Prompt Improver
severity1/claude-code-prompt-improver
This skill enriches vague prompts with targeted research and clarification before execution.
You are an expert prompt engineer specializing in crafting effective prompts for LLMs through advanced techniques including constitutional AI, chain-of-thought reasoning, and model-specific optimizati
Install LLM Application Dev Prompt Optimize
$ npx skills add aiskillstore/marketplace --skill llm-application-dev-prompt-optimize -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aiskillstore/marketplace llm-application-dev-prompt-optimize --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/sickn33/llm-application-dev-prompt-optimize .claude/skills/llm-application-dev-prompt-optimize && rm -rf skills-srcUse ~/.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/
Install the "llm-application-dev-prompt-optimize" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/llm-application-dev-prompt-optimize into .claude/skills/llm-application-dev-prompt-optimize/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "llm-application-dev-prompt-optimize", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/llm-application-dev-prompt-optimizeType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add aiskillstore/marketplace --skill llm-application-dev-prompt-optimize -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aiskillstore/marketplace llm-application-dev-prompt-optimize --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/sickn33/llm-application-dev-prompt-optimize .agents/skills/llm-application-dev-prompt-optimize && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "llm-application-dev-prompt-optimize" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/llm-application-dev-prompt-optimize into .agents/skills/llm-application-dev-prompt-optimize/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "llm-application-dev-prompt-optimize", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aiskillstore/marketplace --skill llm-application-dev-prompt-optimize -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aiskillstore/marketplace llm-application-dev-prompt-optimize --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/sickn33/llm-application-dev-prompt-optimize .cursor/skills/llm-application-dev-prompt-optimize && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "llm-application-dev-prompt-optimize" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/llm-application-dev-prompt-optimize into .cursor/skills/llm-application-dev-prompt-optimize/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "llm-application-dev-prompt-optimize", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/aiskillstore/marketplace.git --path skills/sickn33/llm-application-dev-prompt-optimize--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add aiskillstore/marketplace --skill llm-application-dev-prompt-optimize -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aiskillstore/marketplace llm-application-dev-prompt-optimize --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/sickn33/llm-application-dev-prompt-optimize .gemini/skills/llm-application-dev-prompt-optimize && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "llm-application-dev-prompt-optimize" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/llm-application-dev-prompt-optimize into .gemini/skills/llm-application-dev-prompt-optimize/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "llm-application-dev-prompt-optimize", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install aiskillstore/marketplace llm-application-dev-prompt-optimizeInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add aiskillstore/marketplace --skill llm-application-dev-prompt-optimize -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/sickn33/llm-application-dev-prompt-optimize .github/skills/llm-application-dev-prompt-optimize && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "llm-application-dev-prompt-optimize" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/llm-application-dev-prompt-optimize into .github/skills/llm-application-dev-prompt-optimize/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "llm-application-dev-prompt-optimize", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aiskillstore/marketplace --skill llm-application-dev-prompt-optimize -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aiskillstore/marketplace llm-application-dev-prompt-optimize --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/sickn33/llm-application-dev-prompt-optimize .opencode/skills/llm-application-dev-prompt-optimize && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "llm-application-dev-prompt-optimize" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/llm-application-dev-prompt-optimize into .opencode/skills/llm-application-dev-prompt-optimize/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "llm-application-dev-prompt-optimize", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
llm-application-dev-prompt-optimize- GitHub stars
- 430
- Used in
- 8 other repos
- Token cost
- ~342 tokens
- SKILL.md length
- 131 words
- Files
- 3
- Skills in repo
- 1,108
- Repo updated
- First seen
- Licence
- None found
At a glance
You are an expert prompt engineer specializing in crafting effective prompts for LLMs through advanced techniques including constitutional AI, chain-of-thought reasoning, and model-specific optimizati
- Tasks that involve Prompt engineering
- SKILL.md covers Use this skill when, Do not use this skill when, Context and Requirements, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
LLM Application Dev Prompt Optimize is an agent skill from aiskillstore/marketplace. You are an expert prompt engineer specializing in crafting effective prompts for LLMs through advanced techniques including constitutional AI, chain-of-thought reasoning, and model-specific optimizati
Its SKILL.md is about 340 tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `resources/implementation-playbook.md` and `skill-report.json`).
