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 | 99.732 | mindsdbmcp · database | MindsDB allows applications to answer questions over large-scale federated data—spanning databases, data warehouses, and SaaS applications. | 39,680 stars · 6,240 forks | No one-command install · Source | |
| 2 | 97.274 | kruskal-labs-toolfrontmcp · database | Provides unified access to multiple database types including PostgreSQL, MySQL, SQLite, DuckDB, BigQuery, and Snowflake with tools for schema… | 871 stars · 67 forks | No one-command install · Source | |
| 3 | 96.744 | centralmind-gatewaymcp · database | MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery… | 547 stars · 64 forks | No one-command install · Source | |
| 4 | 96.488 | executeautomation-database-servermcp · database | Enables direct interaction with SQLite and SQL Server databases through a modular adapter architecture for data analysis, database management, and… | 380 stars · 97 forks | No one-command install · Source | |
| 5 | 96.219 | snowflakemcp · database | Bridges AI applications with Snowflake's data platform for database interaction | 296 stars · 107 forks | No one-command install · Source | |
| 6 | 95.545 | bagelmcp · database | MCP server for chatting with physical-world data from robotics, drones, automotive, and IoT sources using natural language. It generates auditable SQL… | 396 stars · 30 forks | No one-command install · Source | |
| 7 | 95.478 | isaacwasserman-snowflakemcp · database | Run SQL queries and other interactions against Snowflake databases | 186 stars · 84 forks | No one-command install · Source | |
| 8 | 93.243 | lucashild-bigquerymcp · database | Inspect schemas and execute SQL queries on Google BigQuery. | 130 stars · 39 forks | No one-command install · Source | |
| 9 | 92.629 | teslamatemcp · database | Provides access to TeslaMate database analytics for querying Tesla vehicle data including battery health, charging patterns, driving efficiency… | 140 stars · 22 forks | No one-command install · Source | |
| 10 | 91.607 | legion-databasemcp · database | Enables natural language querying and management of multiple database types (PostgreSQL, MySQL, SQL Server, BigQuery) for data analysis, business… | 94 stars · 27 forks | No one-command install · Source | |
| 11 | 91.135 | metabase-mcpmcp · database | Enables AI assistants to interact with Metabase for querying databases, executing SQL, managing dashboards, and automating analytics workflows. | 73 stars · 32 forks | No one-command install · Source | |
| 12 | 90.799 | easecloudio-metabasemcp · database | Integrates with Metabase business intelligence platform to provide dashboard management, query execution, database connectivity with SQL capabilities… | 81 stars · 24 forks | No one-command install · Source | |
| 13 | 90.408 | skanga-database-querymcp · database | Provides direct database access and querying capabilities across H2, PostgreSQL, MySQL, Oracle, SQL Server, Snowflake, and BigQuery with connection… | 97 stars · 14 forks | No one-command install · Source | |
| 14 | 90.116 | couchbase-ecosystemmcp · database | Connect to Couchbase clusters for document management, SQL++ queries, and performance analytics | 34 stars · 33 forks | No one-command install · Source | |
| 15 | 88.921 | slingdata-slingmcp · database | Data integration tool for querying databases, running data pipelines, and managing replications across 30+ systems | 72 stars · 13 forks | No one-command install · Source | |
| 16 | 88.838 | datawiz168-snowflakemcp · database | Integration with Snowflake databases, enabling execution of SQL queries and analysis of enterprise data. | 45 stars · 25 forks | No one-command install · Source | |
| 17 | 88.475 | agentic-ops-real-estatemcp · database | Provides mock real estate data management with property listings, agent profiles, client databases, and market analytics for Riverside, California… | 56 stars · 20 forks | No one-command install · Source | |
