Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | Unranked | blocklens-mcp-servermcp · observability | MCP server for Blocklens Bitcoin on-chain analytics, providing AI agents access to 127 on-chain metrics and chart rendering. | No signals yet | No one-command install · Source | |
| 1002 | Unranked | writiomcp · observability | LinkedIn-native content creation, scheduling, and analytics. | No signals yet | No one-command install · Source | |
| 1003 | Unranked | anvil-mcp-servermcp · observability | Enables AI assistants to manage Sable AI voice agents, journeys, knowledge bases, deployments, and analytics through natural language, plus… | No signals yet | No one-command install · Source | |
| 1004 | Unranked | pensiatamcp · observability | Bulgarian pension fund analytics with NAV data, performance metrics, rankings, and benchmarks. | No signals yet | No one-command install · Source | |
| 1005 | Unranked | google-analytics-4-mcp-servermcp · back-end | Enables managing Google Analytics 4 properties, data streams, conversions, and running reports using natural language through the Admin and Data APIs. | No signals yet | No one-command install · Source | |
| 1006 | Unranked | stucchi-google-analyticsmcp · back-end | Manage GA4 properties, data streams, conversions, and run reports via Admin and Data APIs. | No signals yet | No one-command install · Source | |
| 1007 | Unranked | bizintel-mcp-servermcp · back-end | AI-powered business intelligence tools via MCP, enabling competitors analysis, website scoring, review analysis, and market research in real time. | No signals yet | No one-command install · Source | |
| 1008 | Unranked | ezbiz-services-business-intelligencemcp · other | AI-powered business intelligence with competitor analysis, web presence scoring, review aggregation, and market research tools. | No signals yet | No one-command install · Source | |
| 1009 | Unranked | sensors-mcp-servermcp · back-end | Enables AI assistants to query and analyze user behavior data from the Sensors Analytics platform using natural language. | No signals yet | No one-command install · Source | |
| 1010 | Unranked | trainingpeaks-mcp-servermcp · back-end | A Model Context Protocol server for TrainingPeaks with an analytics focus — enabling real-time querying of training data, performance trends… | No signals yet | No one-command install · Source | |
| 1011 | Unranked | transition-mcpmcp · observability | AI-powered coaching for runners, cyclists, swimmers, and triathletes, enabling personalized workouts, training plan adaptation, performance analytics… | No signals yet | No one-command install · Source | |
| 1012 | Unranked | mcp-bigquery-servermcp · back-end | Production-ready MCP server for BigQuery that translates natural language questions to SQL, executes queries securely, and delivers results via stdio… | No signals yet | No one-command install · Source | |
| 1013 | Unranked | mcp-log-analyticsmcp · observability | Exposes Azure Log Analytics workspace data with tools for querying AuditLogs and AzureActivity tables, supporting custom KQL queries, time range… | No signals yet | No one-command install · Source | |
| 1014 | Unranked | mintlinemcp · observability | Connect to Mintline receipts, transactions, and spending analytics. | No signals yet | No one-command install · Source | |
| 1015 | Unranked | baby-sensory-analytics-mcp-servermcp · back-end | Cloud-powered analytics server for Baby Sensory World that tracks engagement patterns, favorite themes, colors, and provides AI-powered insights to… | No signals yet | No one-command install · Source | |
| 1016 | Unranked | ga4-vizmcp · observability | Enables interactive Google Analytics 4 visualizations inside Claude conversations, supporting ad-hoc queries with line, bar, pie charts and data… | No signals yet | No one-command install · Source | |
| 1017 | Unranked | motherduck-duckdb-mcp-servermcp · database | A local MCP server implementation that interacts with DuckDB and MotherDuck databases, providing SQL analytics capabilities to AI Assistants and IDEs. | No signals yet | No one-command install · Source | |
| 1018 | Unranked | local-bi-assistant-mcp-servermcp · database | Enables natural language business intelligence queries on local databases, generating SQL, visualizations, and insights with 5 MCP tools. | No signals yet | No one-command install · Source | |
| 1019 | Unranked | googlebot-simulator-mcpmcp · browser | Simulates Googlebot crawling to verify bot detection and analytics tracking by capturing events and providing detailed reports. | No signals yet | No one-command install · Source | |
