Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1101 | 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 |
| 1102 | Unranked | game-analytics-integrationworkflow · observability | Use PROACTIVELY to implement game analytics systems with player behavior tracking, performance monitoring, and business intelligence integration | No signals yet | No commit datelisted | armory install game-analytics-integration --cli claude |
| 1103 | 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 |
| 1104 | 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 |
| 1105 | 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 |
| 1106 | 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 |
| 1107 | Unranked | google-analyticsskill · observability | Analyze Google Analytics data, review website performance metrics, identify traffic patterns, and suggest data-driven improvements. Use when the user… | No signals yet | No commit datelisted | armory install google-analytics --cli claude |
| 1108 | 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 |
| 1109 | 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 |
| 1110 | 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 |
| 1111 | 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 |
| 1112 | Unranked | gws-sheetsworkflow · other | Google Sheets: Read and write spreadsheets. | No signals yet | No commit datelisted | armory install gws-sheets --cli claude |
| 1113 | Unranked | gws-sheets-appendworkflow · other | Google Sheets: Append a row to a spreadsheet. | No signals yet | No commit datelisted | armory install gws-sheets-append --cli claude |
| 1114 | Unranked | gws-sheets-readworkflow · other | Google Sheets: Read values from a spreadsheet. | No signals yet | No commit datelisted | armory install gws-sheets-read --cli claude |
| 1115 | 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 |
| 1116 | Unranked | interface-designersubagent · front-end | PROACTIVELY USE this agent when you need to design user interfaces, API specifications, or system integrations that prioritize usability and… | No signals yet | No commit datelisted | armory install interface-designer --cli claude |
| 1117 | Unranked | iot-engineersubagent · front-end | Use when designing and deploying IoT solutions requiring expertise in device management, edge computing, cloud integration, and handling challenges… | No signals yet | No commit datelisted | armory install iot-engineer --cli claude |
| 1118 | 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 |
| 1119 | 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 |
| 1120 | 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 |
| 1121 | 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 |
| 1122 | 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 |
| 1123 | 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 |
| 1124 | 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 |
| 1125 | 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 |
| 1126 | 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 |
| 1127 | 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 |
| 1128 | 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 |
| 1129 | 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 |
| 1130 | 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 |
| 1131 | 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 |
| 1132 | Unranked | mcp-snowflake-servicemcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1133 | Unranked | meetlarkmcp · ai-agents | Agent-first meeting schedule polls for humans and agents. Create polls, vote, and find times. | No signals yet | No commit datelisted | No one-command install · Source |
| 1134 | Unranked | milestone-trackerworkflow · observability | Track and analyze project milestone progress with predictive analytics | No signals yet | No commit datelisted | armory install milestone-tracker --cli claude |
| 1135 | Unranked | mixpanelmcp · observability | Query product analytics data, funnels, retention, and session replays through natural language | No signals yet | No commit datelisted | No one-command install · Source |
| 1136 | Unranked | ml-data-expertsubagent · ai-agents | Expert en Machine Learning et Data Science avec Python. DOIT ÊTRE UTILISÉ pour l'analyse de données, les modèles ML/AI, le traitement de données, la… | No signals yet | No commit datelisted | armory install ml-data-expert --cli claude |
| 1137 | Unranked | monte-carlo-datamcp · observability | Data observability and data quality MCP tools for monitoring, triaging, and troubleshooting data pipelines. | No signals yet | No commit datelisted | No one-command install · Source |
| 1138 | Unranked | myriademcp · other | AI data analyst connecting to data warehouses including Snowflake and BigQuery. | No signals yet | No commit datelisted | No one-command install · Source |
| 1139 | Unranked | netlify-deployskill · devops | Deploy web projects to Netlify using the Netlify CLI (`npx netlify`). Use when the user asks to deploy, host, publish, or link a site/repo on Netlify… | No signals yet | No commit datelisted | armory install netlify-deploy --cli claude |