| 18 | 85.914 | lishenxydlgzs-aws-athenamcp · database | Integrates with AWS SDK to execute SQL queries against Athena databases, enabling large-scale data analysis and business intelligence for AWS data… | 41 stars · 15 forks | No one-command install · Source | |
| 19 | 82.840 | io-github-ralfbecher-orionbelt-analyticsmcp · database | OrionBelt Analytics is an MCP server that analyzes relational database schemas and generates RDF/OWL ontologies with embedded SQL mappings. It… | 46 stars · 5 forks | No one-command install · Source | |
| 20 | 82.609 | hyeongjun-dev-metabasemcp · database | Connects to Metabase analytics platforms to enable conversational access to business intelligence data through tools for listing dashboards, executing… | 36 stars · 7 forks | No one-command install · Source | |
| 21 | 79.156 | mcp-server-for-snowflakemcp · database | Enables read-only querying of Snowflake databases through Claude, supporting multiple authentication methods and SQL operations like SELECT, SHOW… | 14 stars · 11 forks | No one-command install · Source | |
| 22 | 75.041 | mcp-use-supabasemcp · database | Bridges Supabase databases with interactive React widgets for data visualization, providing sortable tables, SQL query editors with syntax… | 19 stars · 4 forks | No one-command install · Source | |
| 23 | 73.756 | morningman-dorismcp · database | Integrates with Apache Doris analytical database system through MySQL protocol, enabling data querying and interaction for business intelligence and… | 15 stars · 5 forks | No one-command install · Source | |
| 24 | 73.182 | mustafahasankhan-duckdbmcp · database | Enables AI to query and analyze data through DuckDB, an in-process analytical database optimized for OLAP workloads with direct support for CSV… | 18 stars · 3 forks | No one-command install · Source | |
| 25 | 73.012 | yannbrrd-simple-snowflakemcp · database | Integrates with Snowflake data warehouses to enable SQL query execution, database exploration, and result formatting with corporate proxy support and… | 8 stars · 8 forks | No one-command install · Source | |
| 26 | 72.843 | sqlgeniusmcp · database | SQLGenius is an MCP server that enables natural language querying of BigQuery databases using Gemini Pro, with features like schema exploration and… | 13 stars · 6 forks | No one-command install · Source | |
| 27 | 70.328 | jovezhong-timeplusmcp · database | Integrates with Timeplus to enable SQL query execution and database information retrieval for real-time analytics and data exploration. | 12 stars · 4 forks | No one-command install · Source | |
| 28 | 67.906 | scherlokmcp · database | Zero-config data quality monitoring as MCP tools. Profiles a warehouse (Postgres, BigQuery, Snowflake, MySQL, DuckDB), detects anomalies, and gates CI… | 9 stars · 5 forks | No one-command install · Source | |
| 29 | 67.900 | graphmemory-idemcp · database | An AI-assisted, long-term memory system for IDEs, powered by Kuzu graph database. GraphMemory-IDE is an MCP server that provides semantic vector… | 13 stars · 2 forks | No one-command install · Source | |
| 30 | 66.893 | filemaker-mcpmcp · database | Enables AI assistants to query, analyze, and discover FileMaker database schemas via OData v4, with pandas-powered analytics for efficient data… | 10 stars · 3 forks | No one-command install · Source | |
| 31 | 66.871 | lark-basemcp · database | Integrates with Lark Base (formerly Feishu Bitable) to enable data retrieval, field management, and table manipulation across collaborative… | 9 stars · 4 forks | No one-command install · Source | |
| 32 | 64.134 | datachartermcp · database | Read-only, PII-masked MCP server for querying data federated through DuckDB — list sources/tables, inspect schemas, and run SQL across Postgres… | 12 stars · 1 fork | No one-command install · Source | |
| 33 | 63.896 | ebhattad-nfl-datamcp · database | Provides NFL play-by-play data from 1999 to present with DuckDB-backed analytics, structured tools for play search, team and player statistics… | 8 stars · 3 forks | No one-command install · Source | |
