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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
301Unrankedkilkaya-mcp-servermcp · back-endMCP server for the Kilkaya analytics API, enabling querying analytics data, listing schemas, and retrieving metadata via MCP tools.No signals yetNo one-command install · Source
302Unrankedsyntitan-mcp-servermcp · back-endLets Claude and other MCP-compatible clients securely connect to Syntitan, an AI-Ready Data Platform, through natural language for data management and…No signals yetNo one-command install · Source
303Unrankedyt-mcpmcp · back-endMCP server for managing YouTube channels using Data API v3 and Analytics. Supports video upload, comments, playlists, and analytics via ~30 tools…No signals yetNo one-command install · Source
304Unrankedcookiemunch-mcpmcp · back-endExposes the Cookie Munch Developer API as MCP tools, enabling AI assistants to manage sites, read consent analytics, and drive privacy operations.No signals yetNo one-command install · Source
305Unrankedclutter-mcpmcp · back-endA Model Context Protocol server that lets an AI agent drive the whole Clutter pipeline to invent a synthetic company, generate its documents…No signals yetNo one-command install · Source
306Unrankedmatomo-mcp-servermcp · back-endEnables LLMs to directly query a Matomo analytics instance, execute reporting methods, fetch historical trends, report metadata, and dynamically…No signals yetNo one-command install · Source
307Unrankedmcp-excel-servermcp · back-endEnables AI agents to read, write, analyze, and transform Excel spreadsheets (.xlsx) through the Model Context Protocol.No signals yetNo one-command install · Source
308Unrankedtaobao-sourcing-assistantmcp · back-endA local, human-paced MCP server for sourcing products on Taobao/Tmall, extracting per-SKU pricing, variant-linked reviews, and exporting to a…No signals yetNo one-command install · Source
309Unrankednanoboy-social-mcpmcp · back-endMCP server for Instagram growth in LATAM, enabling automated DM flows, comment management, and account analytics.No signals yetNo one-command install · Source
310Unrankedfacebook-mcpmcp · back-endEnables analytics and management of Facebook Pages through the Meta Graph API, including posts, insights, audience, and publishing.No signals yetNo one-command install · Source
311Unrankedlnkifymcp · back-endMCP server that enables AI agents to manage Lnkify links, domains, API keys, and analytics. Allows creation and resolution of short links through…No signals yetNo one-command install · Source
312Unrankedyoutube-organic-mcpmcp · back-endEnables AI assistants to access YouTube organic analytics, including channel stats, video performance, watch time, and audience engagement, via the…No signals yetNo one-command install · Source
313Unrankedfacebook-pages-mcpmcp · back-endMCP server for Facebook Pages organic analytics and management using Meta Graph API v25.0. Enables AI assistants to read page insights, posts…No signals yetNo one-command install · Source
314Unrankedbing-webmaster-tools-mcpmcp · back-endEnables to interact with the Bing Webmaster Tools API for managing sites, URLs, sitemaps, and viewing analytics.No signals yetNo one-command install · Source
315Unrankedoptionslabmcp · back-endOptions analytics MCP server providing 40+ tools for options chain data, position valuation, Greeks, charts, and volatility analysis.No signals yetNo one-command install · Source
316Unrankedanalytics-mcpmcp · back-endMCP server for querying Google Analytics accounts, properties, reports, and realtime data using the Data API and Admin API.No signals yetNo one-command install · Source
317Unrankedbookmarket-research-mcp-server-agentmcp · back-endEnables market research and analytics for digital, audio, POD, and ebook publishing by integrating DuckDuckGo search, Gemini API, Supabase, Airtable…No signals yetNo one-command install · Source
318Unrankedwpcafe-mcp-servermcp · back-endConnect any MCP-compatible AI assistant to your WordPress site running the WPCafe restaurant plugin. Once connected, your AI assistant can manage…No signals yetNo one-command install · Source
319Unrankednetloc8-mcpmcp · back-endModel Context Protocol server for the NetLoc8 IP geolocation API. Gives AI assistants access to country/city lookup, timezone reconciliation, and IP…No signals yetNo one-command install · Source
