okf-slices

okf-slices is a Codebase mapping & onboarding skill for AI agents, published by blueif16 in the PiFlow repository on GitHub. Skillspace rates okf-slices D (57/100) and it passed the safety scan; the rating is based on static analysis only.

THE DEFAULT pathway to understand this codebase — any setting, any logic, any lifecycle, at any level, INCLUDING how much of the codebase is mapped/covered in the first place. Load this FIRST whenever you (or a sub-agent) are about to explain, investigate, or answer any question about how a part of this system works — BEFORE reaching for `ls`/`grep`/`find`, or recalling a CLI invocation from memory instead of loading the skill. Running the right command without loading this skill first is still the ad-hoc re-derivation this skill exists to prevent. If a question feels like "a quick lookup I can just answer" rather than "understanding the system," that feeling is the cue to invoke this skill, not a reason to skip it. TRIGGER on any understanding intent, at any granularity: "understand <area>", "how does <subsystem> work", "where do I change X", "which files own Y", a question about the state/coverage/completeness of the codebase map itself, explaining a config/setting/flow, or an…

Grade
D
Quality
57 / 100
Safety
Passed
GitHub stars
101

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

Our two independent classifiers differ on this skill's category, so treat the placement as provisional.

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

View source on GitHubblueif16/PiFlow

Our review

Architecture
76 / 100
Maturity
Structured: ships references or scripts
Security scan
Low-risk patterns
License
MIT
Adoption
Adopted by 0 other repositories, in 0 collections

What the scanner flagged

  • mentions secrets in text

Not checked yet

  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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