| 34 | 63.107 | rioriost-age-graphmcp · database | Bridges Claude with PostgreSQL databases using Apache AGE graph extension, enabling natural language execution of Cypher queries for graph operations… | 4 stars · 5 forks | No one-command install · Source | |
| 35 | 62.111 | database-analytics-mcpmcp · database | Provides SQLite database analytics operations through MCP, enabling AI assistants to connect, query, explore schema, and export data from SQLite… | 7 stars · 3 forks | No one-command install · Source | |
| 36 | 62.026 | bigquery-mcpmcp · databasealso listed as snowleopard-ai-bigquery | Enables AI agents to interact with Google BigQuery databases through natural language queries and schema exploration. | 10 stars · 1 fork | No one-command install · Source | |
| 38 | 59.040 | neverinfamous-sqlitemcp · database | Advanced SQLite database server with support for JSONB, full-text search, geospatial operations, and analytics | 13 stars | No commit datelisted | No one-command install · Source |
| 39 | 58.185 | mcp-snowflakemcp · database | A Model Context Protocol server that connects to Snowflake databases and executes SQL queries. It provides tools to list databases, schemas, tables… | 6 stars · 2 forks | No one-command install · Source | |
| 39 | 58.185 | gigapi-timeseriesmcp · database | Integrates with GigAPI Timeseries Lake to execute SQL queries, manage databases and tables, and write time-series data using InfluxDB Line Protocol… | 6 stars · 2 forks | No one-command install · Source | |
| 41 | 57.364 | takuya0206-bigquerymcp · database | Enables secure, read-only access to Google BigQuery databases for data exploration and SQL query execution with built-in safeguards for cost control… | 5 stars · 3 forks | No one-command install · Source | |
| 42 | 57.245 | tableau-lineage-mcpmcp · database | Enables AI assistants to read and audit Tableau .twbx workbooks locally, providing tools for dependency tracing, field listing, SQL queries, filters… | 7 stars · 1 fork | No one-command install · Source | |
| 43 | 55.515 | z3z1ma-lookerctlmcp · database | Automates Looker workflows and LookML development with comprehensive parsing, validation, dependency analysis, query testing with baseline… | 5 stars · 2 forks | No one-command install · Source | |
| 44 | 53.985 | alkemi-datamcp · database | Connects to Alkemi's cloud service for natural language database querying across Snowflake, Google BigQuery, and DataBricks with bearer token… | 4 stars · 3 forks | No one-command install · Source | |
| 44 | 53.985 | brooksian-ssbmcp · database | Integrates with SQL Stream Builder and Cloudera Data Platform to enable real-time stream processing management, SQL query execution, job lifecycle… | 4 stars · 3 forks | No one-command install · Source | |
| 44 | 53.985 | talknerdytome-labs-google-sheets-analyticsmcp · database | Syncs Google Sheets data to a local SQLite database with intelligent caching and change detection, enabling natural language queries and cross-sheet… | 4 stars · 3 forks | No one-command install · Source | |
| 44 | 53.985 | tylerstoltz-odbcmcp · database | Enables secure, read-only access to any ODBC-compatible database through tools for listing connections, testing connectivity, retrieving schemas, and… | 4 stars · 3 forks | No one-command install · Source | |
| 48 | 52.498 | railsware-coupler-iomcp · database | Integrates with Coupler.io data flows to provide direct access to analytics from hundreds of connected data sources through tools for discovering… | 5 stars · 1 fork | No one-command install · Source | |
| 48 | 52.498 | davidamom-snowflakemcp · database | Provides secure access to Snowflake databases with robust connection management, supporting both password and key pair authentication for SQL query… | 5 stars · 1 fork | No one-command install · Source | |
| 50 | 52.135 | aegis-dq-aegis-dqmcp · database | Agentic data quality framework that runs structured rules against warehouses (DuckDB, BigQuery, Athena, Databricks, Postgres), diagnoses failures with… | 4 stars · 2 forks | No one-command install · Source | |
