Skill Crossroads shepherd-pr
rubric v1.2 · deterministic
B+ 88.6/100 overall
Correctness & Structure 100 pass
Triggering & Discoverability 85 1 warn
Clarity & Instructions 100 pass
Token & Context Cost 77 3 warn
Safety & Security 100 pass
Verifiability & Maintainability 53 1 fail

Top fixes — ranked by score impact

VERIFY-01 Evals or tests present
SKILL.md:1the skill works no evals/, tests/, or verification section found
No way to prove the skill does what it claims.
Fix Add an evals/ folder (test prompts + expected outcomes) and a '## Verify' step in the body.
TRIGGER-03 Invocation cues in the description
SKILL.md:1description will match user requests no explicit cue ('use when …', 'triggers on …', quoted user phrases) found
Pure what-it-does prose — the model has to guess when to invoke it.
Drive an open GitHub PR to merge-ready state via a non-blocking state machine…
Fix State the trigger explicitly: 'Use when the user says "…", "…", or wants to …'.
TOKEN-01 Body under line/token budget
SKILL.md500-line guidance 661 lines
SKILL.md is 661 lines — over the ~500-line guidance. ~9,098 tokens (rough est.); ~$0.0273 per load at $3/Mtok reference rate.
Fix Move heavy reference material into supporting files and link to them (progressive disclosure), keeping SKILL.md lean.
TOKEN-02 Progressive disclosure
SKILL.mdeverything inlined in SKILL.md 646 body lines, 0 supporting files
Large SKILL.md (646 lines) with no supporting files — all of it loads every time the skill fires.
Fix Move heavy reference material into supporting files and link to them, so the model loads it only when needed.
TOKEN-04 Recurring per-invocation cost
SKILL.mda one-time authoring cost ~9,098 tokens (rough est.) per invocation
Every invocation carries this: ~9,098 tokens (rough est.) per invocation — ~$27.29 per 1,000 invocations at the $3/Mtok reference rate.
Fix Cut the entry file below ~8k tokens — move reference material into supporting files so every future invocation gets cheaper.
★ scores higher than ≈20% of 208 public skills (deterministic rubric v1.2 sample, 2026-09)

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