Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 98.798 | google-analyticsmcp · observability | Integrates with Google Analytics to retrieve website traffic metrics, user behavior data, conversion tracking, and performance insights for analytics… | 3,100 stars · 673 forks | No one-command install · Source | |
| 2 | 97.002 | frappe-assistant-coremcp · observability | MCP server that enables LLMs to interact with ERPNext/Frappe sites for document CRUD, search, reports, workflows, and analytics, respecting user… | 296 stars · 179 forks | No one-command install · Source | |
| 3 | 96.929 | pab1it0-prometheusmcp · observability | Connects AI systems to Prometheus monitoring infrastructure for executing PromQL queries, discovering metrics, and retrieving target metadata to… | 513 stars · 100 forks | No one-command install · Source | |
| 4 | 95.189 | surendranb-google-analyticsmcp · observability | Integrates with Google Analytics 4 to retrieve metrics, dimensions, and customized reports with flexible date ranges for analyzing website performance… | 242 stars · 48 forks | No one-command install · Source | |
| 5 | 95.092 | mux-video-datamcp · observability | Integrates with Mux's Video and Data platform to enable video upload, live stream management, analytics querying, and performance metrics tracking… | 181 stars · 71 forks | No one-command install · Source | |
| 6 | 94.790 | patrickfreyer-apple-mailmcp · observability | Integrates with Apple Mail through AppleScript automation to provide complete email management including unified search, batch operations… | 201 stars · 52 forks | No one-command install · Source | |
| 7 | 93.072 | posthog-mcpmcp · observability | Enables interaction with PostHog analytics platform, allowing users to list projects, create annotations, and search insights through natural language… | 5 forks · passed install test | No one-command install · Source | |
| 8 | 92.791 | microsoft-clarity-analyticsmcp · observability | Enables AI to fetch and analyze Microsoft Clarity website analytics data including metrics like scroll depth, engagement time, and traffic with… | 114 stars · 37 forks | No one-command install · Source | |
| 9 | 90.422 | trackline-remnawavemcp · observability | Integrates with Remnawave VPN proxy management panel for user accounts, node configuration, traffic analytics, and subscription handling. | 89 stars · 16 forks | No one-command install · Source | |
| 10 | 90.012 | tinybirdco-tinybirdmcp · observability | Query and analyze large datasets using Tinybird analytics. | 79 stars · 17 forks | No one-command install · Source | |
| 11 | 89.464 | ruchernchong-google-analyticsmcp · observability | Integrates GA4 data to provide web analytics metrics and insights for analyzing website performance and user engagement. | 71 stars · 17 forks | No one-command install · Source | |
| 12 | 87.358 | guillochon-mlb-statsmcp · observability | Integrates with MLB Stats API and pybaseball to provide real-time baseball statistics, game schedules, player data including sabermetrics, team… | 57 stars · 12 forks | No one-command install · Source | |
| 13 | 86.733 | call518-airflow-apimcp · observability | Integrates with Apache Airflow clusters through REST API to provide complete workflow management including DAG operations, task monitoring, pool and… | 51 stars · 12 forks | No one-command install · Source | |
| 14 | 84.560 | leadmagic-smartleadmcp · observability | Integrates with SmartLead's cold email outreach platform to manage campaigns, leads, email accounts, and analytics with smart tool loading that… | 21 stars · 17 forks | No one-command install · Source | |
| 15 | 83.288 | cursor-chat-historymcp · observability | Analyzes local Cursor chat history to extract development patterns, usage insights, and coding best practices with tools for searching conversations… | 33 stars · 10 forks | No one-command install · Source | |
| 16 | 83.134 | makingchatbots-genesys-cloudmcp · observability | Provides a bridge between contact center analytics and routing data in Genesys Cloud, enabling conversational business intelligence through queue… | 31 stars · 11 forks | No one-command install · Source | |
