Topic · Data & Analytics

Best Data pipelines and ETL skills for Claude Code, Codex and other agents.

Skills that build and monitor ETL pipelines that move and transform data.
skills
417
official
47

Data pipelines and ETL skills, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

Data pipelines and ETL skills, ranked
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
1

Stands up a throwaway local SQL Server 2022 backend, applies SQL fixtures and runs Airbyte spec, check, discover and read against source-mssql images.

airbytehq/airbyte22k—~4.4kAutomated safety check: PassUnknowntoday
2

Builds validated architecture, workflow, sequence, data-flow and lifecycle diagrams as standalone interactive HTML from a small JSON spec, with optional motion and image export.

Unclecheng-li/AI_Animation1.5k2 repos~4.1kAutomated safety check: PassMIT3 days ago
3

Stands up a throwaway local MySQL 8.0 backend, applies SQL fixtures and sweeps the Airbyte spec, check, discover and read commands against a source-mysql image.

airbytehq/airbyte22k—~2.6kAutomated safety check: PassUnknowntoday
4

Create professional architecture, workflow, sequence, data-flow, and lifecycle/state diagrams as standalone HTML files with SVG graphics, a built-in dark/light theme toggle, and one-click export to…

molvqingtai/WebChat2.6k—~5.6kAutomated safety check: PassMIT25 days ago
5

A skill your agent uses whenever datasets, cloud storage buckets, or data pipelines are mentioned — creating, saving, querying, listing, exploring, deleting, or processing data in S3, GCS, Azure…

datachain-ai/datachain2.8k—~3kAutomated safety check: PassApache-2.0yesterday
6

Scrapes sites, handles JavaScript-heavy pages and extracts structured data with Crawl4AI, through its crwl CLI or Python SDK, including schema-based extraction without an LLM.

smallnest/goclaw5981 repo~2.5kAutomated safety check: PassMIT6 mo ago
7

Upgrade an AWS Glue ETL job from Glue version 0.9 or 1.0 to Glue 4.0.

aws-samples/aws-glue-samples1.5k—~2.4kAutomated safety check: PassMIT-01 mo ago
8

ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads.

hellangleZ/burn-in-cceverywhere-ralph11214 repos~2.5kAutomated safety check: PassNo licence8 mo ago
9

Migrate a legacy AWS Glue development endpoint to a Glue interactive session, following the official AWS migration checklist.

aws-samples/aws-glue-samples1.5k—~3.6kAutomated safety check: PassMIT-01 mo ago
10

Runs the Airbyte protocol sweep for a source-snowflake image against the shared Snowflake integration account, in an isolated per-run schema.

airbytehq/airbyte22k—~918Automated safety check: PassUnknowntoday
11

Iterative code refinement through plan → code → evaluate → refine cycles.

EvoScientist/EvoSkills4753 repos~2.5kAutomated safety check: PassApache-2.08 days ago
12

Experiment executor and monitor for academic research. An agent skill from Imbad0202/experiment-agent.

Imbad0202/experiment-agent199—~3.1kAutomated safety check: PassCC-BY-NC-4.013 days ago
13

A skill your agent uses for an open dbt-databricks pull request, including your own PR or a fork PR, to assess merge readiness and optionally repair selected gaps on the PR head branch.

databricks/dbt-databricks380—~2.8kAutomated safety check: PassApache-2.0today
14

Shows how to write custom cognee tasks, chain them into pipelines, store custom DataPoints and run enrichment over the existing graph.

topoteretes/cognee32k—~2.8kAutomated safety check: PassApache-2.0today
15

Process multimedia files with FFmpeg (video/audio encoding, conversion, streaming, filtering, hardware acceleration), ImageMagick (image manipulation, format conversion, batch processing, effects…

ynulihao/AgentSkillOS617—~817Automated safety check: NotesMIT7 mo ago
16

Designs ML pipeline infrastructure: experiment tracking with MLflow or Weights & Biases, Kubeflow and Airflow orchestration, Feast feature stores and model validation gates.

