data-pipelines SKILL.md skillA
data-pipelines from nahid-sparktales/agent-dispatcher is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nahid-sparktales/agent-dispatcher/data-pipelines@git:20260919.a0d4f55Pins git:20260919.a0d4f55 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nahid-sparktales/agent-dispatcher
- Path
skills/database/data-pipelines/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260919.a0d4f55, committed Sep 19, 2026
- Size
- 7,362 bytes
- Repository stars
- 58
- License
- MIT
Build and repair batch and streaming pipelines that can be run twice without lying — lineage, event-time windowing, late arrivals, re-runnable writes and bounded backfills. Use when writing or fixing a pipeline, scheduled transform or job that produces data someone reads, when a run dropped or duplicated rows, or when planning a backfill. Not for designing the destination schema or its migrations, not for the standing assertions that guard the data afterwards (data-quality), and not for…
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
# Data pipelines Exit code zero says a process ended. It does not say the partition is complete, that the rows match the source, or that running it again will not double every total downstream. Most pipeline damage is done by a rerun that looked like a repair. ## When this fires A pipeline, scheduled transform, ingestion job or notebook-promoted-to-job is being written, changed or debugged; or a backfill is being planned. It fires when a run dropped, duplicated or reshaped rows. It does not fire for a code defect unrelated to data movement, for the destination schema's design, or for the scheduler platform itself. ## Procedure 1. **Trace lineage before editing anything.** Every upstream input, each transform step, the destination tables, and everything that reads them — reports, dashboards, downstream jobs, feature tables, exports. The blast radius is what you enumerate, not what you assume. Name the readers you found and say plainly which you could not enumerate. 2. **Write down the current contract**, even if nobody else has. The grain (one row per *what*), the partition or batch key, the expected volume per window, the freshness the consumer relies …
Read the whole file at its exact version.
How to install
mdr add nahid-sparktales/agent-dispatcher/data-pipelines@sha256:8442fef2f527babcThe line at the top of this page pins the label git:20260919.a0d4f55, 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_67sszb4rdtmzsuho)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 19, 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 (7362 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
nahid-sparktales/agent-dispatcher · 58 stars · license MIT · pushed 2026-10-24 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_67sszb4rdtmzsuho GET https://markdownregistry.com/api/v1/resolve?ref=nahid-sparktales/agent-dispatcher/data-pipelines GET https://markdownregistry.com/api/v1/blob/8442fef2f527babcd8653acec19b5ada77e701cf1f0082c5f60f8a09f8af50a7
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.
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