320Unrankedsnuetl-mcpmcp · back-endMCP server that provides tools to interact with SNU eTL (Canvas LMS), including viewing courses, assignments, announcements, grades, downloading and…No signals yetNo one-command install · Source
321Unrankedeurostat-tam-mcp-servermcp · back-endPulls 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 yetNo one-command install · Source
322Unrankeddhis2-mcp-servermcp · back-endConnects DHIS2 health information systems to AI assistants via the Model Context Protocol, enabling natural language queries for analytics, metadata…No signals yetNo one-command install · Source
323Unrankedf1-mcp-servermcp · back-endA 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 yetNo one-command install · Source
324Unrankedcf-mcpmcp · back-endRead-only Cloudflare MCP server for SOC investigation, exposing Cloudflare services like WAF, bot management, analytics, and Zero Trust for querying…No signals yetNo one-command install · Source
325Unrankedgoogle-sheets-reader-mcp-servermcp · back-endEnables reading data from a Google Sheets spreadsheet via the read_sheet tool, integrating real-time sheet data with an AI reminder assistant.No signals yetNo one-command install · Source
326Unrankedspreadsheet-qa-kit-mcp-servermcp · back-endEnables querying your spreadsheet using natural language questions; provides read-only tools for schema, sample data, and structured query execution…No signals yetNo one-command install · Source
327Unrankedreasonix-feishu-mcpmcp · back-endMCP server for Feishu/Lark API integration, enabling AI agents to send messages, manage groups, create and edit documents and spreadsheets, and search…No signals yetNo one-command install · Source
328Unrankedwarehouse-mcpmcp · back-endProduction MCP server for data warehouses with read-only enforcement, five-tier role-based access, audit logging, PII masking, and optional semantic…No signals yetNo one-command install · Source
329Unrankedviz-mcp-servermcp · back-endEnables AI agents to create data visualizations like bar charts, line charts, pie charts, scatter plots, and histograms, returning inline SVG or PNG…No signals yetNo one-command install · Source
330Unrankedmicrosoft-fabric-mcp-servermcp · back-endExposes Microsoft Fabric operations as MCP tools, with 105 tools across 17 domains including lakehouses, warehouses, notebooks, pipelines, and…No signals yetNo one-command install · Source
331Unrankedplausible-whenever-mcpmcp · back-endMCP server that provides read access to Plausible Analytics data with natural-language date resolution, enabling users to query analytics like…No signals yetNo one-command install · Source
332Unrankedumeng-openapi-mcp-servermcp · back-endMCP 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 yetNo one-command install · Source
333Unrankedsavanto-mcp-servermcp · back-endExposes Savanto AI workspace tools to MCP clients, enabling natural-language configuration, content management, analytics, and diagnostics for store…No signals yetNo one-command install · Source
334Unrankedsc-mcpmcp · back-endA read-only MCP server that wraps the Scalable Capital CLI to expose broker data (portfolio, holdings, transactions, analytics, quotes, news) to any…No signals yetNo one-command install · Source
335Unrankedbeacon-mcpmcp · back-endMCP 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 yetNo one-command install · Source
336Unrankedpagepilot-mcpmcp · back-endEnables AI agents to manage a Facebook Fanpage via the official Graph API, supporting posting, scheduling, comment moderation, and analytics, without…No signals yetNo one-command install · Source
337Unrankedwhatsmybudgetmcpmcp · back-endMCP server for the WhatsMyBudget Analytics API, providing tools to query budget periods, categories, accounts, and summaries.No signals yetNo one-command install · Source
338Unrankedvexo-mcpmcp · back-endUnofficial MCP server for Vexo analytics. Enables querying event names, counts, timelines, sessions, and recent events from Vexo Export API through…No signals yetNo one-command install · Source
339Unrankedsilly-geese-quality-qrmcp · back-endCreate and manage trackable QR codes with dynamic URLs, scan analytics, and 12 QR types via a remote MCP server.No signals yetNo one-command install · Source
340Unrankedscrymcp · back-endMCP server by TunnelMind for data querying and analytics operations.No signals yetNo one-command install · Source
