prompt-polisher

prompt-polisher is a skill for Claude Code, Codex from cnfjlhj/ai-collab-playbook. It costs 65 tokens per session (444 once invoked), scanned A, original, no licence file.

A workflow for turning messy notes, voice transcripts, or rough text into a clearer coding-agent prompt. It extracts the intended task, improves the wording, and may ask questions when important details are missing.

In plain words
What is it for?
Polishing unstructured input into a structured prompt for coding, research, or other agent tasks.
Why use it?
It removes filler and ambiguity before the prompt is used, making the requested work easier to understand.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Good fit Polishing unstructured input into a structured prompt for coding, research, or other agent tasks.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/cnfjlhj/ai-collab-playbook/prompt-polisher
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add cnfjlhj/ai-collab-playbook --skill prompt-polisher
Clone the repo
git clone --depth 1 https://github.com/cnfjlhj/ai-collab-playbook

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for prompt-polisher

README.md
[![agentmods](https://agentmods.dev/badge/skills/cnfjlhj/ai-collab-playbook/prompt-polisher/github.svg)](https://agentmods.dev/skills/cnfjlhj/ai-collab-playbook/prompt-polisher)
Your own site
<a href="https://agentmods.dev/skills/cnfjlhj/ai-collab-playbook/prompt-polisher"><img src="https://agentmods.dev/badge/skills/cnfjlhj/ai-collab-playbook/prompt-polisher/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for prompt-polisher

Your own site · 80×15
<a href="https://agentmods.dev/skills/cnfjlhj/ai-collab-playbook/prompt-polisher"><img src="https://agentmods.dev/badge/skills/cnfjlhj/ai-collab-playbook/prompt-polisher.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 65 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 444 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00065 $0.00444
Opus 5.5 $0.00026 $0.00178
Sonnet 5.5 $0.00013 $0.00089
Haiku 4.5 $0.00006 $0.00044

Measured 1mo ago against content hash ba10d74feac4, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

prompt-polisher scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/full/prompt-polisher/SKILL.md · 49 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago Changed · -123 lines · -49 tokens per session ba10d74feac4
  2. 2mo ago First seen · 172 lines · 114 tokens per session scan A 383dba05131d

Subscribe to this mod's changes

prompt-polisher is a skill published in the GitHub repository cnfjlhj/ai-collab-playbook (462 stars, last pushed 25d ago), with no licence file. It adds 65 tokens to every session and 444 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

prompt-polisher compared with skills from other repositories

prompt-polisher next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
prompt-polishercnfjlhj/ai-collab-playbookSkill46225d agononeA65Claude Code, Codex
v4-best-practicesHmbown/CodeWhaleSkill41k6d agoMITA51Claude Code, Codex
post-training-strategybojieli/ai-agent-bookSkill57k1mo agoApache-2.0A159Claude Code, Codex
agent-evolutionbojieli/ai-agent-bookSkill57k1mo agoApache-2.0A126Claude Code, Codex
nowait-reasoning-optimizerforyourhealth111-pixel/Vibe-SkillsSkill3.8ktodayApache-2.0A110Claude Code, Codex
prompt-lookupforyourhealth111-pixel/Vibe-SkillsSkill3.8ktodayApache-2.0A39Claude Code, Codex
zero-shotjongwony/epistemic-protocolsSkill1753d agoMITA48Claude Code