| 17 | 82.902 | lumino-mcp-servermcp · observability | An open source MCP server empowering SREs with intelligent observability, predictive analytics, and AI-driven automation across Kubernetes, OpenShift… | 11 stars · 17 forks | No one-command install · Source | |
| 18 | 82.840 | gh-ralfbecher-orionbelt-analyticsmcp · observability | Ontology-based database schema analysis and RDF/OWL ontology generation. | 46 stars · 5 forks | No one-command install · Source | |
| 19 | 82.790 | logisheets-mcpmcp · observability | Enables AI agents to work with a real Excel-compatible spreadsheet engine, allowing them to create and manipulate structured data blocks, write and… | 28 stars · 13 forks | No one-command install · Source | |
| 20 | 82.544 | gh-akougkas-zulipchatmcp · observability | Connect AI to Zulip with 60+ tools for messaging, streams, events, and analytics. | 27 stars · 13 forks | No one-command install · Source | |
| 21 | 82.319 | syucream-lightdashmcp · observability | Integrates with Lightdash to enable automated reporting, data exploration, and analytics-driven decision making. | 27 stars · 12 forks | No one-command install · Source | |
| 22 | 82.251 | zellerhaus-batchdata-real-estate62b6mcp · observability | Provides real estate data management through batch processing operations for handling property listings, market analytics, and property management… | 32 stars · 8 forks | No one-command install · Source | |
| 23 | 81.946 | shimayuz-note-commcp · observability | Integrates with note.com Japanese blogging platform for article search, user profiles, and engagement analytics | 29 stars · 9 forks | No one-command install · Source | |
| 24 | 81.781 | macawls-umami-analyticsmcp · observability | Integrates with Umami Analytics to provide website statistics, visitor metrics, page views, traffic sources, and real-time active user monitoring with… | 35 stars · 6 forks | No one-command install · Source | |
| 25 | 81.091 | instagram-mcpmcp · observability | Provides Instagram analytics, media downloads, and search capabilities through an MCP interface for use with Claude and other MCP clients. | 41 stars · 4 forks | No one-command install · Source | |
| 26 | 79.676 | startreedata-pinotmcp · observability | Integrates with Apache Pinot to enable real-time analytics queries through SQL execution, table schema inspection, segment analysis, and cluster… | 17 stars · 11 forks | No one-command install · Source | |
| 27 | 79.455 | polymarket-data-by-polymarketscanmcp · observability | Real-time Polymarket analytics for AI agents. Query live prediction market data including whale trades, market odds, trader profiles, and… | 39,483 installs | No commit datelisted | No one-command install · Source |
| 28 | 78.177 | mcp-dagstermcp · observability | Enables AI agents to interact with Dagster instances, explore data pipelines, monitor runs, and manage assets. | 24 stars · 5 forks | No one-command install · Source | |
| 29 | 77.842 | dstreefkerk-ms-sentinelmcp · observability | Integrates with Microsoft Sentinel to enable security analysts to execute KQL queries, manage analytics rules, investigate incidents, and perform… | 18 stars · 9 forks | No one-command install · Source | |
| 30 | 76.996 | fiveohhwon-workflowsmcp · observability | Provides workflow management and automation through step-by-step execution with branching logic, conditional operations, template variables, and state… | 28 stars · 3 forks | No one-command install · Source | |
| 31 | 76.502 | j4th-mtgmcp · observability | Unified card search, combo discovery, draft analytics, Commander metagame data, and deck analysis composing Scryfall, Commander Spellbook, 17Lands… | 20 stars · 5 forks | No one-command install · Source | |
| 32 | 75.980 | ssdeanx-branch-thinkingmcp · observability | Organizes complex thought processes into structured branches with cross-references, semantic relationships, and analytics for tracking idea evolution… | 21 stars · 4 forks | No one-command install · Source | |