| 1140 | Unranked | netlify-mcpmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1141 | Unranked | netlify-mcp-servermcp · github-vcs | MCP server for managing Netlify sites, enabling operations such as creating sites from GitHub repositories, listing, viewing details, and deleting… | No signals yet | No commit datelisted | No one-command install · Source |
| 1142 | Unranked | netlify-official-cursorrules-prompt-filerules · ai-agents | Cursor rules for Netlify development with official integration. | No signals yet | No commit datelisted | armory install netlify-official-cursorrules-prompt-file --cli claude |
| 1143 | Unranked | nexgendata-github-scrapermcp · github-vcs | Retrieve GitHub repository data and code analytics through Apify's web scraping infrastructure. | No signals yet | No commit datelisted | No one-command install · Source |
| 1144 | Unranked | nexgendata-sportsmcp · back-end | Retrieve sports scores, statistics, and analytics through Apify's web scraping infrastructure. | No signals yet | No commit datelisted | No one-command install · Source |
| 1145 | Unranked | nicosommi-sac-toolsmcp · observability | Manages SAP Analytics Cloud resources including stories, data imports, users, and audit logs. | No signals yet | No commit datelisted | No one-command install · Source |
| 1146 | Unranked | nvoipmcp · observability | Access Nvoip VoIP platform analytics — call reports, service quality metrics, and business insights via AI. | No signals yet | No commit datelisted | No one-command install · Source |
| 1147 | Unranked | opendatalab-mineru-ecosystemmcp · back-end | Official MinerU document parsing MCP ([mineru-open-mcp](https://pypi.org/project/mineru-open-mcp/) on PyPI). Converts PDFs, doc/docx/ppt/pptx, images… | No signals yet | No commit datelisted | No one-command install · Source |
| 1148 | Unranked | pipeboard-tiktok-adsmcp · observability | Manages TikTok Ads campaigns, creatives, and performance analytics through AI assistants. | No signals yet | No commit datelisted | No one-command install · Source |
| 1149 | Unranked | portfolio-data-analytics-mcp-servermcp · back-end | Enables AI assistants to load CSV datasets, compute summary statistics, filter rows, rank columns, and compute correlations through the Model Context… | No signals yet | No commit datelisted | No one-command install · Source |
| 1150 | Unranked | posthogmcp · observability | Integrates with PostHog product analytics to query analytics data, manage feature flags, create insights, run experiments, and track errors. | No signals yet | No commit datelisted | No one-command install · Source |
| 1151 | Unranked | predictedge-data-mcpmcp · observability | Live analytics at the edge across prediction markets | No signals yet | No commit datelisted | No one-command install · Source |
| 1152 | Unranked | prelimmcp · observability | Access AI preliminary phone screen results, candidate scores, transcripts, and hiring analytics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1153 | Unranked | pyspark-etl-best-practices-cursorrules-prompt-filerules · ai-agents | Cursor rules for PySpark ETL development with code style, joins, window functions, map operations, and Iceberg patterns. | No signals yet | No commit datelisted | armory install pyspark-etl-best-practices-cursorrules-prompt-file --cli claude |
| 1154 | Unranked | pytorch-lightning-2skill · observability | Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data… | No signals yet | No commit datelisted | armory install pytorch-lightning-2 --cli claude |
| 1155 | Unranked | raffle-winner-pickerskill · other | Picks random winners from lists, spreadsheets, or Google Sheets for giveaways, raffles, and contests. Ensures fair, unbiased selection with… | No signals yet | No commit datelisted | armory install raffle-winner-picker --cli claude |
| 1156 | Unranked | ray-dataskill · other | Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch… | No signals yet | No commit datelisted | armory install ray-data --cli claude |
| 1157 | Unranked | recipe-backup-sheet-as-csvworkflow · other | Export a Google Sheets spreadsheet as a CSV file for local backup or processing. | No signals yet | No commit datelisted | armory install recipe-backup-sheet-as-csv --cli claude |
| 1158 | Unranked | recipe-create-expense-trackerworkflow · other | Set up a Google Sheets spreadsheet for tracking expenses with headers and initial entries. | No signals yet | No commit datelisted | armory install recipe-create-expense-tracker --cli claude |
| 1159 | Unranked | recipe-log-deal-updateworkflow · observability | Append a deal status update to a Google Sheets sales tracking spreadsheet. | No signals yet | No commit datelisted | armory install recipe-log-deal-update --cli claude |
| 1160 | Unranked | recipe-sync-contacts-to-sheetworkflow · other | Export Google Contacts directory to a Google Sheets spreadsheet. | No signals yet | No commit datelisted | armory install recipe-sync-contacts-to-sheet --cli claude |