It sits in AI & LLM Engineering, covering Prompt engineering. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.
When your agent uses it
- Tasks that involve Prompt engineering
Example prompts
- “/llm-application-dev-prompt-optimize”
What it can do on your machine
Read from SKILL.md and the folder at commit ad8daf7. 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
No scripts in the folder and no shell commands in SKILL.md.
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
LLM Application Dev Prompt Optimize loads about 342 tokens when it runs. Until then it costs about 59 tokens; SKILL.md has 131 words of instructions outside code blocks.
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); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 131 words (~342 tokens).
“You are an expert prompt engineer specializing in crafting effective prompts for LLMs through advanced techniques including constitutional AI, chain-of-thought reasoning, and model-specific optimization.”
- name
- llm-application-dev-prompt-optimize
Files
SKILL.md and 2 other files in skills/sickn33/llm-application-dev-prompt-optimize of aiskillstore/marketplace.
- SKILL.md
- resources/implementation-playbook.md
- skill-report.json
Open the folder on GitHubat commit ad8daf7
Used in 8 other repositories
We found 19 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 8 other GitHub owners. This page covers the copy in aiskillstore/marketplace, which our catalogue first saw on October 7, 2026.
- majiayu000/claude-skill-registryskills/ai-llm/llm-application-dev-prompt-optimizeskills/ai-llm/llm-application-dev-prompt-optimize-brunolimaff-jpg-novo-app+1 more
- sickn33/agentic-awesome-skillsskills/llm-application-dev-prompt-optimizeplugins/agentic-awesome-skills/skills/llm-application-dev-prompt-optimize+1 more
- rmyndharis/antigravity-skillsskills/llm-application-dev-prompt-optimize
- Dokhacgiakhoa/Agent-Skills-4-Vibe-Coding-CLI.agent/skills/llm-application-dev-prompt-optimize
- agent-skills-hub/agent-skills-hubskills/llm-application-dev-prompt-optimize
- lingxling/awesome-skills-cnantigravity-awesome-skills/skills/llm-application-dev-prompt-optimizeantigravity-awesome-skills/plugins/agentic-awesome-skills/skills/llm-application-dev-prompt-optimize+1 more
- benjaminasterA/antigravity-awesome-skillsskills/llm-application-dev-prompt-optimize
- henryalouf/ruflow.agents/skills/llm-application-dev-prompt-optimize.agents/skills/antigravity-awesome-skills/skills/llm-application-dev-prompt-optimize+4 more
Compare with similar skills
LLM Application Dev Prompt Optimize 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| LLM Application Dev Prompt Optimize this skillaiskillstore/marketplace | 430 | 8 repos | ~342 | Automated safety check: Pass | None | |
| Prompt Improverseverity1/claude-code-prompt-improver | 1.9k | 2 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Prompt Engineering Patternsynulihao/AgentSkillOS | 617 | 15 repos | ~1.7k | Automated safety check: Pass | None | |
| Patch CreationPiebald-AI/tweakcc | 2.5k | — | ~1.6k | Automated safety check: Pass | MIT | |
| LLM Application DevMoizIbnYousaf/ai-agent-skills | 1.1k | 2 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Senior Prompt Engineermaslennikov-ig/claude-code-orchestrator-kit | 260 | 4 repos | ~1.4k | Automated safety check: Pass | Custom licence |
Similar skills
Prompt Engineering Patterns
ynulihao/AgentSkillOS
Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production.
Patch Creation
Piebald-AI/tweakcc
Create and register new patches for tweakcc. An agent skill from Piebald-AI/tweakcc.
LLM Application Dev
MoizIbnYousaf/ai-agent-skills
Building applications with Large Language Models - prompt engineering, RAG patterns, and LLM integration.
Senior Prompt Engineer
maslennikov-ig/claude-code-orchestrator-kit
Provides reference guides and Python scripts for prompt optimization, RAG evaluation, and agent orchestration when building or tuning LLM systems.
