# What to use for data pipelines

> 'The pipeline' — ETL/ELT, ingestion, warehouse modelling.

Source: https://tashan.sh/task/data-pipelines.html
Ranked by fit for the task, then how well it documents itself, then the tashan score
  (upkeep and freshness, gated by real adoption). Public evidence only — nothing paid can
  change a rank. Method: https://tashan.sh/methodology.html

## Ranked

| # | Capability | tashan score | Adoption evidence | Activity |
|---|---|---|---|---|
| 1 | [Ckan](https://tashan.sh/capability/pkg-aborruso-ckan-mcp-server.html) | 64 | 774/wk | active |
| 2 | [Oe](https://tashan.sh/capability/pkg-openenthrium-oe-mcp.html) | 63 | 837/wk | active |
| 3 | [Orchestra](https://tashan.sh/capability/plugin-orchestra-hq-orchestra-skills-orchestra.html) | 50 | 9 ★ | active |
| 4 | [ClickHouse Best Practices](https://tashan.sh/capability/plugin-clickhouse-agent-skills-clickhouse-best-practices.html) | 71 | 498 ★ | active |
| 5 | [Databricks](https://tashan.sh/capability/plugin-databricks-databricks-agent-skills-databricks.html) | 69 | 228 ★ | active |
| 6 | [Data Agent Kit Starter Pack](https://tashan.sh/capability/plugin-gemini-cli-extensions-data-agent-kit-starter-pack-data-agent-kit-starter-pack.html) | 68 | 151 ★ | active |
| 7 | [Open Ontologies](https://tashan.sh/capability/plugin-fabio-rovai-open-ontologies-open-ontologies.html) | 63 | 212 ★ | active |
| 8 | [Datarobot Agent Skills](https://tashan.sh/capability/plugin-datarobot-oss-datarobot-agent-skills-datarobot-agent-skills.html) | 62 | 23 ★ | active |
| 9 | [Datahub Skills](https://tashan.sh/capability/plugin-datahub-project-datahub-skills-datahub-skills.html) | 61 | 34 ★ | active |
| 10 | [Snowflake Cortex Code](https://tashan.sh/capability/plugin-snowflake-labs-snowflake-ai-kit-snowflake-cortex-code.html) | 60 | 32 ★ | active |
| 11 | [Sentio AI Kit](https://tashan.sh/capability/plugin-sentioxyz-sentio-ai-kit-sentio-ai-kit.html) | 58 | 100 ★ | active |
| 12 | [Dataproc](https://tashan.sh/capability/plugin-gemini-cli-extensions-dataproc-dataproc.html) | 47 | 1 ★ | active |
| 13 | [Deepread](https://tashan.sh/capability/plugin-deepread-tech-skills-deepread.html) | 44 | 4 ★ | active |
| 14 | [Daft](https://tashan.sh/capability/plugin-eventual-inc-daft-daft.html) | 73 | 6k ★ | active |
| 15 | [AWS Data Analytics](https://tashan.sh/capability/plugin-aws-agent-toolkit-for-aws-aws-data-analytics.html) | 48 | 3 marketplaces | — |
| 16 | [Oracle AI Data Platform Workbench Spark Connectors](https://tashan.sh/capability/plugin-oracle-samples-oracle-aidp-samples-oracle-ai-data-platform-workbench-spark-connectors.html) | 48 | 3 marketplaces | — |
| 17 | [Astronomer Data Agents](https://tashan.sh/capability/plugin-astronomer-agents-astronomer-data-agents.html) | 44 | 3 marketplaces | active |
| 18 | [Data Engineering](https://tashan.sh/capability/plugin-astronomer-agents-data-engineering.html) | 44 | 3 marketplaces | active |
| 19 | [Marcopolo](https://tashan.sh/capability/plugin-immersa-co-marcopolo-plugin-marcopolo.html) | 43 | 1 ★ | active |
| 20 | [Spiceai Skills](https://tashan.sh/capability/plugin-spiceai-skills-spiceai-skills.html) | 42 | 3 ★ | active |
