Live dataset · refreshed nightly from GitHub
AI tooling for data work,
ranked and tested.
MCP servers, agents and text-to-SQL tools for Snowflake, BigQuery, Databricks, Postgres, DuckDB, dbt and BI — ranked within each category and warehouse.
Tools tracked71 by GitHub stars: 1 → 100k+
Official vendor tools54/71
■ vendor 76% · ■ community 17
Active45/71commit in last 30 days
Targets covered8 tools per warehouse / BI target
Stars vs freshness
MCP serversAgentsText-to-SQLPlatforms & infra
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Bigger dots = official vendor tools. Hover for details, click to open.
Tools by category
officialcommunity
Browse by warehouse
Leaders by category
MCP servers
- MCP Reference Servers 91k★
- MCP Toolbox for Databases 17k★
- Looker MCP (via Toolbox) 17k★
- AWS MCP Servers 9.8k★
- Microsoft MCP 3.8k★
Agents
- Anthropic Claude Code 151k★
- LangChain SQL Agent 148k★
- OpenAI Codex CLI 130k★
- Gemini CLI 107k★
- LlamaIndex 53k★
Text-to-SQL
- Chat2DB 28k★
- WrenAI 18k★
- SQLChat 5.8k★
- SQLCoder 4.0k★
- Dataherald 3.6k★
Platforms & infra
- Apache Superset 75k★
- Metabase 50k★
- DuckDB 42k★
- Kestra 30k★
- Airbyte PyAirbyte MCP 22k★
Top MCP servers by warehouse
Full leaderboard
Overall # is by DataMCP score; the "in cat" rank keeps big general-purpose projects from crowding out specialist tools. Filter to re-rank.
| # | Tool | Category | Score | Stars | Freshness | Access |
|---|---|---|---|---|---|---|
| 1 · 2 in cat | LangChain SQL Agentofficial LangChain SQLDatabase toolkit and SQL agent | Agents | 100 | 148k | 0d | write |
| 2 · 1 in cat | Anthropic Claude Codeofficial Agentic coding CLI widely used with data MCP servers | Agents | 100 | 151k | 0d | write |
| 3 · 4 in cat | Gemini CLIofficial Gemini CLI agent with BigQuery/Data Cloud extensions | Agents | 100 | 107k | 0d | write |
| 4 · 3 in cat | OpenAI Codex CLIofficial Coding agent CLI supporting MCP servers | Agents | 100 | 130k | 0d | write |
| 5 · 1 in cat | MCP Reference Serversofficial Reference MCP servers (incl. archived Postgres/SQLite servers) | MCP servers | 99 | 91k | 6d | read-only |
| 6 · 1 in cat | Apache Supersetofficial Open-source BI platform | Platforms & infra | 99 | 75k | 0d | write |
| 7 · 5 in cat | LlamaIndexofficial NLSQLTableQueryEngine and text-to-SQL query pipelines | Agents | 96 | 53k | 2d | read-only |
| 8 · 2 in cat | Metabaseofficial Open-source BI with Metabot AI | Platforms & infra | 96 | 50k | 0d | write |
| 9 · 3 in cat | DuckDBofficial In-process analytical database | Platforms & infra | 96 | 42k | 0d | write |
| 10 · 4 in cat | Kestraofficial Orchestration platform with AI agent tasks and MCP | Platforms & infra | 94 | 30k | 0d | write |
| 11 · 1 in cat | Chat2DBofficial AI-powered SQL client and reporting tool | Text-to-SQL | 93 | 28k | 1d | write |
| 12 · 6 in cat | Cubeofficial Semantic layer with AI API and MCP | Platforms & infra | 92 | 21k | 0d | read-only |
| 13 · 5 in cat | Airbyte PyAirbyte MCPofficial Data integration platform with MCP servers | Platforms & infra | 92 | 22k | 0d | write |
| 14 · 2 in cat | WrenAIofficial Open-source GenBI agent: text-to-SQL, charts, semantic layer | Text-to-SQL | 91 | 18k | 1d | read-only |
| 15 · 2 in cat | MCP Toolbox for Databasesofficial Google's open-source MCP server for databases incl. BigQuery, Postgres, AlloyDB | MCP servers | 90 | 17k | 1d | write |
| 16 · 3 in cat | Looker MCP (via Toolbox)official Looker tools are provided through MCP Toolbox for Databases | MCP servers | 90 | 17k | 1d | read-only |
| 17 · 7 in cat | OpenMetadataofficial Open-source metadata platform with built-in MCP server | Platforms & infra | 90 | 15k | 0d | write |