Jeffallan/claude-skills12k1 repo~1.9kAutomated safety check: PassMIT5 days ago
17

Cut a dbt-materialize PyPI release: bump the version in version.py and setup.py, date the Unreleased CHANGELOG entry, and open the release PR with a Ship: <url body.

MaterializeInc/materialize6.4k—~1.2kAutomated safety check: PassUnknowntoday
18

A skill your agent uses when adding support for a new model to VeOmni.

ByteDance-Seed/VeOmni2.2k—~2kAutomated safety check: PassApache-2.0today
19

Walks you through designing a new sync for a Notion Worker, covering data source, mode, pagination and cursors, and then generates working code.

makenotion/workers-template4391 repo~4.6kAutomated safety check: NotesMIT27 days ago
20

Define implementation contracts (APIs and data models) that developers will build against during PRD v0.6 Architecture.

mattgierhart/PRD-driven-context-engineering1801 repo~3.4kAutomated safety check: PassMIT1 mo ago
21

Standard branch, commit, and pull-request workflow for this repo.

wgzhao/Addax1.4k—~216Automated safety check: PassApache-2.0today
22

Stop and consult this skill whenever your response would include specific facts about Anthropic's products.

syahiidkamil/Software-Engineer-AI-Agent-Atlas4014 repos~651Automated safety check: PassNo licence3 mo ago
23

Friendly, step-by-step setup for ERD Studio in an existing dbt project, for people who may be new to dbt or data modelling.

liam-machine/erd-studio165—~8.5kAutomated safety check: PassUnknowntoday
24

Translate a Dagster or Prefect project to rivers, the Rust-powered asset orchestrator.

ion-elgreco/rivers102—~1.2kAutomated safety check: PassApache-2.0yesterday
25

Selectively monitor important long-running or resource-intensive commands with Haoleme by prefixing them with hao, so status, output, and completion notifications sync to the mobile app.

HaolemeApp/Haoleme157—~1.3kAutomated safety check: PassAGPL-3.01 mo ago
26

An AI-Native skill for parsing PDF / Office / image files into Markdown with MinerU — a fast, zero-config document parser for AI agents.

Nebutra/MinerU-Skill122—~504Automated safety check: PassMIT14 days ago
27

Queries the data warehouse with SQL and answers business questions about data.

astronomer/agents451—~1.3kAutomated safety check: PassApache-2.0yesterday
28

Turns a Tushare API doc URL into a full data plugin for the stock_datasource repo: extractor, ClickHouse schema, query service, config and curl examples.

Yourdaylight/stock_datasource188—~2.5kAutomated safety check: PassMIT1 mo ago
29

A skill your agent uses when writing, editing, reviewing, or running Helm chart tests for the Astronomer airflow-chart repository.

astronomer/airflow-chart297—~2.8kAutomated safety check: PassUnknowntoday
30

Verify a Docglow change actually works before submitting or merging a PR.

docglow/docglow148—~1.5kAutomated safety check: PassMIT11 days ago
31

Cleans raw credit data and screens variables before loan modeling, dropping unstable, noisy or redundant features and writing an Excel report of every step.

github/awesome-copilot40k1 repo~1.5kAutomated safety check: PassMITtoday
32

Reproduces MySQL binlog change-data-capture behavior for the Airbyte source-mysql connector on a local MySQL backend, with fixtures, a catalog and smoke cases.

airbytehq/airbyte22k—~1.8kAutomated safety check: PassUnknowntoday
33

Stereopy project maintenance guide for code review, bug fixing, and feature development.

STOmics/Stereopy293—~1.7kAutomated safety check: PassMIT2 mo ago
34

Run flexynesis, a deep-learning suite for multi-omics data integration and clinical outcome prediction (drug response, cancer subtyping, survival analysis).