| 21 | [Sap Abap Cds](https://tashan.sh/capability/plugin-andreafusar-https-github-com-secondsky-sap-skills-sap-abap-cds.html) | 42 | 1 marketplaces | — |
| 22 | [Sap Btp Master Data Integration](https://tashan.sh/capability/plugin-andreafusar-https-github-com-secondsky-sap-skills-sap-btp-master-data-integration.html) | 42 | 1 marketplaces | — |
| 23 | [Sap Datasphere](https://tashan.sh/capability/plugin-andreafusar-https-github-com-secondsky-sap-skills-sap-datasphere.html) | 42 | 1 marketplaces | — |
| 24 | [Sap Hana Cloud Data Intelligence](https://tashan.sh/capability/plugin-andreafusar-https-github-com-secondsky-sap-skills-sap-hana-cloud-data-intelligence.html) | 42 | 1 marketplaces | — |
| 25 | [Holistics Development](https://tashan.sh/capability/plugin-holistics-skills-holistics-development.html) | 39 | 1 marketplaces | active |
| 26 | [Honeydew](https://tashan.sh/capability/plugin-honeydew-ai-honeydew-ai-coding-agents-plugins-honeydew.html) | 39 | 1 marketplaces | active |
| 27 | [Honeydew AI](https://tashan.sh/capability/plugin-honeydew-ai-honeydew-ai-coding-agents-plugins-honeydew-ai.html) | 39 | 1 marketplaces | active |
| 28 | [Opendataloader PDF](https://tashan.sh/capability/plugin-chujianyun-skills-opendataloader-pdf.html) | 36 | 1 marketplaces | active |
| 29 | [Oe · openenterprise](https://tashan.sh/capability/pkg-openenterprise-oe-mcp.html) | not scored | 63/wk | abandoned |
| 30 | [Atlan](https://tashan.sh/capability/plugin-atlanhq-agent-toolkit-atlan.html) | 58 | 32 ★ | active |
| 31 | [Knowledge Catalog](https://tashan.sh/capability/plugin-gemini-cli-extensions-knowledge-catalog-knowledge-catalog.html) | 58 | 25 ★ | active |
| 32 | [Bigtable](https://tashan.sh/capability/plugin-googlecloudplatform-cloud-bigtable-ecosystem-bigtable.html) | 53 | 20 ★ | active |
| 33 | [Versori Skills](https://tashan.sh/capability/plugin-versori-cli-versori-skills.html) | 51 | 12 ★ | active |
| 34 | [Scylladb](https://tashan.sh/capability/plugin-scylladb-agent-skills-scylladb.html) | 48 | 6 ★ | active |
| 35 | [Altimate Code](https://tashan.sh/capability/plugin-altimateai-altimate-claude-plugin-altimate-code.html) | 44 | 3 ★ | active |
| 36 | [Sales](https://tashan.sh/capability/pkg-autostackup-sales.html) | 40 | 62/wk | active |
| 37 | [Launch Kit](https://tashan.sh/capability/pkg-launchsecure-launch-kit.html) | 67 | 2k/wk | active |
| 38 | [Agentic Kdd](https://tashan.sh/capability/pkg-agentic-kdd.html) | 56 | 243/wk | active |
| 39 | [Moysklad](https://tashan.sh/capability/pkg-theyahia-moysklad-mcp.html) | 44 | 100/wk | active |
| 40 | [Bach Snowflake](https://tashan.sh/capability/pkg-bach-snowflake-mcp.html) | 40 | 31/wk | active |

Showing the top 40 of 42. The full ranked shelf is at https://tashan.sh/task/data-pipelines.html.

## What these numbers are not

- The tashan score measures upkeep, freshness and adoption. It is **not** a security
  verdict and **not** a measure of whether the capability works well.
- `not scored` means too little public evidence to rank, never that something is bad.
- The security audit is separate and free per capability, on each page above.