What is the best MCP servers and plugin for a data engineer?

By tashan's measured score the highest-ranked for this work are Ckan, Oe, DuckDB Skills, Cockroachdb, Orchestra. The score combines upkeep and freshness, gated by real adoption; every input is public and linked to its source.

What work does this cover?

A data engineer here is the union of the tasks that job performs — data pipelines, query optimisation, data quality — so a capability appears if it is measured against any of them. 76 capabilities qualify today.

Are these audited for security?

Every capability tashan measures is checked against the OSV advisory database at the version you would install today, for install-time scripts, for build provenance, and for the permission surface its declared dependencies reach. The existence of a finding is always free to see. The audit reads public evidence only and never executes anything, so an empty result means nothing was declared, never that nothing is possible.

The Index · By job · Data engineer

MCP servers & plugins for data engineer, ranked

tashan measures 76 capabilities against the work a data engineer actually does: data pipelines, query optimisation, data quality. Ranked on public evidence alone: upkeep, freshness and real adoption. How we measure ›

The stack for this job

One pick per task, taken from the ranking below. Best fit first, then how well it documents itself, then the tashan score.

Data pipelinesClickHouse Best Practices71 Query optimisationWhodb73

#	Capability	tashan	Evidence	Health
1	Ckan primary npm deep	64	774/wk	active
2	Oe primary npm deep	63	837/wk	active
3	DuckDB Skills primary plugin deep	58	523 ★	active
4	Cockroachdb primary plugin deep	53	3 ★	active
5	Orchestra primary plugin deep	50	9 ★	active
6	Whodb primary plugin solid	73	5k ★	active
7	ClickHouse Best Practices primary plugin solid	71	498 ★	active
8	Databricks primary plugin solid	69	228 ★	active
9	Codspeed primary plugin solid	69	235 ★	active
10	Data Agent Kit Starter Pack primary plugin ✓ Google solid	68	151 ★	active
11	Dataverse · microsoft primary plugin ✓ Microsoft solid	68	184 ★	active
12	Geosql primary plugin solid	68	558 ★	active
13	Neon primary plugin solid	66	81 ★	active
14	Open Ontologies primary plugin solid	63	212 ★	active
15	Datarobot Agent Skills primary plugin solid	62	23 ★	active
16	Datahub Skills primary plugin solid	61	34 ★	active
17	Fiftyone primary plugin solid	61	37 ★	active
18	Snowflake Cortex Code primary plugin solid	60	32 ★	active
19	BigQuery Data Analytics primary plugin ✓ Google solid	60	47 ★	active
20	Cloud SQL PostgreSQL primary plugin ✓ Google solid	60	41 ★	active
21	Alloydb primary plugin ✓ Google solid	59	22 ★	active
22	Sentio AI Kit primary plugin solid	58	100 ★	active
23	Cloud SQL MySQL primary plugin ✓ Google solid	55	11 ★	active
24	Cloud SQL Sqlserver primary plugin ✓ Google solid	53	7 ★	active
25	Alloydb Omni primary plugin ✓ Google solid	50	4 ★	active
26	Akf primary plugin solid	50	13 ★	active
27	Hubspot Admin primary plugin solid	50	56 ★	active
28	Azure Cosmos DB Assistant primary plugin ✓ Microsoft solid	48	2 ★	active
29	Alation primary plugin solid	48	6 ★	active
30	Dataproc primary plugin ✓ Google solid	47	1 ★	active
31	Deepread primary plugin solid	44	4 ★	active
32	Daft primary plugin	73	6k ★	active
33	Monte Carlo Agent Toolkit primary plugin	60	90 ★	active
34	AWS Data Analytics primary plugin	48	3 marketplaces	—
35	Oracle AI Data Platform Workbench Spark Connectors primary plugin	48	3 marketplaces	—
36	Astronomer Data Agents primary plugin	44	3 marketplaces	active
37	Data Engineering primary plugin	44	3 marketplaces	active
38	Marcopolo primary plugin	43	1 ★	active
39	Spiceai Skills primary plugin	42	3 ★	active
40	Sap Abap Cds primary plugin	42	1 marketplaces	—
41	Sap Btp Master Data Integration primary plugin	42	1 marketplaces	—
42	Sap Datasphere primary plugin	42	1 marketplaces	—
43	Sap Hana Cloud Data Intelligence primary plugin	42	1 marketplaces	—
44	Sap Sqlscript primary plugin	42	1 marketplaces	—
45	Perf · agent-sh primary plugin	40	2 ★	active
46	Firefox DevTools · mozilla primary plugin	40	1 marketplaces	active
47	Holistics Development primary plugin	39	1 marketplaces	active
48	Honeydew primary plugin	39	1 marketplaces	active
49	Honeydew AI primary plugin	39	1 marketplaces	active
50	Django Schema Design primary plugin	39	1 marketplaces	active
51	Opendataloader PDF primary plugin	36	1 marketplaces	active
·	Oe · openenterprise primary npm deprecated	not scored yet	63/wk	abandoned
53	MongoDB · mongodb primary plugin thin	68	164 ★	active
54	Firestore Native primary plugin ✓ Google thin	60	30 ★	active
55	Atlan primary plugin thin	58	32 ★	active
56	Knowledge Catalog primary plugin ✓ Google thin	58	25 ★	active
57	Spanner primary plugin ✓ Google thin	58	19 ★	active
58	Oracledb primary plugin ✓ Google thin	56	10 ★	active
59	ClickHouse · clickhouse primary plugin thin	54	5 ★	active
60	Bigtable primary plugin ✓ Google thin	53	20 ★	active
61	Versori Skills primary plugin thin	51	12 ★	active
62	Azure SQL Developer primary plugin ✓ Microsoft thin	50	6 ★	active
63	Planetscale primary plugin thin	49	4 ★	active
64	Supabase · supabase-community primary plugin thin	49	9 ★	active
65	Scylladb primary plugin thin	48	6 ★	active
66	Altimate Code primary plugin thin	44	3 ★	active
67	Sales supporting npm solid	40	62/wk	active
68	Prodcheck supporting npm	69	2k/wk	active
69	Launch Kit supporting npm	67	2k/wk	active
70	Icedq supporting npm	59	205/wk	active
71	Agentic Kdd supporting npm	56	243/wk	active
72	Sqlserver supporting npm	51	82/wk	active
73	Moysklad supporting npm	44	100/wk	active
74	Bach Snowflake supporting npm	40	31/wk	active
75	Endgame supporting plugin	39	0 ★	active
·	Dpf It supporting npm deprecated	not scored yet	93/wk	abandoned

Recently changed in Data engineer

25 changes recorded here in the last 45 days, newest and most serious first.

2026-08-05 Oe · openenterprise — oe-mcp was marked deprecated on npm
2026-08-05 Oe · openenterprise — oe-mcp now runs a script when it installs
2026-08-10 Dpf It — mcp-server was marked deprecated on npm
2026-08-11 Launch Kit — @launchsecure/launch-kit now reaches database, network, shell

This page cannot know what you run. tashan doctor reads your own config and names which of these you have — Pro adds the history behind each, and what to move to.

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46 of these are graded against their own documentation. The rest carry adoption and upkeep signal only. We publish what is measured and name what is not.

The work behind this job

Data pipelines Query optimisation Data quality

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25 changes across Data engineer in the last 45 days. A new advisory, an install script appearing, a maintainer leaving. All listed free above. Pro keeps the series behind each row, so a number today comes with a direction.

The whole series behind any row, back to the first day we measured it
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