| 50 | 52.135 | dana-k-williams-singlestoremcp · database | Integrates with SingleStore databases to enable efficient querying and data operations for large-scale, real-time analytics applications. | 4 stars · 2 forks | No one-command install · Source | |
| 52 | 47.273 | quintonwall-fast-pyairbytemcp · database | Generates complete Python data pipeline scripts by automatically retrieving Airbyte connector specifications from a vector store and producing… | 3 stars · 2 forks | No one-command install · Source | |
| 53 | 46.654 | dbechomcp · database | An MCP server that gives AI agents direct read-only access to PostgreSQL databases, enabling natural language analytics through tools for schema… | 5 stars | No one-command install · Source | |
| 53 | 46.654 | cdata-acumaticamcp · database | Connects to enterprise databases through JDBC drivers, enabling SQL query execution and metadata exploration across various data sources including… | 5 stars | No one-command install · Source | |
| 55 | 44.256 | orionbelt-semantic-layer-mcpmcp · database | MCP server for the OrionBelt Semantic Layer. Enables LLMs to explore governed semantic models, compile YAML metric definitions into optimized SQL… | 3 stars · 1 fork | No one-command install · Source | |
| 55 | 44.256 | dataraummcp · database | Rich metadata context engine for AI-driven data analytics with semantic profiling and SQL execution. | 3 stars · 1 fork | No one-command install · Source | |
| 55 | 44.256 | gwhthompson-gristmcp · database | Integrates with Grist spreadsheet-database for document management, data queries, and schema operations. | 3 stars · 1 fork | No one-command install · Source | |
| 55 | 44.256 | pcfvw-arangodb-asyncmcp · database | Provides async ArangoDB database operations with 46 tools for graphs, queries, multi-tenancy, and analytics. | 3 stars · 1 fork | No one-command install · Source | |
| 59 | 43.498 | build-vaultmcp · database | Transforms The Build Podcast into a searchable knowledge base using hybrid vector and full-text search, providing semantic search across business… | 2 stars · 2 forks | No one-command install · Source | |
| 59 | 43.498 | gotalab-bigquery-analysismcp · database | Enables safe SQL query execution on Google BigQuery datasets with built-in safeguards that prevent data manipulation and limit query size to 1 TB. | 2 stars · 2 forks | No one-command install · Source | |
| 61 | 41.082 | gigamori-mcp-run-sql-connectorxmcp · database | An MCP server that executes SQL via ConnectorX and streams the result to a CSV or Parquet file. Supports PostgreSQL, MariaDB, BigQuery, RedShift, MS… | 1 star · 2 forks | No one-command install · Source | |
| 62 | 38.412 | nlqueriesmcp · database | Natural language to SQL engine with multi-connector support (PostgreSQL, MySQL, Snowflake, BigQuery, DuckDB), document QA, semantic caching, and… | 3 stars | No one-command install · Source | |
| 62 | 38.412 | renanlido-custom-databasemcp · database | Provides secure database access across PostgreSQL, MySQL, MongoDB, and Oracle databases with credential management, connection configuration, and… | 3 stars | No one-command install · Source | |
| 64 | 38.066 | gh-marekrost-spreadsheetmcp · database | Read and write spreadsheet files with cell-level operations and DuckDB SQL engine. | 2 stars · 1 fork | No one-command install · Source | |
| 64 | 38.066 | rebots-online-neo4jmcp · database | Integrates Neo4j graph databases, enabling natural language interactions for complex relationship modeling and graph-based analytics. | 2 stars · 1 fork | No one-command install · Source | |
| 66 | 35.443 | mcp-server-motherduckmcp · database | An MCP server that enables SQL analytics on DuckDB and MotherDuck databases, allowing AI assistants and IDEs to query and analyze data. | 2 forks | No one-command install · Source | |
| 67 | 32.223 | nsphung-snowflakemcp · database | Connects AI assistants to Snowflake with SQL execution, schema exploration, and TOML multi-connection configuration. | 2 stars | No one-command install · Source | |
