Prompt Sensei

Bewertet Ihre Prompts an Coding-Agenten nach Phase und coacht jeweils eine Gewohnheit.

von chengzhongwei · chengzhongwei/Prompt-sensei

Getestet · Funktioniert ★ 8.8/10

Prompt Sensei — Bewertet Ihre Prompts an Coding-Agenten nach Phase und coacht jeweils eine Gewohnheit.

Was es kann

Ein local-first prompt coach für Claude Code und Codex, der jeden prompt nach stage (exploration, diagnosis, execution, verification, workflow, action) klassifiziert, ihn across seven dimensions bewertet und one concrete habit to fix zurückgibt. Wird ausgelöst bei "improve this prompt", "/prompt-sensei observe", or "look back at my prompt history". Speichert nur hashes und redacted previews under ~/.prompt-sensei/ with no network calls.

Testbericht

Scored nine prompts from the repo's own 24-case calibration set twice — once cold, once following the skill body — and checked both against the fixtures' expected score bands and tip labels. Cold, I landed in the expected band 5 of 9 times and walked straight into two traps the fixtures flag explicitly: I told "fix this test" and "refactor the whole app" to specify an output format, which the fixture marks as the wrong advice for a debugging prompt. I also scored "run the tests" at roughly 15/100 as vague, where the skill's Action stage correctly reads it as a clear follow-through directive worth 90+. Following the skill body: 9 of 9 in band, zero traps, because the tipKind priority table forces expected/actual and scope ahead of response polish. Caveat worth stating plainly — the fixtures ship with the skill, so the band-matching is partly a self-consistency check; the non-circular wins are the output-format trap and the systematic under-scoring of short prompts. Storage claims check out: zero network calls in the compiled scripts, a real redactor, and every consent flag defaulting to not-granted on a fresh install.

Getestet am: 2026-07-17 · Claude Code 2.x (agent harness)

Installation

git clone https://github.com/chengzhongwei/Prompt-sensei ~/.claude/skills/prompt-sensei
(cd ~/.claude/skills/prompt-sensei && npm install && npm run build)

Befehle & Beispiel-Prompts

  • /prompt-senseiBewertet Ihre Prompts an Coding-Agenten nach Phase und coacht jeweils eine Gewohnheit.

Skills reagieren auf normale Anfragen — keine Slash-Befehle nötig. Nach der Installation aktivieren Prompts wie diese den Skill (auf Englisch):

  • Score my last few prompts to you and tell me what habit to fix first
  • Look back at my prompt history and coach me on writing better ones
  • Was telling you to 'fix this test' too vague, or was that a fine prompt