341Unrankedyoutube-complete-mcpmcp · back-endMCP server exposing YouTube Data, Analytics, and Reporting APIs as agent-callable tools with multi-brand-account authentication, quota tracking, and a…No signals yetNo one-command install · Source
342Unrankedfiloo-mcpmcp · back-endCreate short links, track click analytics, and generate QR codes via the Filoo URL shortener API.No signals yetNo one-command install · Source
343Unrankedaspose-cells-cloud-mcp-servermcp · back-endAutomates Microsoft Excel spreadsheet creation and editing via MCP tools for any MCP-compatible client.No signals yetNo one-command install · Source
344Unrankedvotel-mcpmcp · back-endAn MCP server that lets AI assistants manage and publish websites via Votel, including creating sites, adding domains, purging cache, and retrieving…No signals yetNo one-command install · Source
345Unrankedsolapi-mcp-servermcp · back-endEnables searching SOLAPI documentation and examples, and sending/managing SMS, LMS, MMS, RCS, and Kakao messages with safety guards.No signals yetNo one-command install · Source
346Unrankedmascope-mcp-servermcp · back-endMCP server for MAScope: search and analyze World MiniApps, get verified reviews and analytics data.No signals yetNo one-command install · Source
347Unrankedsemrush-mcpmcp · back-endMCP server providing tools to access Semrush API data for domain analytics, keyword research, backlink analysis, and traffic analytics.No signals yetNo one-command install · Source
348Unrankeddocalyzemcp · back-endAn MCP server that lets AI assistants read and visually analyze local documents — PDFs, Excel spreadsheets, CSV files, Word documents, PowerPoint…No signals yetNo one-command install · Source
349Unrankedopenrouter-admin-mcpmcp · back-endMCP server for OpenRouter's management API, enabling programmatic control of credits, inference keys, guardrails, and usage analytics from…No signals yetNo one-command install · Source
350Unrankedwizzydev-trenchfumcp · back-endSolana intelligence marketplace with 86 tools and 168+ endpoints for on-chain data and analytics.No signals yetNo one-command install · Source
351Unrankedlinkedin-company-admin-mcpmcp · back-endMCP server for LinkedIn Company Page administration. Enables reading analytics, managing posts, editing page details, growing followers, and bridging…No signals yetNo one-command install · Source
352Unrankedau-bizintel-mcp-servermcp · back-endGives any MCP-compatible AI agent instant access to the Australian Business Register (ABR) — plus AI-powered business intelligence. Search 8M+…No signals yetNo one-command install · Source
353Unrankedrekordbox-smart-mcpmcp · back-endMCP server for DJs using Pioneer Rekordbox, offering 33 tools for library management, smart playlists, DJ analytics, and safe mutations with complete…No signals yetNo one-command install · Source
354Unrankedresonia-veilmail-mcpmcp · back-endA Model Context Protocol (MCP) server that exposes Veil Mail API operations as tools for AI agents, enabling email sending, template management…No signals yetNo one-command install · Source
355Unrankedonetick-mcp-servermcp · back-endEnables enterprise-grade OneTick tick data analytics with 18 tools for market data retrieval, metadata discovery, and analytics computations across…No signals yetNo one-command install · Source
356Unrankedcan-tap-verifiedmcp · back-endCanadian business directory MCP server for finding free dofollow backlink opportunities, claiming listings, and tracking NFC tap analytics.No signals yetNo one-command install · Source
357Unrankedcan-tap-verified-mcp-servermcp · back-endEnables Canadian businesses to claim free directory listings for dofollow backlinks, search 3,000+ verified businesses, check backlink status, and…No signals yetNo one-command install · Source
358Unrankedstackcurious-revenuecat-chartsmcp · back-endMCP server for querying RevenueCat subscription analytics including MRR, churn, trial conversion rates, and 21 chart types.No signals yetNo one-command install · Source
359Unrankedsearchconsole-mcpmcp · back-endA lightweight, fast MCP server for Google Search Console. Query search analytics, manage sitemaps, and inspect URLs directly from your AI assistant.No signals yetNo one-command install · Source
360Unrankedquip-mcp-servermcp · back-endMCP server for reading Quip documents and spreadsheets, enabling interaction with Quip content via natural language.No signals yetNo one-command install · Source