| 1161 | Unranked | reelriftermcp · observability | Gives AI assistants access to your ReelRifter streaming watchlist, viewing history, and analytics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1162 | Unranked | resource-monitorsubagent · observability | PROACTIVELY USE this agent when you need to monitor Claude Code resource usage, analyze API consumption patterns, track token usage and costs… | No signals yet | No commit datelisted | armory install resource-monitor --cli claude |
| 1163 | Unranked | ringba-api-mcpmcp · observability | Enables AI assistants to query Ringba call analytics, including running EHG insights reports and listing available metrics and dimensions. | No signals yet | No commit datelisted | No one-command install · Source |
| 1164 | Unranked | rocketlane-mcpmcp · other | Enables AI assistants to query Rocketlane CSM data for project health, team workload, tasks, and generate weekly reviews. | No signals yet | No commit datelisted | No one-command install · Source |
| 1165 | Unranked | rustici-mcp-servermcp · back-end | MCP server for interacting with Rustici LRS via xAPI, enabling statement retrieval, analytics, and aggregation operations. | No signals yet | No commit datelisted | No one-command install · Source |
| 1166 | Unranked | salesforce-tableau-nextmcp · observability | Provides access to Tableau analytics for discovering semantic models, querying KPIs, and performing data analysis. | No signals yet | No commit datelisted | No one-command install · Source |
| 1167 | Unranked | sap-datasphere-mcpmcp · back-end | MCP server for SAP Datasphere that enables AI assistants to perform data discovery, metadata exploration, analytics queries, ETL data extraction… | No signals yet | No commit datelisted | No one-command install · Source |
| 1168 | Unranked | segment-cdpskill · back-end | Expert patterns for Segment Customer Data Platform including Analytics.js, server-side tracking, tracking plans with Protocols, identity resolution… | No signals yet | No commit datelisted | armory install segment-cdp --cli claude |
| 1169 | Unranked | semiotic-react-dataviz-cursorrules-prompt-filerules · ai-agents | Cursor rules for Semiotic data visualization library with 30+ chart types, MCP server, and AI-assisted chart generation. | No signals yet | No commit datelisted | armory install semiotic-react-dataviz-cursorrules-prompt-file --cli claude |
| 1170 | Unranked | senior-data-engineerskill · front-end | World-class data engineering skill for building scalable data pipelines, ETL/ELT systems, and data infrastructure. Expertise in Python, SQL, Spark… | No signals yet | No commit datelisted | armory install senior-data-engineer --cli claude |
| 1171 | Unranked | senior-data-scientistskill · front-end | World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy… | No signals yet | No commit datelisted | armory install senior-data-scientist --cli claude |
| 1172 | Unranked | skill-healthworkflow · observability | Show skill portfolio health dashboard with charts and analytics | No signals yet | No commit datelisted | armory install skill-health --cli claude |
| 1173 | Unranked | snowflake-cortex-ai-cursorrules-prompt-filerules · search | Cursor rules for Snowflake Cortex AI Functions (AI_COMPLETE, AI_CLASSIFY, AI_EXTRACT, etc.) and Cortex Search for RAG applications. | No signals yet | No commit datelisted | armory install snowflake-cortex-ai-cursorrules-prompt-file --cli claude |
| 1174 | Unranked | snowflake-data-engineering-cursorrules-prompt-filerules · database | Cursor rules for Snowflake SQL, data pipelines (Dynamic Tables, Streams, Tasks, Snowpipe), semi-structured data, Snowflake Postgres, and cost… | No signals yet | No commit datelisted | armory install snowflake-data-engineering-cursorrules-prompt-file --cli claude |
| 1175 | Unranked | snowflake-mcpmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1176 | Unranked | snowflake-snowpark-dbt-cursorrules-prompt-filerules · ai-agents | Cursor rules for Snowpark Python (DataFrames, UDFs, stored procedures) and dbt with the Snowflake adapter. | No signals yet | No commit datelisted | armory install snowflake-snowpark-dbt-cursorrules-prompt-file --cli claude |
| 1177 | Unranked | softvoyagers-linkshrink-apimcp · back-end | Free privacy-first URL shortener API with analytics and link management. No API key required. | No signals yet | No commit datelisted | No one-command install · Source |
| 1178 | Unranked | solapur-software-developers-mcp-servermcp · back-end | Enables AI agents to query a verified directory of software developers in Solapur, India, including developer profiles, skills, scores, and rankings… | No signals yet | No commit datelisted | No one-command install · Source |
| 1179 | Unranked | speedofme-dev-speedofme-mcpmcp · observability | Official SpeedOf.Me server for accurate internet speed tests via 129 global Fastly edge servers with analytics dashboard and local history | No signals yet | No commit datelisted | No one-command install · Source |
| 1180 | Unranked | spreadsheetskill · other | Use when tasks involve creating, editing, analyzing, or formatting spreadsheets (`.xlsx`, `.csv`, `.tsv`) using Python (`openpyxl`, `pandas`)… | No signals yet | No commit datelisted | armory install spreadsheet --cli claude |