| 1020 | Unranked | tableau-mcp-navimcp · back-end | A Model Context Protocol (MCP) server for Tableau Server. Enables AI assistants to interact with Tableau workbooks, views, datasources, and metadata. | No signals yet | No one-command install · Source | |
| 1021 | Unranked | newrelic-mcp-servermcp · observability | Provides New Relic observability tools for AI assistants, enabling discovery, data access, alerting, incident response, and performance analytics via… | No signals yet | No one-command install · Source | |
| 1022 | Unranked | asklokesh-powerbimcp · observability | Integrates with Power BI for business analytics and data visualization. | No signals yet | No one-command install · Source | |
| 1023 | Unranked | data-recon-mcp-servermcp · ai-agents | An MCP server for data reconciliation between MySQL and Snowflake, enabling LLM agents to validate data integrity during migrations and ETL processes. | No signals yet | No one-command install · Source | |
| 1024 | Unranked | tenzir-mcp-servermcp · back-end | An MCP server that enables AI assistants to interact with Tenzir, a data pipeline engine for security operations, including executing pipeline… | No signals yet | No one-command install · Source | |
| 1025 | Unranked | mcp-google-sheetsmcp · other | Bridges AI assistants with Google Sheets for reading, writing, and managing spreadsheet data. | No signals yet | No one-command install · Source | |
| 1026 | Unranked | toutiao-mcp-servermcp · observability | Enables automated content management for Toutiao (今日头条), including login, article/micro-post publishing, analytics, and multi-platform compatibility… | No signals yet | No one-command install · Source | |
| 1027 | Unranked | binelek-mcp-servermcp · back-end | Enables interaction with the Binelek Platform's knowledge graph, search, AI, and data pipeline services through the API Gateway. | No signals yet | No one-command install · Source | |
| 1028 | Unranked | mcp-server-ai-botmcp · ai-agents | An MCP server integrating Google Gemini LLM for intelligent customer service, providing chat, analytics, and tools for customer data interaction. | No signals yet | No one-command install · Source | |
| 1029 | Unranked | simple-snowflake-mcpmcp · database | Enables natural language querying and management of Snowflake databases, including SQL execution, schema exploration, and warehouse monitoring. | No signals yet | No one-command install · Source | |
| 1030 | Unranked | jetlag-mcpmcp · other | Enables listing and running Ansible playbooks, managing roles, reading docs, and creating vars files for the jetlag project. | No signals yet | No one-command install · Source | |
| 1031 | Unranked | dbt-mcpmcp · back-end | MCP server that provides tools to interact with dbt, including dbt Core, Cloud CLI, Semantic Layer, and Discovery API. | No signals yet | No one-command install · Source | |
| 1032 | Unranked | dub-mcpmcp · back-end | A Model Context Protocol server for Dub that enables creating, updating, deleting short links and retrieving link analytics through natural language. | No signals yet | No one-command install · Source | |
| 1033 | Unranked | pendo-mcpmcp · back-end | A comprehensive MCP server that provides AI assistants with powerful access to Pendo analytics through 15 specialized tools, transforming natural… | No signals yet | No one-command install · Source | |
| 1034 | Unranked | baseball-stats-mcp-servermcp · observability | Provides comprehensive baseball analytics through 32 tools covering pitching, batting, defensive metrics, and visualizations via the Model Context… | No signals yet | No one-command install · Source | |
| 1035 | Unranked | claudecode-session-notes-mcp-servermcp · observability | Enables comprehensive collection and analysis of ClaudeCode development sessions, including agent tracking, tool usage analytics, and performance… | No signals yet | No one-command install · Source | |
| 1036 | Unranked | google-analytics-mcp-servermcp · back-end | Enables LLMs to interact with Google Analytics via Admin and Data APIs, allowing users to retrieve account summaries, run reports, and analyze… | No signals yet | No one-command install · Source | |
| 1037 | Unranked | sonarqube-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides AI assistants with access to SonarQube code quality, security, and project analytics data. | No signals yet | No one-command install · Source | |
