prompt-optimizer plugin
Clarify and optimize prompts with eleven bundled Agent Skills.
How to install the prompt-optimizer plugin
Run both commands inside Claude Code. The first adds the marketplace once; the second installs the plugin.
/plugin marketplace add IchenDEV/prompt-optimizer-plugins
/plugin install prompt-optimizer@prompt-optimizer-pluginsWhat's inside prompt-optimizer
11 parts read from the plugin's own files.
Skills 11
Claude loads it when the task matches- audit-gpt-6-astra-skills
Audit and subtractively clean Skills, AGENTS.md, and coding-agent scaffolding for GPT-6 Astra. Use when Astra stops early, loads the wrong skills, over-reads, over-tests, over-asks, or when migrating Sol-era harness instructions—not for rewriting product prompts (use optimize-gpt-6-astra-prompts).
- optimize-claude-fable-5-prompts
Clarify and rewrite prompts for Claude Fable 5. Use when optimizing, migrating, debugging, or designing a Fable 5 / Fabel prompt (including Fable/Fabel 提示词优化)—not for Claude Opus 5.
- optimize-claude-opus-5-prompts
Clarify and rewrite prompts or agent harnesses for Claude Opus 5 (claude-opus-5). Use when optimizing, migrating from Opus 4.8, or tuning Opus 5 behaviors such as long responses, over-narration, scope expansion, eager subagents, or over-verification (including Opus 5 提示词优化)—not for Claude Fable 5.
- optimize-claude-sonnet-5-5-prompts
Clarify and rewrite prompts or agent harnesses for Claude Sonnet 5.5 (claude-sonnet-5-5). Use when optimizing, migrating from Sonnet 5, or tuning Sonnet 5.5 behaviors such as effort, initiative/scope, between_tools, JSON accuracy, progress updates, or low-effort verification (including Sonnet 5.5 提示词优化)—not for Opus/Fable prompt rewrites or bare model picking (use select-claude-models).
- optimize-deepseek-v4-prompts
Clarify and rewrite prompts for DeepSeek-V4 Pro and Flash. Use when optimizing, debugging, migrating, or designing a DeepSeek-V4 prompt (including DeepSeek / DeepSeek-V4 提示词优化); keep reasoning modes and special tokens outside prompt prose.
- optimize-gemini-prompts
Clarify and rewrite prompts for the Gemini model family. Use when optimizing, debugging, migrating, or designing a Gemini prompt (including Gemini 提示词优化), especially multimodal or long-context cases.
- optimize-glm-prompts
Clarify and rewrite prompts for the GLM / 智谱 model family. Use when optimizing, debugging, migrating, or designing a GLM prompt (including GLM 提示词优化 or 智谱提示词优化).
- optimize-gpt-5-6-prompts
Clarify and rewrite prompts for GPT-5.6 Sol and the GPT-5.6 family. Use when optimizing, debugging, migrating, or designing a GPT-5.6 prompt (including GPT-5.6 提示词优化)—not for GPT-6 Astra (use optimize-gpt-6-astra-prompts or audit-gpt-6-astra-skills).
- optimize-gpt-6-astra-prompts
Clarify, migrate, and rewrite product prompts for GPT-6 Astra using OpenAI's latest-model guidance. Use when optimizing, debugging, migrating, or designing a GPT-6 Astra / gpt-6-astra prompt—not for Skills/AGENTS.md harness cleanup (use audit-gpt-6-astra-skills).
- optimize-kimi-prompts
Clarify and rewrite prompts for the Kimi model family. Use when optimizing, debugging, migrating, or designing a Kimi prompt (including Kimi 提示词优化).
- select-claude-models
Recommend Claude model choices and multi-agent pairings (Opus 想 / Sonnet 干活, advisor-executor, orchestrator-worker). Use when picking among Opus 5.5, Sonnet 5.5, Fable, or Haiku, or designing Claude cost-versus-intelligence routing—not for rewriting a single model's prompt text.
Using prompt-optimizer in Claude Code
Skills need no command. Claude reads them when your request matches what they describe.
Update, turn off or remove
- Update the plugin (shell)
- claude plugin update prompt-optimizer@prompt-optimizer-plugins
- Refresh the marketplace
- /plugin marketplace update prompt-optimizer-plugins
- Turn it off for now
- /plugin disable prompt-optimizer@prompt-optimizer-plugins
- Remove it
- /plugin uninstall prompt-optimizer@prompt-optimizer-plugins
Skills in prompt-optimizer
- audit-gpt-6-astra-skillsIchenDEV/prompt-optimizer-plugins
Audit and subtractively clean Skills, AGENTS.md, and coding-agent scaffolding for GPT-6 Astra. Use when Astra stops early, loads the wrong skills, over-reads, over-tests, over-asks, or when migrating Sol-era harness instructions—not for rewriting product prompts (use optimize-gpt-6-astra-prompts).