| 1181 | Unranked | sql-prosubagent · database | Use this agent when you need to optimize complex SQL queries, design efficient database schemas, or solve performance issues across PostgreSQL, MySQL… | No signals yet | No commit datelisted | armory install sql-pro --cli claude |
| 1182 | Unranked | sql-pro-2skill · database | Master modern SQL with cloud-native databases, OLTP/OLAP optimization, and advanced query techniques. Expert in performance tuning, data modeling, and… | No signals yet | No commit datelisted | armory install sql-pro-2 --cli claude |
| 1183 | Unranked | sscmfi-bond-analytics-mcp-servermcp · observability | Enables AI assistants to perform high-precision Price and Yield calculations for fixed income securities, including institutional risk metrics, using… | No signals yet | No commit datelisted | No one-command install · Source |
| 1184 | Unranked | statsigmcp · observability | Feature flags, experiments, and analytics platform | No signals yet | No commit datelisted | No one-command install · Source |
| 1185 | Unranked | subhatta123-twilizemcp · other | Programmatic Tableau workbook (.twb/.twbx) generation — 47 MCP tools for charts, dashboards, calculated fields, dashboard actions, workbook migration… | No signals yet | No commit datelisted | No one-command install · Source |
| 1186 | Unranked | swapcard-mcp-servermcp · back-end | Enables interaction with the Swapcard event platform API, providing tools to manage events, people, sessions, exhibitors, documents, custom fields… | No signals yet | No commit datelisted | No one-command install · Source |
| 1187 | Unranked | sync-health-monitorworkflow · observability | Monitor and diagnose GitHub-Linear sync health with performance analytics and automated troubleshooting | No signals yet | No commit datelisted | armory install sync-health-monitor --cli claude |
| 1188 | Unranked | tableau-audit-mcpmcp · other | Audits local Tableau workbooks for unused assets, duplicate worksheets, and dashboard weight, providing cleanup reports and health summaries. | No signals yet | No commit datelisted | No one-command install · Source |
| 1189 | Unranked | test-emp-database-mcp-2mcp · database | An employee-analytics MCP server backed by SQLite that provides hand-written SQL queries for common analytics tasks like salary ranking and department… | No signals yet | No commit datelisted | No one-command install · Source |
| 1190 | Unranked | thenextgennexus-hr-compensationmcp · observability | HR compensation benchmarks, salary data, and workforce analytics for AI assistants. | No signals yet | No commit datelisted | No one-command install · Source |
| 1191 | Unranked | thenextgennexus-real-estatemcp · observability | Real estate listings, property data, and market analytics for AI assistants. | No signals yet | No commit datelisted | No one-command install · Source |
| 1192 | Unranked | therealmrfunguy-github-insightsmcp · github-vcs | GitHub repository analytics, trending repos, contributor statistics, and language breakdowns. | No signals yet | No commit datelisted | No one-command install · Source |
| 1193 | Unranked | thinair-datamcp · back-end | Provides data access and analytics through ThinAir's authenticated MCP endpoint. | No signals yet | No commit datelisted | No one-command install · Source |
| 1194 | Unranked | thinkingdata-mcpmcp · database | Enables AI to interact with ThinkingData analytics through a read-only MCP service, supporting event/property queries, event analysis, retention… | No signals yet | No commit datelisted | No one-command install · Source |
| 1195 | Unranked | transitionmcp · observability | AI-powered multisport coaching with personalized workouts, adaptive training plans, and performance analytics for triathletes, runners, and cyclists. | No signals yet | No commit datelisted | No one-command install · Source |
| 1196 | Unranked | ux-researchersubagent · front-end | Use this agent when you need to conduct user research, analyze user behavior, or generate actionable insights to validate design decisions and uncover… | No signals yet | No commit datelisted | armory install ux-researcher --cli claude |
| 1197 | Unranked | vendiamcp · ai-agents | Fully managed MCP server to run any MCP compliant AI agent (Claude, ChatGPT, Gemini etc.) on any type of data (files, tables, SaaS apps, databases… | No signals yet | No commit datelisted | No one-command install · Source |
| 1198 | Unranked | vercel-analyticsworkflow · front-end | Set up Vercel Analytics and Speed Insights for React/Vite projects | No signals yet | No commit datelisted | armory install vercel-analytics --cli claude |
| 1199 | Unranked | waitlist-kitmcp · observability | Viral waitlist management with referral tracking, leaderboards, analytics, and built-in themes. | No signals yet | No commit datelisted | No one-command install · Source |
| 1200 | Unranked | x-apiskill · auth | X/Twitter API integration for posting tweets, threads, reading timelines, search, and analytics. Covers OAuth auth patterns, rate limits, and… | No signals yet | No commit datelisted | armory install x-api --cli claude |
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.