| 1038 | Unranked | google-sheet-universal-mcp-servermcp · back-end | Provides a standardized interface for interacting with Google-Sheet's tools and services through a unified API, enabling spreadsheet operations via… | No signals yet | No one-command install · Source | |
| 1039 | Unranked | mcp-bigquery-dryrunmcp · database | Validates BigQuery SQL syntax and performs dry-run analysis without executing queries, providing cost estimates, referenced tables, and schema… | No signals yet | No one-command install · Source | |
| 1040 | Unranked | bq-mcp-servermcp · back-end | A Python MCP server that retrieves and caches BigQuery metadata (datasets, tables, columns) and enables secure SQL query execution with cost control… | No signals yet | No one-command install · Source | |
| 1041 | Unranked | respona-dashboard-mcp-servermcp · back-end | An 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 yet | No one-command install · Source | |
| 1042 | Unranked | business-intelligence-mcp-servermcp · back-end | Enables AI-powered business intelligence queries on Elasticsearch data using natural language and Claude integration via MCP. | No signals yet | No one-command install · Source | |
| 1043 | Unranked | mcp-server-for-etl-orchestrationmcp · ai-agents | Enables natural language-powered ETL workflows using Airflow, AWS Glue, Athena, and S3, allowing LLM agents to control and monitor data… | No signals yet | No one-command install · Source | |
| 1044 | Unranked | tigo-energy-mcp-servermcp · observability | A Model Context Protocol (MCP) server that provides comprehensive access to Tigo Energy solar system data and analytics. It enables AI assistants to… | No signals yet | No one-command install · Source | |
| 1045 | Unranked | mcp-server-google-analyticsmcp · back-end | MCP server providing access to Google Analytics Data API, enabling LLMs to retrieve reports, real-time data, and metadata from GA4 properties. | No signals yet | No one-command install · Source | |
| 1046 | Unranked | posthog-universal-mcp-servermcp · observability | Enables interaction with Posthog through a standardized MCP interface, providing access to Posthog's tools and services for analytics and product… | No signals yet | No one-command install · Source | |
| 1047 | Unranked | mcp-example-netlify-expressmcp · back-end | A basic example of developing and running serverless MCP using Netlify Functions. | No signals yet | No one-command install · Source | |
| 1048 | Unranked | spacex-mcp-servermcp · back-end | A lightweight MCP server that provides analytics on SpaceX launches, including launch counts per year, success vs failure totals, and most-used launch… | No signals yet | No one-command install · Source | |
| 1049 | Unranked | adweave-meta-adsmcp · observability | Meta Ads management platform with 47 tools for campaigns, creatives, audiences, and performance analytics via AdWeave. | No signals yet | No commit datelisted | No one-command install · Source |
| 1050 | Unranked | agentmemorymcp · ai-agents | Persistent memory for AI coding agents with hybrid retrieval, analytics, and governance controls. | No signals yet | No commit datelisted | No one-command install · Source |
| 1051 | Unranked | agentops-mcpmcp · ai-agents | Exposes analytics from Claude Code transcripts as MCP tools, enabling cost, audit, safety, and efficiency queries through natural language. | No signals yet | No commit datelisted | No one-command install · Source |
| 1052 | Unranked | albermm-phos-analyticsmcp · observability | Sales analytics with ML forecasting, customer segmentation, and trend analysis. | No signals yet | No commit datelisted | No one-command install · Source |
| 1053 | Unranked | allpets-mcpmcp · back-end | MCP server for AllPets Clinic analytics, providing weekly KPI dashboards, natural language SQL queries, and Excel report generation. | No signals yet | No commit datelisted | No one-command install · Source |
| 1054 | Unranked | amplitudemcp · observability | Integrates with Amplitude analytics platform to provide direct access to product data, experiments, user behavior metrics, dashboards, and feature… | No signals yet | No commit datelisted | No one-command install · Source |
| 1055 | Unranked | apex-500-deploymcp · devops | Deploy websites and apps to Vercel and Netlify from AI agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 1056 | Unranked | apple-search-ads-mcpmcp · observability | Campaign analytics and bid management for Apple Search Ads. | No signals yet | No commit datelisted | No one-command install · Source |