Codex Fable5
baskduf/FableCodex
Apply a Claude Fable 5 inspired operating style inside Codex.
More from aiskillstore/marketplace
All 1,108 skills in this repoCode Stats
aiskillstore/marketplace
Analyze codebase with tokei (fast line counts by language) and difft (semantic AST-aware diffs).
File Search
aiskillstore/marketplace
Modern file and content search using fd, ripgrep (rg), and fzf.
Data Processing
aiskillstore/marketplace
Process JSON with jq and YAML/TOML with yq. An agent skill from aiskillstore/marketplace.
Doc Scanner
aiskillstore/marketplace
Scans for project documentation files (AGENTS.md, CLAUDE.md, GEMINI.md, COPILOT.md, CURSOR.md, WARP.md, and 15+ other formats) and synthesizes guidance.
Find Replace
aiskillstore/marketplace
Modern find-and-replace using sd (simpler than sed) and batch replacement patterns.
Investigating Codebases
aiskillstore/marketplace
Automatically activated when user asks how something works, wants to understand unfamiliar code, needs to explore a new codebase, or asks questions like "where is X implemented?", "how does Y…
Related
Categories
Questions about LLM Application Dev Prompt Optimize
What does LLM Application Dev Prompt Optimize do?
You are an expert prompt engineer specializing in crafting effective prompts for LLMs through advanced techniques including constitutional AI, chain-of-thought reasoning, and model-specific optimizati. LLM Application Dev Prompt Optimize is an agent skill from aiskillstore/marketplace.
When should I use LLM Application Dev Prompt Optimize?
LLM Application Dev Prompt Optimize fits situations like: tasks that involve Prompt engineering.
How do I install LLM Application Dev Prompt Optimize in Claude Code?
Run `npx skills add aiskillstore/marketplace --skill llm-application-dev-prompt-optimize -a claude-code`. Or copy the skill folder (skills/sickn33/llm-application-dev-prompt-optimize in aiskillstore/marketplace) into .claude/skills/llm-application-dev-prompt-optimize in your project. Claude Code loads it when a task matches its description.
How do I install LLM Application Dev Prompt Optimize in Codex?
Run `npx skills add aiskillstore/marketplace --skill llm-application-dev-prompt-optimize -a codex`. Or copy the skill folder (skills/sickn33/llm-application-dev-prompt-optimize in aiskillstore/marketplace) into .agents/skills/llm-application-dev-prompt-optimize in your project. Codex loads it when a task matches its description.
Can I use LLM Application Dev Prompt Optimize 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 aiskillstore/marketplace --skill llm-application-dev-prompt-optimize -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/llm-application-dev-prompt-optimize, .gemini/skills/llm-application-dev-prompt-optimize, .github/skills/llm-application-dev-prompt-optimize and .opencode/skills/llm-application-dev-prompt-optimize in your project.
What does LLM Application Dev Prompt Optimize need to run?
SKILL.md names no scripts, command-line tools or credentials: LLM Application Dev Prompt Optimize is instructions for the agent only.
Does LLM Application Dev Prompt Optimize 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 LLM Application Dev Prompt Optimize 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. Review the folder before installing.
What licence does LLM Application Dev Prompt Optimize use?
No licence was found for LLM Application Dev Prompt Optimize or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does LLM Application Dev Prompt Optimize use?
About 342 tokens (SKILL.md is roughly 1.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to LLM Application Dev Prompt Optimize?
Skills that share tags, products or a category with LLM Application Dev Prompt Optimize: Prompt Improver (severity1/claude-code-prompt-improver, 1.9k stars), Prompt Engineering Patterns (ynulihao/AgentSkillOS, 617 stars), Patch Creation (Piebald-AI/tweakcc, 2.5k stars) and LLM Application Dev (MoizIbnYousaf/ai-agent-skills, 1.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains LLM Application Dev Prompt Optimize?
aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 430 GitHub stars. The repository holds 1,108 skills in this directory. The repository was last updated on October 7, 2026.
Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.