Agent skill

Prompt Leverage

by hoangnb24 in hoangnb24/skills

Upgrade raw prompts into execution-ready instructions. An agent skill from hoangnb24/skills.

No licenceAuto-check passed

Install Prompt Leverage

skills CLI
$ npx skills add hoangnb24/skills --skill prompt-leverage -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install hoangnb24/skills prompt-leverage --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/hoangnb24/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/khuym/skills/prompt-leverage .claude/skills/prompt-leverage && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
prompt-leverage
GitHub stars
230
Token cost
~725 tokens
SKILL.md length
377 words
Files
5 (incl. scripts, references)
Skills in repo
6
Repo updated
First seen
Licence
None found

At a glance

Upgrade raw prompts into execution-ready instructions. An agent skill from hoangnb24/skills.

  • Works in 5 steps: Read the raw prompt and identify the… → Infer the task type: coding, research,… → Rebuild the prompt with the framework… → …
  • Asked to improve a prompt
  • SKILL.md covers Workflow, Transformation Rules, Framework Blocks and Output Modes, plus 2 more sections
  • Runs Python scripts from its folder

What it does

Prompt Leverage is an agent skill from hoangnb24/skills. Upgrade raw prompts into execution-ready instructions. Use when asked to improve a prompt, add context, tool, verification, or done rules, extract a template, or design an enhancement hook.

Its SKILL.md is about 730 tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including scripts and reference files (for example `agents/openai.yaml`, `references/framework.md` and `scripts/augment_prompt.py`).

When your agent uses it

  • Asked to improve a prompt
  • Extract a template
  • Design an enhancement hook

Example prompts

  • “/prompt-leverage”

Requirements

  • Python 3

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Read the raw prompt and identify the real job to be done.
  2. Infer the task type: coding, research, writing, analysis, planning, or review.
  3. Rebuild the prompt with the framework blocks in references/framework.md.
  4. Keep the result proportional: do not over-specify a simple task.
  5. Return both the improved prompt and a short explanation of what changed when useful.

What it can do on your machine

Read from SKILL.md and the folder at commit 9a579fc. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 2 files in scripts/ (Python), which the agent can run.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Prompt Leverage loads about 725 tokens when it runs, and up to ~1.4k if it reads all its reference files. Until then it costs about 51 tokens; SKILL.md has 377 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~51
When it runs · the whole SKILL.md, loaded when a task matches
~725
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.4k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 377 words (~725 tokens).

“Turn the user's current prompt into a stronger working prompt without changing the underlying intent. Preserve the task, fill in missing execution structure, and add only enough scaffolding to improve reliability.”

— opening of SKILL.md by hoangnb24
name
prompt-leverage

Read the full SKILL.md on GitHub

Files

SKILL.md and 4 other files (scripts, references) in plugins/khuym/skills/prompt-leverage of hoangnb24/skills.

  • SKILL.md
  • agents/openai.yaml
  • references/framework.md
  • scripts/augment_prompt.py
  • scripts/test_augment_prompt.py

Open the folder on GitHubat commit 9a579fc

Compare with similar skills

Prompt Leverage next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Prompt Leverage compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Prompt Leverage this skillhoangnb24/skills230—~725Automated safety check: PassNone
gstack Upgradegarrytan/gstack136k—~5.5kAutomated safety check: NotesMIT
Upgrade Browserflutter/flutter179k—~1.1kAutomated safety check: PassBSD-3-Clause
Odoo Upgrade Advisorsickn33/agentic-awesome-skills47k2 repos~1.3kAutomated safety check: PassMIT
Upgrade Mediabunnyremotion-dev/remotion63k—~258Automated safety check: PassCustom licence
Dotnet Upgradegithub/awesome-copilot40k1 repos~1.8kAutomated safety check: PassMIT

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Questions about Prompt Leverage

What does Prompt Leverage do?

Upgrade raw prompts into execution-ready instructions. An agent skill from hoangnb24/skills. Prompt Leverage is an agent skill from hoangnb24/skills. Upgrade raw prompts into execution-ready instructions.

When should I use Prompt Leverage?

Prompt Leverage fits situations like: asked to improve a prompt; extract a template; design an enhancement hook.

How do I install Prompt Leverage in Claude Code?

Run `npx skills add hoangnb24/skills --skill prompt-leverage -a claude-code`. Or copy the skill folder (plugins/khuym/skills/prompt-leverage in hoangnb24/skills) into .claude/skills/prompt-leverage in your project. Claude Code loads it when a task matches its description.

How do I install Prompt Leverage in Codex?

Run `npx skills add hoangnb24/skills --skill prompt-leverage -a codex`. Or copy the skill folder (plugins/khuym/skills/prompt-leverage in hoangnb24/skills) into .agents/skills/prompt-leverage in your project. Codex loads it when a task matches its description.

Can I use Prompt Leverage in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add hoangnb24/skills --skill prompt-leverage -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/prompt-leverage, .gemini/skills/prompt-leverage, .github/skills/prompt-leverage and .opencode/skills/prompt-leverage in your project.

What does Prompt Leverage need to run?

Going by SKILL.md and its folder, Prompt Leverage needs Python for the scripts in its folder. Our summary lists: Python 3.

Does Prompt Leverage access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Prompt Leverage safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Prompt Leverage use?

No licence was found for Prompt Leverage or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Prompt Leverage use?

About 725 tokens (SKILL.md is roughly 2.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 711 tokens, read only when the agent opens those files.

What are the alternatives to Prompt Leverage?

Skills that share tags, products or a category with Prompt Leverage: gstack Upgrade (garrytan/gstack, 136k stars), Upgrade Browser (flutter/flutter, 179k stars), Odoo Upgrade Advisor (sickn33/agentic-awesome-skills, 47k stars) and Upgrade Mediabunny (remotion-dev/remotion, 63k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Prompt Leverage?

hoangnb24 (a GitHub user) maintains it in hoangnb24/skills, which has 230 GitHub stars. The repository holds 6 skills in this directory. The repository was last updated on July 18, 2026.

Source: hoangnb24/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.