| 1057 | Unranked | azure-log-analytics-mcpmcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1058 | Unranked | bigquery-mcp-servermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1059 | Unranked | casecraftmcp · observability | Enables spoken consulting case interview practice through Claude, providing real-time cases, grading on structure, analytics, judgment, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1060 | Unranked | catchmetricsmcp · observability | Real user monitoring platform for web performance analytics and Core Web Vitals tracking | No signals yet | No commit datelisted | No one-command install · Source |
| 1061 | Unranked | clevertap-mcpmcp · back-end | Read-only AI analytics assistant for CleverTap via MCP, enabling querying of events, profiles, campaigns, and realtime data without write endpoints. | No signals yet | No commit datelisted | No one-command install · Source |
| 1062 | Unranked | clickhousemcp · back-end | MCP server — ClickHouse analytics queries. | No signals yet | No commit datelisted | No one-command install · Source |
| 1063 | Unranked | clootrackmcp · observability | AI-powered customer feedback analytics platform that surfaces themes, sentiment, and business risks from reviews, surveys, and calls. | No signals yet | No commit datelisted | No one-command install · Source |
| 1064 | Unranked | cloudflare-dns-analyticsmcp · back-end | Integrates tools powered by the Cloudflare DNS Analytics API to provide insights on DNS analytics and optimization. | No signals yet | No commit datelisted | No one-command install · Source |
| 1065 | Unranked | convai-analyticsmcp · observability | Analytics and telemetry access for Convai sessions, including latency, reliability, usage, and provider metrics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1066 | Unranked | cre-mcpmcp · back-end | MCP 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 yet | No commit datelisted | No one-command install · Source |
| 1067 | Unranked | dbt-cli-mcpmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1068 | Unranked | dbt-docs-mcpmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1069 | Unranked | devcyclemcp · auth | Integrates with DevCycle's feature flag platform to create, manage, and analyze feature flags, variables, and deployment configurations across… | No signals yet | No commit datelisted | No one-command install · Source |
| 1070 | Unranked | dotmcp · database | Get insights and visualizations from data in your databases, data warehouses or semantic layers. | No signals yet | No commit datelisted | No one-command install · Source |
| 1071 | Unranked | duckdb-analytics-mcpmcp · database | Provides read-only SQL analytics on local CSV, Parquet, and JSON datasets using DuckDB, with pagination, security guardrails, and health monitoring. | No signals yet | No commit datelisted | No one-command install · Source |
| 1072 | Unranked | dune-analytics-mcpmcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1073 | Unranked | durable-mcpmcp · ai-agents | MCP server for Durable energy trading analytics that connects Claude Desktop to Snowflake data, enabling natural-language queries about spreads… | No signals yet | No commit datelisted | No one-command install · Source |
| 1074 | Unranked | echo-mcp-feishu-bitablemcp · other | Read and write Feishu Bitable (Lark Base) spreadsheet data. | No signals yet | No commit datelisted | No one-command install · Source |
| 1075 | Unranked | edholofy-eyepupmcp · observability | Agentic visitor analytics with five tools for CRO and session analysis. | No signals yet | No commit datelisted | No one-command install · Source |
| 1076 | Unranked | express-mcp-servermcp · back-end | A basic example of developing and running serverless MCP using Netlify Functions, including a customized URL for accessing the function. | No signals yet | No commit datelisted | No one-command install · Source |
| 1077 | Unranked | fillout-mcp-servermcp · back-end | Enables form management, response handling, and analytics via the Fillout.io API, allowing users to create, update, and fetch forms and submissions… | No signals yet | No commit datelisted | No one-command install · Source |
| 1078 | Unranked | gameanalytics-docsmcp · back-end | Searchable access to GameAnalytics SDK documentation for Unity, Unreal, iOS, Android, and REST API. | No signals yet | No commit datelisted | No one-command install · Source |