| 33 | 74.043 | imlewc-elasticsearch7mcp · observability | Integrates with Elasticsearch 7.x, providing efficient data management and search capabilities for projects requiring robust analytics within the… | 11 stars · 8 forks | No one-command install · Source | |
| 34 | 73.741 | backtesting-arenamcp · observability | Quantitative crypto backtesting & Bitcoin market-regime analytics. 73 MCP tools: honest look-ahead-aware backtest validation with… | 9,340 installs | No commit datelisted | No one-command install · Source |
| 35 | 73.658 | io-github-block-model-ledgermcp · observability | Provides AI agents with a toolset to query model inventories, trace dependencies, and analyze the impact of changes across machine learning models and… | 14 stars · 6 forks | No one-command install · Source | |
| 36 | 72.722 | learnmcp-xapimcp · observability | Enables AI agents to record and retrieve learning activities through xAPI-compliant Learning Record Stores, bridging AI interactions with learning… | 15 stars · 4 forks | No one-command install · Source | |
| 37 | 71.774 | arjun1194-instagrammcp · observability | Integrates with Instagram's private API to provide analytics, content management, and automation capabilities including post engagement metrics… | 10 stars · 7 forks | No one-command install · Source | |
| 38 | 71.020 | github-analytics-mcp-repo-trend-researchmcp · observability | Repo statistics, trending lookups, code-search queries, and dev-trend aggregation. For AI agents that need to evaluate libraries, monitor competitor… | 8,233 installs | No commit datelisted | No one-command install · Source |
| 39 | 70.579 | shape-mcp-servermcp · observability | Provides AI assistants access to Shape's onchain data including gasback distribution, collections analytics, stack users, and network monitoring. | 7 stars · 7 forks | No one-command install · Source | |
| 40 | 69.986 | gh-jonradoff-llm-optimizermcp · observability | AI brand visibility analytics with visibility scores, optimization strategies, and search rankings. | 10 stars · 6 forks | No one-command install · Source | |
| 41 | 69.750 | cubemcp · observability | Integrates with Cube's analytics platform to enable conversational data exploration, SQL generation, and business metric analysis. | 13 stars · 3 forks | No one-command install · Source | |
| 42 | 68.021 | graphistry-gpu-visualizationmcp · observability | GPU-accelerated graph visualization and analytics for LLMs. | 11 stars · 3 forks | No one-command install · Source | |
| 43 | 67.544 | eclinchermcp · observability | Publish, schedule, moderate your social inbox, and pull analytics across every major network directly from any AI assistant, via Eclincher. | 6 stars · 6 forks | No one-command install · Source | |
| 43 | 67.544 | garmin-connect-mcpmcp · observability | A Model Context Protocol (MCP) server that provides comprehensive access to Garmin Connect data including sleep analytics, health metrics, activities… | 6 stars · 6 forks | No one-command install · Source | |
| 45 | 67.151 | yawamcp · observability | Self-hosted web analytics platform that exposes analytics data via the Model Context Protocol, enabling natural language queries about traffic, page… | 12 stars · 2 forks | No one-command install · Source | |
| 45 | 67.151 | mundurragacl-amazon-connectmcp · observability | Integrates with Amazon Connect contact center services to manage configuration, cases, contacts, analytics, profiles, campaigns, and AI features with… | 12 stars · 2 forks | No one-command install · Source | |
| 47 | 66.893 | nextdns-mcpmcp · observability | Enables AI assistants to manage NextDNS profiles, settings, logs, analytics, and security configurations through 70+ operations via the Model Context… | 10 stars · 3 forks | No one-command install · Source | |
| 47 | 66.893 | nba-stats-mcpmcp · observability | Provides comprehensive NBA statistics via Model Context Protocol, enabling queries for player stats, game scores, team info, and advanced analytics… | 10 stars · 3 forks | No one-command install · Source | |