| 67 | 32.223 | txn2-trinomcp · database | Connects to Trino data warehouses for executing SQL queries, analyzing execution plans, and exploring database schemas with built-in security features… | 2 stars | No one-command install · Source | |
| 67 | 32.223 | takeokunn-metabasemcp · database | Integrates with Metabase business intelligence platform to enable database querying, dashboard management, report generation, and administrative tasks… | 2 stars | No one-command install · Source | |
| 67 | 32.223 | kosminus-querywise-mcpmcp · database | Query SQL databases (SQLite, PostgreSQL, BigQuery, Databricks) in natural language through a business semantic layer — glossary, metrics, and a data… | 2 stars | No one-command install · Source | |
| 67 | 32.223 | mcp-data-lensmcp · database | Enables users to ask questions about their spreadsheets in plain English and receive instant answers using DuckDB-powered analytics, supporting… | 2 stars | No one-command install · Source | |
| 67 | 32.223 | patrickfreyer-snowflakemcp · database | Integrates with Snowflake data warehouses to execute SELECT queries, explore database schemas, and retrieve table metadata with built-in SQL injection… | 2 stars | No one-command install · Source | |
| 67 | 32.223 | statsource-analyticsmcp · database | Integrates with statistical and machine learning tools to perform data analysis, calculations, and time-series forecasting on user data from various… | 2 stars | No commit datelisted | No one-command install · Source |
| 74 | 23.374 | headcrab-clickhousemcp · database | Connects Claude to ClickHouse databases for direct query execution and data retrieval from time-series data, analytics datasets, or large-scale data… | 1 fork | No one-command install · Source | |
| 74 | 23.374 | r3-yamauchi-cdata-connect-cloudmcp · database | Integrates with CData Connect Cloud to enable SQL query execution across diverse data sources, facilitating seamless data integration for analytics… | 1 fork | No one-command install · Source | |
| 76 | 22.557 | health-coach-mcpmcp · database | A personal health and fitness MCP server that provides tools for managing profile data, goals, body measurements, nutrition, workouts, sleep… | 1 star | No one-command install · Source | |
| 76 | 22.557 | sql-review-agentmcp · database | Enables reviewing BigQuery SQL queries for performance issues, cost estimation, and suggested rewrites via an MCP interface. | 1 star | No one-command install · Source | |
| 76 | 22.557 | fitmcpmcp · database | A multi-platform fitness MCP server that syncs data from Garmin, Strava, Google Fit, and Suunto into a local DuckDB database and provides analytics… | 1 star | No one-command install · Source | |
| 76 | 22.557 | sqlite-spreadsheet-sync-mcpmcp · database | This MCP server enables AI assistants to interact with a SQLite database through a spreadsheet-like interface, supporting operations such as querying… | 1 star | No one-command install · Source | |
| 76 | 22.557 | arpe-io-lakexpressmcp · database | Automated database-to-cloud data pipeline exporting to Parquet with sync management and data lake publishing. | 1 star | No one-command install · Source | |
| 76 | 22.557 | anatoliyaksenov-airflow-etl-pipeline-generatormcp · database | Integrates with Apache Airflow, GitLab, Kafka, PostgreSQL, S3, and SMB file systems to enable conversational ETL pipeline creation, data source… | 1 star | No one-command install · Source | |
| 76 | 22.557 | cdata-sap-hana-xs-advancedmcp · database | Connects to SAP HANA databases through JDBC to enable querying tables, retrieving metadata, and executing SQL statements with CSV-formatted output for… | 1 star | No one-command install · Source | |
| 76 | 22.557 | cdata-sap-businessobjects-bimcp · database | Connects to SAP BusinessObjects BI databases through JDBC drivers, enabling natural language queries of business intelligence data with table… | 1 star | No one-command install · Source | |
| 76 | 22.557 | snowflake-cortexmcp · database | Integrates with Snowflake's Cortex AI services to convert natural language queries into SQL using semantic models, search PDF documents stored in… | 1 star | No one-command install · Source | |
