data-pipelines
Skill1 starsChanged 3 months agoNo licenceView on GitHub
Design, debug, and verify Airflow or PySpark pipelines, including DAG scheduling, task-state semantics, idempotency, backfills, log triage, runtime sinks, timestamp/version behavior, Spark sizing, and pipeline configuration. Use for DAG files, task logs, scheduler failures, incorrect writes, or pipeline performance work.
8 other projects use a version of this.
Adopted by
Most recently taken up by
- reddygopalkrishna/developer-agent-skillstheir own version, first seen Nov 8, 2026
- darknecrocities/SkillBuildertheir own version, first seen Nov 1, 2026
- mawero83/google-sre-skillstheir own version, first seen Nov 1, 2026
- excalimate/excalimatetheir own version, first seen Oct 31, 2026
- kid-sid/claude-spellbooktheir own version, first seen Oct 9, 2026
- nahid-sparktales/agent-dispatchertheir own version, first seen Sep 21, 2026
Used with
Projects with it also use webhooks, test-strategy and 3 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
nirholasSkillwebhooks
Create, manage, and test webhooks in XActions. Get notified via HTTP when automation jobs complete, followers change, or operations finish. Use when users want to integrate XActions events into external systems.
Also in 3 projects that use this
jarosser06Skilltest-strategy
Plans pytest test strategies for Drift's 90%+ coverage requirement using coverage analysis, edge case identification, and test suite design. Use when determining what tests to write, analyzing coverage gaps, or planning test strategies.
Also in 3 projects that use this
AnthropicSkillincident-response
Run an incident response workflow — triage, communicate, and write postmortem. Trigger with "we have an incident", "production is down", an alert that needs severity assessment, a status update mid-incident, or when writing a blameless postmortem after resolution.
Also in 4 projects that use this
OpenAISkillobservability
Vercel Observability expert guidance — Drains (logs, traces, speed insights, web analytics), Web Analytics, Speed Insights, runtime logs, custom events, OpenTelemetry integration, and monitoring dashboards. Use when instrumenting, debugging, or optimizing application performance and user experience on Vercel.
Also in 4 projects that use this
- AnthropicSkill
system-design
Design systems, services, and architectures. Trigger with "design a system for", "how should we architect", "system design for", "what's the right architecture for", or when the user needs help with API design, data modeling, or service boundaries.
Also in 3 projects that use this
Other versions8 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 8
- kid-sid/claude-spellbook★ 190same name
- excalimate/excalimate★ 99same name
- nahid-sparktales/agent-dispatcher★ 59same name
- mawero83/google-sre-skills★ 18same name
- darknecrocities/SkillBuilder★ 13same name
- reddygopalkrishna/developer-agent-skills★ 8same name
- YepAPI/skills★ 8same name
- poorvith-mp/skills-developer★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository13 other files it gives its agents.
- AGENTS.mdAGENTS.md
- agent-readySkill
- ci-deploySkill
- commitSkill
- data-warehouseSkill
- idea-to-issuesSkill
- llm-pipelinesSkill
- ml-experimentsSkill
- model-servingSkill
- mr-reviewSkill
- prove-itSkill
- python-backendSkill
- remote-opsSkill
The file
We split this skill into the rules it gives an agent
8 rules. 0 are common, 6 are distinctive, and 2 are very specific to this project.
0
Common
Most of the 7 edited versions we read keep these.
6
Distinctive
This author's own choices. Worth a look.
2
Very specific
Tied to their project's names, files or tools. Probably skip.
No licence file, so all rights are reserved — read it at the source. We count its rules but don't quote them. Read them on GitHub.
“Common” is measured: kept by at least 6 in 10 of the 7 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
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Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.