361Unrankedlinklee-mcp-servermcp · back-endMCP server for Linklee that enables creating short links, listing links, getting click analytics, and managing workspace tags.No signals yetNo one-command install · Source
362Unrankedrevenuecat-charts-mcpmcp · back-endAn MCP server that enables AI agents to query RevenueCat's subscription analytics API using natural language, retrieving metrics like MRR, churn, and…No signals yetNo one-command install · Source
363Unrankedprosp-mcp-servermcp · back-endMCP server for Prosp.ai LinkedIn outreach automation. Manage leads, campaigns, messaging, and analytics programmatically.No signals yetNo one-command install · Source
364Unrankedgoogle-analytics-4-mcp-servermcp · back-endEnables managing Google Analytics 4 properties, data streams, conversions, and running reports using natural language through the Admin and Data APIs.No signals yetNo one-command install · Source
365Unrankedstucchi-google-analyticsmcp · back-endManage GA4 properties, data streams, conversions, and run reports via Admin and Data APIs.No signals yetNo one-command install · Source
366Unrankedbizintel-mcp-servermcp · back-endAI-powered business intelligence tools via MCP, enabling competitors analysis, website scoring, review analysis, and market research in real time.No signals yetNo one-command install · Source
367Unrankedsensors-mcp-servermcp · back-endEnables AI assistants to query and analyze user behavior data from the Sensors Analytics platform using natural language.No signals yetNo one-command install · Source
368Unrankedtrainingpeaks-mcp-servermcp · back-endA Model Context Protocol server for TrainingPeaks with an analytics focus — enabling real-time querying of training data, performance trends…No signals yetNo one-command install · Source
369Unrankedmcp-bigquery-servermcp · back-endProduction-ready MCP server for BigQuery that translates natural language questions to SQL, executes queries securely, and delivers results via stdio…No signals yetNo one-command install · Source
370Unrankedbaby-sensory-analytics-mcp-servermcp · back-endCloud-powered analytics server for Baby Sensory World that tracks engagement patterns, favorite themes, colors, and provides AI-powered insights to…No signals yetNo one-command install · Source
371Unrankedtableau-mcp-navimcp · back-endA Model Context Protocol (MCP) server for Tableau Server. Enables AI assistants to interact with Tableau workbooks, views, datasources, and metadata.No signals yetNo one-command install · Source
372Unrankedtenzir-mcp-servermcp · back-endAn MCP server that enables AI assistants to interact with Tenzir, a data pipeline engine for security operations, including executing pipeline…No signals yetNo one-command install · Source
373Unrankedbinelek-mcp-servermcp · back-endEnables interaction with the Binelek Platform's knowledge graph, search, AI, and data pipeline services through the API Gateway.No signals yetNo one-command install · Source
374Unrankeddbt-mcpmcp · back-endMCP server that provides tools to interact with dbt, including dbt Core, Cloud CLI, Semantic Layer, and Discovery API.No signals yetNo one-command install · Source
375Unrankeddub-mcpmcp · back-endA Model Context Protocol server for Dub that enables creating, updating, deleting short links and retrieving link analytics through natural language.No signals yetNo one-command install · Source
376Unrankedpendo-mcpmcp · back-endA comprehensive MCP server that provides AI assistants with powerful access to Pendo analytics through 15 specialized tools, transforming natural…No signals yetNo one-command install · Source
377Unrankedgoogle-analytics-mcp-servermcp · back-endEnables LLMs to interact with Google Analytics via Admin and Data APIs, allowing users to retrieve account summaries, run reports, and analyze…No signals yetNo one-command install · Source
378Unrankedsonarqube-mcp-servermcp · back-endA Model Context Protocol (MCP) server that provides AI assistants with access to SonarQube code quality, security, and project analytics data.No signals yetNo one-command install · Source
379Unrankedgoogle-sheet-universal-mcp-servermcp · back-endProvides a standardized interface for interacting with Google-Sheet's tools and services through a unified API, enabling spreadsheet operations via…No signals yetNo one-command install · Source
380Unrankedbq-mcp-servermcp · back-endA Python MCP server that retrieves and caches BigQuery metadata (datasets, tables, columns) and enables secure SQL query execution with cost control…No signals yetNo one-command install · Source