| 76 | 22.557 | motherduck-mcpmcp · database | MCP server for SQL analytics on DuckDB and MotherDuck databases, enabling AI assistants and IDEs to query data via natural language. | 1 star | No one-command install · Source | |
| 76 | 22.557 | mylocalaichat-csv-postgresmcp · database | Loads CSV files into PostgreSQL databases with automatic table creation, data validation, and bulk import using COPY commands for efficient data… | 1 star | No commit datelisted | No one-command install · Source |
| 87 | Unranked | nfl-analytics-mcpmcp · database | Enables natural-language querying of a local DuckDB warehouse of NFL play-by-play data, converting questions into SQL and returning results. | No signals yet | No one-command install · Source | |
| 88 | Unranked | substack-insights-mcpmcp · database | A credential-free MCP server that turns a Substack publication's public RSS archive and official analytics snapshots into a durable, queryable local… | No signals yet | No one-command install · Source | |
| 89 | Unranked | postgres-analytics-mcp-servermcp · database | Enables AI assistants to safely inspect and query PostgreSQL databases with read-only enforcement, row/timeout limits, and audit logging, providing… | No signals yet | No one-command install · Source | |
| 90 | Unranked | datyra-mcpmcp · database | Enables AI assistants to perform data analysis on local datasets through natural language, orchestrating Python, R, SQL, Spark, Jupyter, Power BI, and… | No signals yet | No one-command install · Source | |
| 91 | Unranked | bigquery-mcp-data-agentmcp · database | Enables AI agents to analyze BigQuery datasets through MCP, using tools to inspect datasets and execute read-only SQL queries. | No signals yet | No one-command install · Source | |
| 92 | Unranked | fansly-mcpmcp · database | MCP server for Fansly account analytics using your own session, storing metrics in local SQLite. Provides tools for profile metrics, post performance… | No signals yet | No one-command install · Source | |
| 93 | Unranked | iris-bi-agentmcp · database | Enables verifiable business intelligence over federated data sources, supporting semantic queries, drill-down to source rows, and raw SQL with… | No signals yet | No one-command install · Source | |
| 94 | Unranked | ai-orchestrator-mcpmcp · database | Enables AI agents to interact with heterogeneous databases (MySQL, MongoDB, BigQuery) through MCP tools, allowing natural language queries and… | No signals yet | No one-command install · Source | |
| 95 | Unranked | nav-2015-fastmcp-servermcp · database | Provides read-only analytics and metadata exploration for Dynamics NAV 2015 databases, enabling user details, permissions, table schemas, and… | No signals yet | No one-command install · Source | |
| 96 | Unranked | analytics-mcp-servermcp · database | Enables safe exploration and analysis of SQLite databases through guarded read-only queries, schema inspection, aggregations, and CSV imports. | No signals yet | No one-command install · Source | |
| 97 | Unranked | arpe-iomcp · database | Unified interface for Arpe.io data tools including parallel database export, cross-platform migration, and cloud data pipelines. | No signals yet | No one-command install · Source | |
| 98 | Unranked | test-emp-database-mcpmcp · database | An employee-analytics MCP server backed by SQLite with pre-seeded sample data, providing tools for common SQL analytics such as top N earners… | No signals yet | No one-command install · Source | |
| 99 | Unranked | kalehdoo-warehousemcp · database | Universal production MCP server for Postgres, Oracle, Snowflake, BigQuery, Redshift, and DuckDB data warehouses. | No signals yet | No one-command install · Source | |
| 100 | Unranked | poetryquill-analytics-mcpmcp · database | An MCP server that connects Claude Desktop to PoetryQuill's live Supabase database. Ask Claude natural language questions about your platform data. | No signals yet | 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.