| 18 · 8 in cat | dbt Coreofficial Data transformation framework | Platforms & infra | 90 | 14k | 0d | write |
| 19 · 6 in cat | MindsDBofficial Federated query engine for AI agents with MCP server | Agents | 89 | 40k | 36d | write |
| 20 · 9 in cat | Awesome MCP Servers Curated list of MCP servers (competitor/source) | Platforms & infra | 89 | 96k | 2d | read-only |
| 21 · 4 in cat | AWS MCP Serversofficial AWS Labs MCP servers incl. Redshift, Athena, DynamoDB, Aurora Postgres | MCP servers | 88 | 9.8k | 0d | write |
| 22 · 10 in cat | Evidenceofficial BI-as-code static reporting framework (SQL+Markdown) | Platforms & infra | 86 | 7.0k | 0d | read-only |
| 23 · 11 in cat | Lightdashofficial dbt-native BI with AI agents and MCP | Platforms & infra | 86 | 6.2k | 0d | write |
| 24 · 5 in cat | Microsoft MCPofficial Microsoft's catalog of official MCP servers incl. Azure and Fabric | MCP servers | 83 | 3.8k | 0d | write |
| 25 · 7 in cat | Kaggle-style: Jupyter AIofficial Generative AI extension for JupyterLab | Agents | 83 | 4.4k | 3d | write |
| 26 · 8 in cat | Supabase MCPofficial Connect AI assistants to Supabase projects (Postgres, migrations) | MCP servers | 82 | 3.0k | 0d | write |
| 27 · 6 in cat | DBHubofficial Universal database MCP gateway from Bytebase | MCP servers | 82 | 3.7k | 3d | write |
| 28 · 7 in cat | Grafana MCPofficial Official Grafana MCP: dashboards, datasources, Prometheus/Loki queries | MCP servers | 82 | 3.6k | 2d | write |
| 29 · 13 in cat | Rillofficial BI-as-code dashboards with MCP/AI features | Platforms & infra | 82 | 2.9k | 0d | read-only |
| 30 · 12 in cat | SQLMeshofficial dbt-compatible transformation framework | Platforms & infra | 82 | 3.3k | 0d | write |
| 31 · 8 in cat | DB-GPT AI-native data app framework with agents and text-to-SQL | Agents | 81 | 20k | 6d | write |
| 32 · 14 in cat | Bruinofficial End-to-end data pipeline CLI (ingest, SQL, Python, quality) with MCP | Platforms & infra | 79 | 1.8k | 0d | write |
| 33 · 9 in cat | Naoofficial AI data IDE / agent for analytics engineers | Agents | 79 | 1.9k | 0d | write |
| 34 · 9 in cat | MongoDB MCPofficial Official MongoDB and Atlas MCP server | MCP servers | 77 | 1.1k | 0d | write |
| 35 · 10 in cat | ClickHouse MCPofficial Official ClickHouse MCP server for querying and schema exploration | MCP servers | 75 | 888 | 2d | read-only |
| 36 · 12 in cat | Neon MCPofficial Manage Neon serverless Postgres via natural language | MCP servers | 74 | 652 | 1d | write |
| 37 · 11 in cat | Power BI Modeling MCPofficial Microsoft MCP for building/editing Power BI semantic models | MCP servers | 74 | 1.2k | 18d | write |
| 38 · 14 in cat | dbt MCP Serverofficial Official dbt MCP: run models, Semantic Layer queries, discovery API | MCP servers | 73 | 609 | 1d | write |
| 39 · 13 in cat | Redis MCPofficial Official Redis MCP server | MCP servers | 73 | 637 | 4d | write |
| 40 · 10 in cat | Altimate Datapilotofficial dbt Power User VS Code extension with AI Datapilot | Agents | 73 | 586 | 2d | write |
| 41 · 15 in cat | MotherDuck/DuckDB MCPofficial Official MCP server for DuckDB and MotherDuck | MCP servers | 71 | 530 | 9d | write |
| 42 · 16 in cat | Tableau MCPofficial Official Tableau MCP server for VizQL Data Service and metadata | MCP servers | 71 | 352 | 0d | read-only |
| 43 · 17 in cat | Qdrant MCPofficial Official Qdrant MCP server for semantic memory | MCP servers | 67 | 1.5k | 66d | write |
| 44 · 18 in cat | DataHub MCPofficial Official DataHub MCP server for metadata search and lineage | MCP servers | 63 | 82 | 0d | read-only |
