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

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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ScoreUsageTestedMentionsStarsName
Highest FirstRows50100250Export

Needs the armory CLI · not on npm yet, build it from cli/ in the repository

122 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
101Unrankedspurs-analytics-mcpmcp · databaseGoverned data pipeline for NBA ticketing and attendance data, exposing typed tools for AI agents to query game performance and seat-tier sales without…No signals yetNo one-command install · Source
102Unrankedagenticbimcp · databaseConnect your business data to any MCP client. AgenticBI agents find the right data, join across systems, run queries, build dashboards, generate…No signals yetNo one-command install · Source
103Unrankedoxplot-snowflakemcp · databaseIntegrates with Snowflake databases through external browser authentication, enabling secure schema exploration and SQL query execution without…No signals yetNo one-command install · Source
104Unrankedio-github-optisol-business-db-metadata-extractor-mcpmcp · databaseEnables extraction and querying of database schema metadata from PostgreSQL, Snowflake, SQL Server, BigQuery, and Oracle databases, saving results…No signals yetNo one-command install · Source
105Unrankedoptisol-business-db-metadata-extractormcp · databaseExtract database schema metadata from PostgreSQL, Snowflake, SQL Server, BigQuery, and Oracle.No signals yetNo one-command install · Source
106Unrankedamansingh63-dbhub-analyticsmcp · databaseMulti-database MCP server supporting PostgreSQL, MySQL, SQL Server, SQLite, Databricks, and BigQuery for AI-powered database exploration and querying.No signals yetNo one-command install · Source
107Unrankeddbhub-analyticsmcp · databaseUniversal Database MCP Server enabling AI assistants to connect and query multiple databases including Databricks, BigQuery, PostgreSQL, MySQL, SQL…No signals yetNo one-command install · Source
108Unrankedhorizon-mcpmcp · databaseEnables natural language querying of Snowflake-managed Iceberg tables via Horizon IRC and DuckDB, without using a Snowflake warehouse.No signals yetNo one-command install · Source
109Unrankedmotherduck-duckdb-mcp-servermcp · databaseA local MCP server implementation that interacts with DuckDB and MotherDuck databases, providing SQL analytics capabilities to AI Assistants and IDEs.No signals yetNo one-command install · Source
110Unrankedlocal-bi-assistant-mcp-servermcp · databaseEnables natural language business intelligence queries on local databases, generating SQL, visualizations, and insights with 5 MCP tools.No signals yetNo one-command install · Source
111Unrankedsimple-snowflake-mcpmcp · databaseEnables natural language querying and management of Snowflake databases, including SQL execution, schema exploration, and warehouse monitoring.No signals yetNo one-command install · Source
112Unrankedmcp-bigquery-dryrunmcp · databaseValidates BigQuery SQL syntax and performs dry-run analysis without executing queries, providing cost estimates, referenced tables, and schema…No signals yetNo one-command install · Source
113Unrankedbigquery-basicsskill · databaseManages datasets, tables, and jobs in BigQuery, and integrates with BigQuery ML and Gemini for advanced data analytics and AI-driven insights. Use for…No signals yetNo commit datelisted armory install bigquery-basics --cli claude
114Unrankedclickhouse-ioskill · databaseClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads.No signals yetNo commit datelisted armory install clickhouse-io --cli claude
115Unrankeddotmcp · databaseGet insights and visualizations from data in your databases, data warehouses or semantic layers.No signals yetNo commit datelisted No one-command install · Source
116Unrankedduckdb-analytics-mcpmcp · databaseProvides read-only SQL analytics on local CSV, Parquet, and JSON datasets using DuckDB, with pagination, security guardrails, and health monitoring.No signals yetNo commit datelisted No one-command install · Source
117Unrankedhickey-mcpmcp · databasePersonal MCP server for Snowflake and Tableau integration, enabling SQL queries and database/table listing as well as Tableau workbook, view…No signals yetNo commit datelisted No one-command install · Source
118Unrankedsnowflake-data-engineering-cursorrules-prompt-filerules · databaseCursor rules for Snowflake SQL, data pipelines (Dynamic Tables, Streams, Tasks, Snowpipe), semi-structured data, Snowflake Postgres, and cost…No signals yetNo commit datelisted armory install snowflake-data-engineering-cursorrules-prompt-file --cli claude
119Unrankedsql-prosubagent · databaseUse this agent when you need to optimize complex SQL queries, design efficient database schemas, or solve performance issues across PostgreSQL, MySQL…No signals yetNo commit datelisted armory install sql-pro --cli claude
120Unrankedsql-pro-2skill · databaseMaster modern SQL with cloud-native databases, OLTP/OLAP optimization, and advanced query techniques. Expert in performance tuning, data modeling, and…No signals yetNo commit datelisted armory install sql-pro-2 --cli claude
121Unrankedtest-emp-database-mcp-2mcp · databaseAn employee-analytics MCP server backed by SQLite that provides hand-written SQL queries for common analytics tasks like salary ranking and department…No signals yetNo commit datelisted No one-command install · Source
122Unrankedthinkingdata-mcpmcp · databaseEnables AI to interact with ThinkingData analytics through a read-only MCP service, supporting event/property queries, event analysis, retention…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