lh-data-pipelines SKILL.md skillA
lh-data-pipelines from jrodrigopuca/local-agents is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jrodrigopuca/local-agents/lh-data-pipelines@v1.1Pins v1.1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jrodrigopuca/local-agents
- Path
data-ml/skills/lh-data-pipelines/SKILL.md- Versions recorded
- 1
- Latest version
- v1.1, committed Oct 14, 2026
- Size
- 4,751 bytes
- Repository stars
- 2
- License
- Apache-2.0
Moving data reliably: ingestion, transformation, quality validation, storage, and pipeline design. Trigger: load when building or fixing data pipelines, ETL/ELT, data quality issues, or deciding how to store and model DERIVED data (warehouse, lake, feature store) — the transactional source of truth is dba's.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
## Critical Patterns ### 1. Understand the data before you move it Before writing a pipeline, profile the source: what each field actually means (not what its name suggests), its ranges, its nulls, its duplicates, its encoding, how it's generated and how often it lies. Most pipeline bugs are misunderstandings of the source dressed up as code bugs — the "amount" column that's sometimes cents and sometimes dollars, the timestamp in three timezones, the "unique" id that isn't. Curiosity here is cheaper than debugging downstream. ### 2. Validate at the boundary — data contracts, not hope Every pipeline stage that ingests data checks it against an explicit contract: expected schema, types, ranges, nullability, referential integrity. Bad data is caught and quarantined at the door, not discovered three tables downstream as a wrong dashboard number. This is [lh-fullstack-boundaries](../../../senior-dev/skills/lh-fullstack-boundaries/SKILL.md) applied to data: the source is untrusted until validated, and a silent bad row is worse than a loud rejected one because it poisons everything computed from it. ### 3. Idempotent and reprocessable — run it twice, same result …
Read the whole file at its exact version.
How to install
mdr add jrodrigopuca/local-agents/lh-data-pipelines@sha256:7a1e6a41a5244642The line at the top of this page pins the label v1.1, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_xxu7xmzjpbvlwff4)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 14, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (4751 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
jrodrigopuca/local-agents · 2 stars · license Apache-2.0 · pushed 2026-10-23 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_xxu7xmzjpbvlwff4 GET https://markdownregistry.com/api/v1/resolve?ref=jrodrigopuca/local-agents/lh-data-pipelines GET https://markdownregistry.com/api/v1/blob/7a1e6a41a5244642a944f7d4917ce727ef112c93fbfc2834469b2eeaeacf315b
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.