| 1079 | Unranked | gameanalytics-mcp-servermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1080 | Unranked | garmin-mcp-triathlonmcp · observability | Enables triathlon coaches and athletes to interact with Garmin Connect, including retrieving health/activity data, building and uploading structured… | No signals yet | No commit datelisted | No one-command install · Source |
| 1081 | Unranked | glyphicmcp · observability | Integrates with the Glyphic sales intelligence platform to access call recordings, transcripts, deal insights, and conversational analytics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1082 | Unranked | google-bigquerymcp · back-end | Official Google Cloud BigQuery remote server that runs on managed infrastructure with HTTPS endpoints, IAM authorization, and audit logging to enable… | No signals yet | No commit datelisted | No one-command install · Source |
| 1083 | Unranked | google-stitchmcp · back-end | Google Cloud Stitch MCP server for AI-assisted data integration and analytics pipeline management. | No signals yet | No commit datelisted | No one-command install · Source |
| 1084 | Unranked | gsc-mcp-workermcp · back-end | MCP server for Google Search Console, providing tools for site properties, search analytics, URL inspection, sitemaps, and audit reports. | No signals yet | No commit datelisted | No one-command install · Source |
| 1085 | Unranked | gumletmcp · back-end | Integrates with Gumlet's video and image processing APIs to enable video asset management, live streaming, DRM integration, image transformations, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1086 | Unranked | hickey-mcpmcp · database | Personal MCP server for Snowflake and Tableau integration, enabling SQL queries and database/table listing as well as Tableau workbook, view… | No signals yet | No commit datelisted | No one-command install · Source |
| 1087 | Unranked | jedox-mcp-servermcp · ai-agents | Local MCP server for the Jedox OLAP platform enabling LLM clients to interact with Jedox databases, dimensions, cubes, cells, and rules via natural… | No signals yet | No commit datelisted | No one-command install · Source |
| 1088 | Unranked | lanlanmcp · observability | Build and manage hosted websites through chat with snapshots, forms, and analytics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1089 | Unranked | lightdashmcp · observability | Query metrics, dimensions, and execute analytics queries through Lightdash's semantic layer. | No signals yet | No commit datelisted | No one-command install · Source |
| 1090 | Unranked | mailersendmcp · auth | MailerSend integration for managing email campaigns, domain configuration, message scheduling, template creation, webhook setup, activity monitoring… | No signals yet | No commit datelisted | No one-command install · Source |
| 1091 | Unranked | mcflamingo-local-intelmcp · ai-agents | Hyperlocal business intelligence for AI agents covering Florida and Sunbelt markets. | No signals yet | No commit datelisted | No one-command install · Source |
| 1092 | Unranked | mckinsey-vizromcp · other | Enables creation and validation of data visualization dashboards through natural language by generating chart code, validating configurations, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1093 | Unranked | mcp-analytics-middlewaremcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1094 | Unranked | mcp-app-vscode-bigquerymcp · front-end | Enables GitHub Copilot to query BigQuery and render interactive React visualizations directly in VS Code Chat. | No signals yet | No commit datelisted | No one-command install · Source |
| 1095 | Unranked | mcp-data-toolsmcp · ai-agents | A governed MCP server enabling LLM agents to query BigQuery, inspect GCS, trigger Airflow DAGs, and run data-quality checks with built-in security… | No signals yet | No commit datelisted | No one-command install · Source |
| 1096 | Unranked | mcp-google-spreadsheetmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1097 | Unranked | mcp-sac-toolsmcp · back-end | MCP server for SAP Analytics Cloud, enabling AI assistants to interact with SAC stories, models, data, users, and audit logs via the SAC REST API. | No signals yet | No commit datelisted | No one-command install · Source |
| 1098 | Unranked | mcp-server-bigquerymcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1099 | Unranked | mcp-server-snowflakemcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1100 | Unranked | mcp-snowflake-servermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No 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.