381Unrankedrespona-dashboard-mcp-servermcp · back-endAn MCP server that provides tools to interact with the Respona Dashboard backend API. It allows users to query ticket data, analytics, and AI flags…No signals yetNo one-command install · Source
382Unrankedbusiness-intelligence-mcp-servermcp · back-endEnables AI-powered business intelligence queries on Elasticsearch data using natural language and Claude integration via MCP.No signals yetNo one-command install · Source
383Unrankedmcp-server-google-analyticsmcp · back-endMCP server providing access to Google Analytics Data API, enabling LLMs to retrieve reports, real-time data, and metadata from GA4 properties.No signals yetNo one-command install · Source
384Unrankedmcp-example-netlify-expressmcp · back-endA basic example of developing and running serverless MCP using Netlify Functions.No signals yetNo one-command install · Source
385Unrankedspacex-mcp-servermcp · back-endA lightweight MCP server that provides analytics on SpaceX launches, including launch counts per year, success vs failure totals, and most-used launch…No signals yetNo one-command install · Source
386Unrankedallpets-mcpmcp · back-endMCP server for AllPets Clinic analytics, providing weekly KPI dashboards, natural language SQL queries, and Excel report generation.No signals yetNo commit datelisted No one-command install · Source
387Unrankedbenchling-integrationskill · back-endBenchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data…No signals yetNo commit datelisted armory install benchling-integration --cli claude
388Unrankedbigquery-mcp-servermcp · back-endListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
389Unrankedclevertap-mcpmcp · back-endRead-only AI analytics assistant for CleverTap via MCP, enabling querying of events, profiles, campaigns, and realtime data without write endpoints.No signals yetNo commit datelisted No one-command install · Source
390Unrankedclickhousemcp · back-endMCP server — ClickHouse analytics queries.No signals yetNo commit datelisted No one-command install · Source
391Unrankedcloudflare-dns-analyticsmcp · back-endIntegrates tools powered by the Cloudflare DNS Analytics API to provide insights on DNS analytics and optimization.No signals yetNo commit datelisted No one-command install · Source
392Unrankedcre-mcpmcp · back-endMCP server for Moody's Commercial Real Estate API, providing 37 tools for property lookups, market analytics, comps, CMBS data, tax records, and more.No signals yetNo commit datelisted No one-command install · Source
393Unrankedexpress-mcp-servermcp · back-endA basic example of developing and running serverless MCP using Netlify Functions, including a customized URL for accessing the function.No signals yetNo commit datelisted No one-command install · Source
394Unrankedfillout-mcp-servermcp · back-endEnables form management, response handling, and analytics via the Fillout.io API, allowing users to create, update, and fetch forms and submissions…No signals yetNo commit datelisted No one-command install · Source
395Unrankedgameanalytics-docsmcp · back-endSearchable access to GameAnalytics SDK documentation for Unity, Unreal, iOS, Android, and REST API.No signals yetNo commit datelisted No one-command install · Source
396Unrankedgameanalytics-mcp-servermcp · back-endListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
397Unrankedgoogle-bigquerymcp · back-endOfficial Google Cloud BigQuery remote server that runs on managed infrastructure with HTTPS endpoints, IAM authorization, and audit logging to enable…No signals yetNo commit datelisted No one-command install · Source
398Unrankedgoogle-stitchmcp · back-endGoogle Cloud Stitch MCP server for AI-assisted data integration and analytics pipeline management.No signals yetNo commit datelisted No one-command install · Source
399Unrankedgsc-mcp-workermcp · back-endMCP server for Google Search Console, providing tools for site properties, search analytics, URL inspection, sitemaps, and audit reports.No signals yetNo commit datelisted No one-command install · Source
400Unrankedgumletmcp · back-endIntegrates with Gumlet's video and image processing APIs to enable video asset management, live streaming, DRM integration, image transformations, and…No signals yetNo commit datelisted 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.

Leaderboard · Armory