source | |
| 771 | Unranked | ai-orchestrator-mcpmcp · database | Enables AI agents to interact with heterogeneous databases (MySQL, MongoDB, BigQuery) through MCP tools, allowing natural language queries and… | No signals yet | No one-command install · Source | |
| 772 | Unranked | supplychainmcpmcp · back-end | Enterprise-grade MCP server for intelligent supply chain analytics, enabling managers to investigate forecast accuracy, vendor performance, demand… | No signals yet | No one-command install · Source | |
| 773 | Unranked | upstox-market-data-mcp-servermcp · ai-agents | Gives ChatGPT or Claude live access to Upstox option chain, OI data, market quotes, and option contracts via read-only Analytics Token. | No signals yet | No one-command install · Source | |
| 774 | Unranked | aioproductosmcp · back-end | Product management over a shared product spine — link customer feedback and insights to features, tasks, sprints and releases, then read closed-loop… | No signals yet | armory install aioproductos --cli claude | |
| 775 | Unranked | domo-mcp-readonlymcp · ai-agents | A read-only MCP server for the Domo BI platform that allows AI agents to query and list data, datasets, cards, and analytics structures without making… | No signals yet | No one-command install · Source | |
| 776 | Unranked | tech-stack-detector-mcpmcp · observability | Detects what technologies (CMS, frameworks, analytics, etc.) a website uses by fingerprinting its HTTP response and markup, returning… | No signals yet | No one-command install · Source | |
| 777 | Unranked | cursor-api-mcpmcp · back-end | MCP server exposing Cursor's HTTP APIs for managing Cloud Agents, Team/Org Admin, Analytics, Bugbot, AI Code Tracking, and Fleet with read-only and… | No signals yet | No one-command install · Source | |
| 778 | Unranked | vskstudio-takt-mcpmcp · observability | MCP server for querying privacy-friendly website analytics from a self-hosted Takt instance, supporting metrics like visitors, pageviews, realtime… | No signals yet | No one-command install · Source | |
| 779 | Unranked | nav-analytics-mcp-servermcp · back-end | Enables querying Indian mutual fund NAV analytics via DuckDB, offering tools for fund search, point-to-point returns, category rankings, and more… | No signals yet | No one-command install · Source | |
| 780 | Unranked | google-sheets-and-drive-mcpmcp · search | Provides tools for reading, modifying, and analyzing Google Sheets, as well as searching and managing Google Drive spreadsheets with access control. | No signals yet | No one-command install · Source | |
| 781 | Unranked | cb-analytics-mcpmcp · back-end | A standalone MCP server plus admin GUI for Couchbase Enterprise Analytics and Couchbase Capella Analytics, exposing 55 well-typed, audited tools for… | No signals yet | No one-command install · Source | |
| 782 | Unranked | picsee-short-linkmcp · auth | Official PicSee MCP server for creating short links. OAuth unlocks link management and click analytics; anonymous shortening is supported. | No signals yet | No one-command install · Source | |
| 783 | Unranked | netlensmcp · back-end | An MCP server that fetches any URL and returns clean Markdown, plus web search with real links. | No signals yet | No one-command install · Source | |
| 784 | Unranked | servarr-analytics-mcpmcp · observability | Provides a structured data interface for Servarr apps (Sonarr, Radarr, Prowlarr) enabling health checks, analytics, simulations, backups, and guarded… | No signals yet | No one-command install · Source | |
| 785 | Unranked | csoai-org-csv-analytics-mcpmcp · observability | Analytics and statistical analysis tools for CSV data files. | No signals yet | No one-command install · Source | |
| 786 | Unranked | open-feishu-mcp-servermcp · auth | Enables natural language interaction with Feishu (Lark) services, including documents, spreadsheets, and more, with zero configuration and OAuth… | No signals yet | No one-command install · Source | |
| 787 | Unranked | system-brain-mcpmcp · observability | Read-only MCP tools for coding agents to audit deployment targets, detect fabricated code, review backlog, database schema, analytics, ML models… | No signals yet | No one-command install · Source | |
| 788 | Unranked | echo-aimcp · observability | Connect your Echo AI assistants to MCP-compatible clients, enabling listing Echos, reading configuration and analytics, reviewing conversations… | No signals yet | No one-command install · Source | |
| 789 | Unranked | linkedin-claude-mcpmcp · ai-agents | LinkedIn MCP server for Claude to create posts, read profile, and get analytics. | No signals yet | No one-command install · Source | |
| 790 | Unranked | devicecloud-mcpmcp · observability | Triage failing DeviceCloud runs by pulling failure evidence (screenshots, logs, analytics) into your editor so an AI assistant can diagnose and fix… | No signals yet | No one-command install · Source | |
| 791 | Unranked | rubenglez-devicecloudmcp · observability | Queries DeviceCloud test uploads, results, analytics, and artifacts for Maestro mobile testing workflows. | No signals yet | No one-command install · Source | |
| 792 | Unranked | automation-health-mcpmcp · back-end | An MCP server for auditing automation health, finding failures, stale logs, and non-functional endpoints that report success while quietly failing. | No signals yet | No one-command install · Source | |
| 793 | Unranked | mrrscopemcp · browser | Enables querying MRRscope analytics (visitors, revenue, MRR, traffic sources, AI crawlers, realtime) via 6 read-only tools for AI agents. | No signals yet | No one-command install · Source | |
| 794 | Unranked | inbio-mcp-servermcp · back-end | Official MCP server for INBIO's URL shortener with click analytics and customizable QR codes. Enables link shortening, QR code generation, and link… | No signals yet | No one-command install · Source | |
| 795 | Unranked | la-growth-machine-b2b-outreach-pipeline-analyticsmcp · observability | Analyze LinkedIn & email outreach campaigns, track pipeline performance, and review lead conversations for RevOps, Sales Managers, and SDR teams. | No signals yet | No one-command install · Source | |
| 796 | Unranked | actvtmcp · ai-agents | Actvt's embedded MCP server for macOS. 25 tools for live CPU, GPU, memory and network metrics, listening ports with a guarded port_kill, and Claude… | No signals yet | No one-command install · Source | |
| 797 | Unranked | wcc-mcp-servermcp · back-end | Exposes the WCC event, mentorship, and analytics pipeline tools as MCP endpoints with per-group authentication and dry-run support, enabling agents to… | No signals yet | No one-command install · Source | |
| 798 | Unranked | blocksnet-mcpmcp · ai-agents | Local MCP server for urban analytics that wraps BlocksNet agent, enabling natural language urban questions to be answered with structured JSON… | No signals yet | No one-command install · Source | |
| 799 | Unranked | crypto-insight-mcpmcp · search | MCP server for accessing crypto market data (prices, portfolio analytics) from CoinGecko and performing RAG-based search over internal documents with… | No signals yet | No one-command install · Source | |
| 800 | Unranked | timetracker-rx-mcpmcp · back-end | Exposes TimeTracker RX REST API as an MCP server, enabling AI tools like Claude and Cursor to manage time entries, projects, work items, and analytics… | 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.