| 45 · 11 in cat | PandasAIofficial Conversational data analysis over dataframes and SQL sources | Agents | 63 | 24k | 353d | read-only |
| 46 · 15 in cat | BIRD-SQL Research repo incl. BIRD text-to-SQL benchmark | Platforms & infra | 63 | 1.6k | 32d | read-only |
| 47 · 19 in cat | Postgres MCP Pro Postgres MCP with index tuning, explain plans, health checks | MCP servers | 62 | 3.4k | 62d | write |
| 48 · 12 in cat | Lumen (HoloViz) AI data exploration and dashboard agent from HoloViz | Agents | 60 | 318 | 1d | read-only |
| 49 · 13 in cat | Julius-like: Data Interpreter (MetaGPT) Multi-agent framework incl. Data Interpreter for analysis | Agents | 58 | 71k | 268d | write |
| 50 · 20 in cat | Atlan MCPofficial Atlan agent toolkit / MCP for metadata and lineage | MCP servers | 56 | 41 | 18d | write |
| 51 · 22 in cat | Elasticsearch MCPofficial Official Elasticsearch MCP server | MCP servers | 55 | 719 | 115d | read-only |
| 52 · 21 in cat | MySQL MCP MCP server for secure MySQL interaction | MCP servers | 55 | 1.4k | 75d | write |
| 53 · 3 in cat | SQLChatofficial Chat-based SQL client | Text-to-SQL | 55 | 5.8k | 179d | write |
| 54 · 16 in cat | Text2SQL benchmark: Spider 2.0 Enterprise text-to-SQL benchmark on real warehouses | Platforms & infra | 55 | 880 | 65d | read-only |
| 55 · 5 in cat | Dataheraldofficial Natural-language-to-SQL engine for enterprise QA over relational data | Text-to-SQL | 53 | 3.6k | 827d | read-only |
| 56 · 4 in cat | SQLCoderofficial Open LLM fine-tuned for text-to-SQL | Text-to-SQL | 53 | 4.0k | 877d | read-only |
| 57 · 23 in cat | Pinecone MCPofficial Pinecone developer MCP for indexes and docs | MCP servers | 52 | 72 | 63d | write |
| 58 · 24 in cat | DuckDB MCP extension DuckDB extension that serves/consumes MCP | MCP servers | 52 | 65 | 0d | write |
| 59 · 25 in cat | Snowflake MCP Serverofficial Official Snowflake MCP server: Cortex Search/Analyst/Agents, object management, SQL | MCP servers | 44 | 300 | 154d | write |
| 60 · 26 in cat | Chroma MCPofficial Official Chroma MCP server | MCP servers | 43 | 599 | 394d | write |
| 61 · 27 in cat | Databricks MCP (Labs)official Databricks Labs MCP servers for Unity Catalog functions, Genie, vector search | MCP servers | 34 | 100 | 464d | read-only |
| 62 · 28 in cat | Superset MCP MCP server for Apache Superset dashboards, charts, SQL Lab | MCP servers | 28 | 196 | 446d | write |
| 63 · 29 in cat | Snowflake MCP (community) Community MCP server for querying Snowflake with optional write mode | MCP servers | 27 | 184 | 374d | write |
| 64 · 30 in cat | Airflow MCP MCP server wrapping the Apache Airflow REST API | MCP servers | 27 | 179 | 227d | write |
| 65 · 31 in cat | Metabase MCP MCP server to list and run Metabase dashboards/cards | MCP servers | 26 | 150 | 196d | read-only |
| 66 · 32 in cat | BigQuery MCP (community) MCP server to inspect schemas and run queries on BigQuery | MCP servers | 25 | 131 | 252d | read-only |
| 67 · 34 in cat | Legion MCP Multi-database MCP server built on Query Runner | MCP servers | 24 | 95 | 524d | write |
| 68 · 33 in cat | SQLite Explorer MCP Safe read-only SQLite access via FastMCP | MCP servers | 24 | 108 | 456d | read-only |
| 69 · 6 in cat | Vannaofficialarchived RAG-based text-to-SQL Python framework | Text-to-SQL | 23 | 24k | 256d | read-only |
| 70 · 35 in cat | Databricks MCP (community) MCP server for running SQL and listing jobs on Databricks | MCP servers | 20 | 50 | 556d | read-only |
| 71 · 36 in cat | Microsoft SQL MCP (Azure)officialarchived Azure MCP Server (now in microsoft/mcp) covering Azure data services | MCP servers | 7 | 1.2k | 268d | write |