BIMSBbioinfo/flexynesis110—~2.3kAutomated safety check: PassUnknown29 days ago
35

Maps OpenMed-extracted, terminology-coded conditions, drugs and measurements into OMOP CDM v5.4 tables for OHDSI and ATLAS analytics.

maziyarpanahi/openmed5.5k—~1.9kAutomated safety check: PassApache-2.0today
36

Queries, manages, and troubleshoots Apache Airflow using the af CLI.

astronomer/agents4511 repo~3.8kAutomated safety check: PassApache-2.0yesterday
37
37.WhatsnewOfficial

Step-argument skill that formalizes writing an Aspire "What's new in N.N" release-notes page (src/frontend/src/content/docs/whats-new/aspire-N-N.mdx) as a repeatable lifecycle.

microsoft/aspire.dev196—~1.9kAutomated safety check: PassMITtoday
38

Debug and work with Meridian's ETL pipeline. An agent skill from Meridiona/meridian.

Meridiona/meridian411—~1.1kAutomated safety check: NotesUnknownyesterday
39

Design, build, or debug data processing pipelines. An agent skill from agulli/atlas-agents.

agulli/atlas-agents579—~714Automated safety check: PassMIT2 mo ago
40

Guide for migrating Dagster projects to Apache Airflow 3 on Astro.

astronomer/agents451—~3.8kAutomated safety check: PassApache-2.0yesterday
41

Refreshes dbt artifact schemas from dbt-labs/dbt-core and regenerates Pydantic parser classes.

yu-iskw/dbt-artifacts-parser118—~716Automated safety check: PassApache-2.0yesterday
42

Writes a new Dinobase YAML connector for a REST API that has no verified dlt source, covering auth, pagination, read and write endpoints and incremental loading.

kappa90/dinobase263—~1.9kAutomated safety check: PassUnknown3 mo ago
43

Explains how to load text, files, folders, URLs, repositories and databases into cognee memory with remember(), including datasets, extractors and tags.

topoteretes/cognee32k—~2.6kAutomated safety check: NotesApache-2.0today
44

Guides the design of Notion Workers syncs, from choosing a simple replace sync or a backfill plus delta pair to pagination, consistency buffers, pacing and deletion handling.

makenotion/workers-template4391 repo~3kAutomated safety check: PassMIT27 days ago
45

Build, validate, and manage semantic models using Sidemantic.

sidequery/sidemantic129—~4.2kAutomated safety check: PassApache-2.0yesterday
46

Reproduces PostgreSQL logical-decoding CDC behavior for Airbyte's source-postgres connector on a local backend, with CDC fixtures, a catalog and smoke case scripts.

airbytehq/airbyte22k—~1.9kAutomated safety check: PassUnknowntoday
47

End-to-end AI-assisted meta-analysis pipeline orchestration from TOPIC.txt to final manuscript and reviewer responses.

htlin222/meta-pipe134—~2.3kAutomated safety check: PassUnknown15 days ago
48

Analyzes a dbt project and suggests dbt-bouncer checks that already pass (for existing projects) or a sensible starter config (for greenfield projects).

godatadriven/dbt-bouncer136—~1kAutomated safety check: PassMITyesterday

Questions, answered from the data.

What is the best Data pipelines and ETL skill?

source-mssql E2E Test Harness (official) from airbytehq/airbyte ranks first of the 417 Data pipelines and ETL skills listed here, with the highest score: its repository has 22k GitHub stars, its SKILL.md loads about 4.4k tokens and it passes the automated safety check with no findings. Next come Archify Diagram Builder and Airbyte source-mysql E2E Tests.

Which Data pipelines and ETL skills are official?

47 of the 417 Data pipelines and ETL skills are official, published by the vendor's own GitHub organization: source-mssql E2E Test Harness, Airbyte source-mysql E2E Tests, Glue 09 10 Migration, Migrate Glue Devendpoint To Interactive Sessions, Source Snowflake E2E Tests and 42 more.

How are these skills ranked?

By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.