runners

runners is a Data pipelines & ETL skill for AI agents, published by apache in the beam repository on GitHub. Skillspace rates runners D (68/100) and it passed the safety scan; the rating is based on static analysis only.

Guides understanding and working with Apache Beam runners (Direct, Dataflow, Flink, Spark, etc.). Use when configuring pipelines for different execution environments or debugging runner-specific issues.

Grade
D
Quality
68 / 100
Safety
Passed
GitHub stars
8,629

Unproven: rated by static analysis only, not yet compared head-to-head.

This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.

Our review

Architecture
100 / 100
Maturity
Basic: a single SKILL.md
Security scan
No issues found
License
Apache-2.0
Adoption
Adopted by 0 other repositories, in 0 collections
Scope
Repo-internal: written for the repository it lives in. Maps Apache Beam's own runner source directories (direct-java, prism, etc).

Not checked yet

  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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