| 49 | 66.286 | algoliamcp · observability | Integrates with Algolia's search platform using the Go SDK to provide complete access to search operations, A/B testing, analytics, collections… | 28 stars | No commit datelisted | No one-command install · Source |
| 50 | 66.258 | avimbu-plausible-analyticsmcp · observability | Connects to Plausible Analytics API to retrieve website metrics like visitors, pageviews, bounce rates, and conversion data across customizable date… | 8 stars · 5 forks | No one-command install · Source | |
| 51 | 66.172 | mcp-appstore-connectmcp · observability | Enables AI assistants to manage Apple App Store Connect operations including app management, TestFlight, analytics, reviews, subscriptions, and more… | 11 stars · 2 forks | No one-command install · Source | |
| 52 | 64.619 | plausible-mcpmcp · observability | Enables querying Plausible Analytics data for website statistics, traffic, engagement, and conversions through natural language, with support for… | 6 stars · 5 forks | No one-command install · Source | |
| 53 | 63.401 | autario-data-analytics-platformmcp · observability | Access 2,300+ verified public datasets from World Bank, IMF, Eurostat, OECD, WHO, FRED, and more. Search, query, and publish data visualizations with… | 5,089 installs | No commit datelisted | No one-command install · Source |
| 54 | 63.155 | quantoraclemcp · observability | Calculate options pricing, derivatives metrics, and risk management analytics. | 11 stars · 1 fork | No one-command install · Source | |
| 55 | 62.111 | moonbirdai-amplitude-analyticsmcp · observability | Track analytics events in Amplitude, supporting custom events, page views, user properties, and revenue tracking. | 7 stars · 3 forks | No one-command install · Source | |
| 56 | 60.684 | laggyzee-genesys-cloudmcp · observability | Read-only access to Genesys Cloud contact center data with tools for queue metrics, agent analytics, conversation records, speech analysis, and… | 15 stars | No one-command install · Source | |
| 57 | 60.262 | sisensemcp · observability | Query Sisense analytics dashboards and retrieve actionable business intelligence insights. | 7 stars · 2 forks | No one-command install · Source | |
| 57 | 60.262 | humio-mcpmcp · observability | A Model Context Protocol (MCP) server implementation for Humio, enabling integration with Humio's logging and analytics platform. | 7 stars · 2 forks | No one-command install · Source | |
| 59 | 60.035 | football-data-mcpmcp · observability | Provides football analytics tools including player scouting, comparisons, market-value filters, expected-goals tables, match-by-match form, team… | 6 stars · 3 forks | No one-command install · Source | |
| 60 | 59.029 | etw-mcpmcp · observability | Enables AI assistants to analyze Windows WPR/ETW traces (.etl files) using natural language queries, with features like auto-summary, CPU sampling… | 8 stars · 1 fork | No one-command install · Source | |
| 60 | 59.029 | lwtlong-ai-dev-analyticsmcp · observability | An open-source observability layer for AI coding. Silently tracks dev tokens/time and auto-codifies AI deviations into persistent project rules. | 8 stars · 1 fork | No one-command install · Source | |
| 62 | 58.185 | appnova-app-store-connect-mcpmcp · observability | Enables managing your iOS app's entire lifecycle with natural language through App Store Connect, offering 48 tools across 14 categories for ASO… | 6 stars · 2 forks | No one-command install · Source | |
| 63 | 57.754 | mackenly-fathom-analyticsmcp · observability | Integrates with Fathom Analytics to retrieve account information, manage sites, track events, generate reports, and monitor real-time visitor data… | 3 stars · 4 forks | No one-command install · Source | |
| 64 | 57.364 | moonbirdai-mixpanel-analyticsmcp · observability | Track analytics events in Mixpanel, supporting custom events, page views, user profiles, and signups. | 5 stars · 3 forks | No one-command install · Source | |
| 65 | 57.245 | mcp-analyticsmcp · observability | Professional statistical analysis and machine learning tools with interactive HTML visualizations | 7 stars · 1 fork | No one-command install · Source | |