3 files7stars - optimize-claude-fable-5-promptsIchenDEV/prompt-optimizer-plugins
Clarify and rewrite prompts for Claude Fable 5. Use when optimizing, migrating, debugging, or designing a Fable 5 / Fabel prompt (including Fable/Fabel 提示词优化)—not for Claude Opus 5.
3 files7stars - optimize-claude-opus-5-promptsIchenDEV/prompt-optimizer-plugins
Clarify and rewrite prompts or agent harnesses for Claude Opus 5 (claude-opus-5). Use when optimizing, migrating from Opus 4.8, or tuning Opus 5 behaviors such as long responses, over-narration, scope expansion, eager subagents, or over-verification (including Opus 5 提示词优化)—not for Claude Fable 5.
4 files7stars - optimize-claude-sonnet-5-5-promptsIchenDEV/prompt-optimizer-plugins
Clarify and rewrite prompts or agent harnesses for Claude Sonnet 5.5 (claude-sonnet-5-5). Use when optimizing, migrating from Sonnet 5, or tuning Sonnet 5.5 behaviors such as effort, initiative/scope, between_tools, JSON accuracy, progress updates, or low-effort verification (including Sonnet 5.5 提示词优化)—not for Opus/Fable prompt rewrites or bare model picking (use select-claude-models).
4 files7stars - optimize-deepseek-v4-promptsIchenDEV/prompt-optimizer-plugins
Clarify and rewrite prompts for DeepSeek-V4 Pro and Flash. Use when optimizing, debugging, migrating, or designing a DeepSeek-V4 prompt (including DeepSeek / DeepSeek-V4 提示词优化); keep reasoning modes and special tokens outside prompt prose.
3 files7stars - optimize-gemini-promptsIchenDEV/prompt-optimizer-plugins
Clarify and rewrite prompts for the Gemini model family. Use when optimizing, debugging, migrating, or designing a Gemini prompt (including Gemini 提示词优化), especially multimodal or long-context cases.
3 files7stars - optimize-glm-promptsIchenDEV/prompt-optimizer-plugins
Clarify and rewrite prompts for the GLM / 智谱 model family. Use when optimizing, debugging, migrating, or designing a GLM prompt (including GLM 提示词优化 or 智谱提示词优化).
3 files7stars - optimize-gpt-5-6-promptsIchenDEV/prompt-optimizer-plugins
Clarify and rewrite prompts for GPT-5.6 Sol and the GPT-5.6 family. Use when optimizing, debugging, migrating, or designing a GPT-5.6 prompt (including GPT-5.6 提示词优化)—not for GPT-6 Astra (use optimize-gpt-6-astra-prompts or audit-gpt-6-astra-skills).
3 files7stars - optimize-gpt-6-astra-promptsIchenDEV/prompt-optimizer-plugins
Clarify, migrate, and rewrite product prompts for GPT-6 Astra using OpenAI's latest-model guidance. Use when optimizing, debugging, migrating, or designing a GPT-6 Astra / gpt-6-astra prompt—not for Skills/AGENTS.md harness cleanup (use audit-gpt-6-astra-skills).
3 files7stars - optimize-kimi-promptsIchenDEV/prompt-optimizer-plugins
Clarify and rewrite prompts for the Kimi model family. Use when optimizing, debugging, migrating, or designing a Kimi prompt (including Kimi 提示词优化).
3 files7stars - select-claude-modelsIchenDEV/prompt-optimizer-plugins
Recommend Claude model choices and multi-agent pairings (Opus 想 / Sonnet 干活, advisor-executor, orchestrator-worker). Use when picking among Opus 5.5, Sonnet 5.5, Fable, or Haiku, or designing Claude cost-versus-intelligence routing—not for rewriting a single model's prompt text.
3 files7stars
prompt-optimizer plugin questions
How do I install the prompt-optimizer plugin?
In Claude Code run /plugin marketplace add IchenDEV/prompt-optimizer-plugins, then /plugin install prompt-optimizer@prompt-optimizer-plugins.
What does the prompt-optimizer plugin include?
prompt-optimizer bundles 11 skills.
How do I update or remove the prompt-optimizer plugin?
Update it with claude plugin update prompt-optimizer@prompt-optimizer-plugins in your shell, or from the Installed tab of /plugin. Remove it with /plugin uninstall prompt-optimizer@prompt-optimizer-plugins.
What license is the prompt-optimizer plugin under?
MIT, as stated in the plugin's manifest.