Topic · Data & Analytics
Best Data pipelines and ETL skills for Claude Code, Codex and other agents.
- skills
- 417
- official
- 47
Data pipelines and ETL skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 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/ | 22k | — | ~4.4k | Automated safety check: Pass | Unknown | today |
| 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/ | 1.5k | 2 repos | ~4.1k | Automated safety check: Pass | MIT | 3 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/ | 22k | — | ~2.6k | Automated safety check: Pass | Unknown | today |
| 4 | 4.Archify 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/ | 2.6k | — | ~5.6k | Automated safety check: Pass | MIT | 25 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/ | 2.8k | — | ~3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 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/ | 598 | 1 repo | ~2.5k | Automated safety check: Pass | MIT | 6 mo ago |
| 7 | Upgrade an AWS Glue ETL job from Glue version 0.9 or 1.0 to Glue 4.0. | aws-samples/ | 1.5k | — | ~2.4k | Automated safety check: Pass | MIT-0 | 1 mo ago |
| 8 | ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads. | hellangleZ/ | 112 | 14 repos | ~2.5k | Automated safety check: Pass | No licence | 8 mo ago |
| 9 | Migrate a legacy AWS Glue development endpoint to a Glue interactive session, following the official AWS migration checklist. | aws-samples/ | 1.5k | — | ~3.6k | Automated safety check: Pass | MIT-0 | 1 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/ | 22k | — | ~918 | Automated safety check: Pass | Unknown | today |
| 11 | Iterative code refinement through plan → code → evaluate → refine cycles. | EvoScientist/ | 475 | 3 repos | ~2.5k | Automated safety check: Pass | Apache-2.0 | 8 days ago |
| 12 | Experiment executor and monitor for academic research. An agent skill from Imbad0202/experiment-agent. | Imbad0202/ | 199 | — | ~3.1k | Automated safety check: Pass | CC-BY-NC-4.0 | 13 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/ | 380 | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | today |
| 14 | Shows how to write custom cognee tasks, chain them into pipelines, store custom DataPoints and run enrichment over the existing graph. | topoteretes/ | 32k | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | today |
| 15 | Process multimedia files with FFmpeg (video/audio encoding, conversion, streaming, filtering, hardware acceleration), ImageMagick (image manipulation, format conversion, batch processing, effects… | ynulihao/ | 617 | — | ~817 | Automated safety check: Notes | MIT | 7 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/ | 12k | 1 repo | ~1.9k | Automated safety check: Pass | MIT | 5 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/ | 6.4k | — | ~1.2k | Automated safety check: Pass | Unknown | today |
| 18 | A skill your agent uses when adding support for a new model to VeOmni. | ByteDance-Seed/ | 2.2k | — | ~2k | Automated safety check: Pass | Apache-2.0 | today |
| 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/ | 439 | 1 repo | ~4.6k | Automated safety check: Notes | MIT | 27 days ago |
| 20 | Define implementation contracts (APIs and data models) that developers will build against during PRD v0.6 Architecture. | mattgierhart/ | 180 | 1 repo | ~3.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 21 | 21.Git PR Flow Standard branch, commit, and pull-request workflow for this repo. | wgzhao/ | 1.4k | — | ~216 | Automated safety check: Pass | Apache-2.0 | today |
| 22 | Stop and consult this skill whenever your response would include specific facts about Anthropic's products. | syahiidkamil/ | 401 | 4 repos | ~651 | Automated safety check: Pass | No licence | 3 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/ | 165 | — | ~8.5k | Automated safety check: Pass | Unknown | today |
| 24 | Translate a Dagster or Prefect project to rivers, the Rust-powered asset orchestrator. | ion-elgreco/ | 102 | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 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/ | 157 | — | ~1.3k | Automated safety check: Pass | AGPL-3.0 | 1 mo ago |
| 26 | 26.Mineru An AI-Native skill for parsing PDF / Office / image files into Markdown with MinerU — a fast, zero-config document parser for AI agents. | Nebutra/ | 122 | — | ~504 | Automated safety check: Pass | MIT | 14 days ago |
| 27 | Queries the data warehouse with SQL and answers business questions about data. | astronomer/ | 451 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 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/ | 188 | — | ~2.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 29 | 29.Chart Tests A skill your agent uses when writing, editing, reviewing, or running Helm chart tests for the Astronomer airflow-chart repository. | astronomer/ | 297 | — | ~2.8k | Automated safety check: Pass | Unknown | today |
| 30 | 30.PR Verify Verify a Docglow change actually works before submitting or merging a PR. | docglow/ | 148 | — | ~1.5k | Automated safety check: Pass | MIT | 11 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/ | 40k | 1 repo | ~1.5k | Automated safety check: Pass | MIT | today |
| 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/ | 22k | — | ~1.8k | Automated safety check: Pass | Unknown | today |
| 33 | Stereopy project maintenance guide for code review, bug fixing, and feature development. | STOmics/ | 293 | — | ~1.7k | Automated safety check: Pass | MIT | 2 mo ago |
| 34 | 34.Flexynesis Run flexynesis, a deep-learning suite for multi-omics data integration and clinical outcome prediction (drug response, cancer subtyping, survival analysis). | BIMSBbioinfo/ | 110 | — | ~2.3k | Automated safety check: Pass | Unknown | 29 days ago |
| 35 | Maps OpenMed-extracted, terminology-coded conditions, drugs and measurements into OMOP CDM v5.4 tables for OHDSI and ATLAS analytics. | maziyarpanahi/ | 5.5k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | today |
| 36 | 36.Airflow Queries, manages, and troubleshoots Apache Airflow using the af CLI. | astronomer/ | 451 | 1 repo | ~3.8k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 37 | 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/ | 196 | — | ~1.9k | Automated safety check: Pass | MIT | today |
| 38 | 38.Meridian Etl Debug and work with Meridian's ETL pipeline. An agent skill from Meridiona/meridian. | Meridiona/ | 411 | — | ~1.1k | Automated safety check: Notes | Unknown | yesterday |
| 39 | Design, build, or debug data processing pipelines. An agent skill from agulli/atlas-agents. | agulli/ | 579 | — | ~714 | Automated safety check: Pass | MIT | 2 mo ago |
| 40 | Guide for migrating Dagster projects to Apache Airflow 3 on Astro. | astronomer/ | 451 | — | ~3.8k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 41 | Refreshes dbt artifact schemas from dbt-labs/dbt-core and regenerates Pydantic parser classes. | yu-iskw/ | 118 | — | ~716 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 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/ | 263 | — | ~1.9k | Automated safety check: Pass | Unknown | 3 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/ | 32k | — | ~2.6k | Automated safety check: Notes | Apache-2.0 | today |
| 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/ | 439 | 1 repo | ~3k | Automated safety check: Pass | MIT | 27 days ago |
| 45 | 45.Modeler Build, validate, and manage semantic models using Sidemantic. | sidequery/ | 129 | — | ~4.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 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/ | 22k | — | ~1.9k | Automated safety check: Pass | Unknown | today |
| 47 | End-to-end AI-assisted meta-analysis pipeline orchestration from TOPIC.txt to final manuscript and reviewer responses. | htlin222/ | 134 | — | ~2.3k | Automated safety check: Pass | Unknown | 15 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/ | 136 | — | ~1k | Automated safety check: Pass | MIT | yesterday |
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.