| 66 | 55.515 | tmg009-ibm-maximomcp · observability | Comprehensive integration with IBM Maximo Application Suite 9.x covering work orders, assets, inventory, service requests, purchase orders, preventive… | 5 stars · 2 forks | No one-command install · Source | |
| 66 | 55.515 | milofax-xert-mcpmcp · observability | MCP server for XERT cycling analytics — access fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics, and MPA… | 5 stars · 2 forks | No one-command install · Source | |
| 68 | 55.168 | mikusnuz-umamimcp · observability | Integrates with Umami Analytics API v2 to provide comprehensive website statistics, visitor tracking, event management, custom reports, team… | 6 stars · 1 fork | No one-command install · Source | |
| 69 | 52.498 | fr0ster-sap-cloud-almmcp · observability | Provides AI agents access to SAP Cloud ALM through 54 tools spanning features, tasks, test cases, documents, projects, hierarchy, analytics, logs, and… | 5 stars · 1 fork | No one-command install · Source | |
| 69 | 52.498 | sedwardstx-log-analyzermcp · observability | Analyzes Windows Event Logs, ETL files, structured logs, and unstructured text through specialized parsers with caching, providing real-time system… | 5 stars · 1 fork | No one-command install · Source | |
| 71 | 52.135 | ibrookssdx-opensearchmcp · observability | Integrates with OpenSearch to enable powerful full-text search, data aggregation, and real-time analytics capabilities for applications requiring… | 4 stars · 2 forks | No one-command install · Source | |
| 72 | 51.401 | convalyticsmcp · observability | Read-only analytics for Convex apps, queryable from Claude, Cursor, and other AI clients. | 7 stars | No one-command install · Source | |
| 73 | 50.895 | jetbalsa-opensearch-analyticsmcp · observability | Enables security analysts to query, analyze, and visualize Wazuh security logs stored in OpenSearch databases for efficient incident investigation and… | 2 stars · 3 forks | No one-command install · Source | |
| 74 | 47.273 | gymcam-analyticsmcp · observability | Enables AI agents to query gym analytics—class attendance, trainer performance, and revenue insights—from existing CCTV camera feeds without new… | 3 stars · 2 forks | No one-command install · Source | |
| 74 | 47.273 | shouting-langfusemcp · observability | Connects AI models to Langfuse analytics workspaces, enabling access to LLM performance metrics by time range for monitoring and analysis. | 3 stars · 2 forks | No one-command install · Source | |
| 76 | 46.654 | clado-ai-linkedinmcp · observability | Integrates with LinkedIn through Clado AI platform to provide professional data enrichment, contact discovery, profile scraping, and engagement… | 5 stars | No commit datelisted | No one-command install · Source |
| 77 | 44.256 | oluwatunmise-olat-mcp-server-logs-sievemcp · observability | Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki, and Elasticsearch | 3 stars · 1 fork | No one-command install · Source | |
| 78 | 43.275 | thenodon-parseablemcp · observability | Integrates with Parseable log analytics platform for querying log streams, executing SQL queries with time-based filtering, and retrieving schema… | 4 stars | No one-command install · Source | |
| 79 | 41.082 | odoo-pulsemcp · observability | An AI business analyst for your Odoo ERP. Ask one question, get one answer — numbers, highlights, risks, and a verdict (on-track / at-risk /… | 1 star · 2 forks | No one-command install · Source | |
| 79 | 41.082 | linklymcp · observability | URL shortening and link management platform with click tracking and analytics | 1 star · 2 forks | No one-command install · Source | |
| 79 | 41.082 | flashalphamcp · observability | Real-time options analytics including gamma exposure, greeks, volatility, and variance risk premium for US equities. | 1 star · 2 forks | No one-command install · Source | |
| 79 | 41.082 | listmonk-mcp-bridgemcp · observability | Enables AI agents to manage Listmonk email campaigns, subscribers, lists, and analytics through typed MCP tools with production safety features. | 1 star · 2 forks | No one-command install · Source | |
| 79 | 41.082 | marceausolutions-fitness-influencer-mcpmcp · observability | Fitness content creator workflow automation - video editing with jump cuts, revenue analytics, and branded content creation | 1 star · 2 forks | No one-command install · Source | |
| 79 | 41.082 | maheidem-linkedin-mcpmcp · observability | Integrates with Claude to enable LinkedIn post creation, profile optimization, content generation, and analytics through natural language. | 1 star · 2 forks | No one-command install · Source | |
| 85 | 38.412 | ihalentmcp · observability | Turns Turkish public-tender result notices into structured records and provides analytics on firm history, discount distributions, and competition… | 3 stars | No one-command install · Source | |
| 85 | 38.412 | us-all-unifimcp · observability | Community MCP integration for Ubiquiti UniFi, enabling AI agents to analyze network fleet health, anomaly detection, and cross-site analytics. | 3 stars | No one-command install · Source | |
| 85 | 38.412 | mcp-ev-digital-twin-agentmcp · observability | An AI-powered EV Digital Twin platform for battery health monitoring, predictive maintenance, fleet analytics, and intelligent decision support using… | 3 stars | No one-command install · Source | |
| 85 | 38.412 | appmetrica-mcpmcp · observability | MCP server for Yandex AppMetrica analytics, enabling Claude to access reports, raw event logs, crash data, and push notification campaigns. | 3 stars | No one-command install · Source | |
| 85 | 38.412 | vmandic-search-consolemcp · observability | Read-only access to Google Search Console analytics and URL inspection tools. | 3 stars | No one-command install · Source | |
| 85 | 38.412 | wireboard-mcpmcp · observability | Enables LLM agents to query real-time and historical analytics from WireBoard, allowing natural language questions about visitors, events, and site… | 3 stars | No one-command install · Source | |
| 85 | 38.412 | gh-pijusz-mailtrapmcp · observability | Comprehensive Mailtrap integration with 48 tools covering analytics, email logs, contacts, templates, sandbox testing, domains, and account… | 3 stars | No one-command install · Source | |
| 85 | 38.412 | gamladz-surfa-analyticsmcp · observability | Queries Surfa Analytics traffic data using natural language for session metrics, event filtering, latency analysis, and performance insights. | 3 stars | No one-command install · Source | |
| 85 | 38.412 | aoutpost2-getoutpostmcp · observability | Access real-time Indian options market data and volatility analytics | 3 stars | No one-command install · Source | |
| 94 | 38.066 | augustas11-antfeedmcp · observability | Analytics and transaction interface for the AntSeed P2P AI services network. | 2 stars · 1 fork | No one-command install · Source | |
| 94 | 38.066 | measure-eventsmcp · observability | Privacy-first web analytics with pageviews, referrers, trends, and AI-powered insights. | 2 stars · 1 fork | No one-command install · Source | |
| 94 | 38.066 | loglymcp · observability | Query Logly web analytics for traffic data, funnels, and real-time visitor counts from any MCP client. | 2 stars · 1 fork | No one-command install · Source | |
| 97 | 35.443 | kpi-monitoring-mcp-servermcp · observability | MCP server providing data analytics tools for AI agents to load, clean, analyze data, generate charts and dashboards. | 2 forks | No one-command install · Source | |
| 98 | 32.223 | selinemcp · observability | Privacy-focused website and product analytics with visitor journeys, funnels, revenue attribution, and churn detection. | 2 stars | No one-command install · Source | |
| 98 | 32.223 | search-analyticsmcp · observability | Integrates Google Search Console and Google Analytics 4 data through unified tools for search analytics, traffic overviews, page performance analysis… | 2 stars | No one-command install · Source | |
| 98 | 32.223 | polyrank-mcpmcp · observability | Provides AI agents with direct access to Polyrank's skill analytics for Polymarket, including leaderboards, trader skill metrics, calibration, market… | 2 stars | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.