Prompt Improver
severity1/claude-code-prompt-improver
This skill enriches vague prompts with targeted research and clarification before execution.
Search ALL installed skills (including ones not shown in AVAILABLE SKILLS) by keyword.
Install Search Skills
$ npx skills add clacky-ai/openclacky --skill search-skills -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install clacky-ai/openclacky search-skills --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/clacky-ai/openclacky.git skills-src && mkdir -p .claude/skills && cp -r skills-src/lib/clacky/default_skills/search-skills .claude/skills/search-skills && 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 "search-skills" agent skill from https://github.com/clacky-ai/openclacky/tree/main/lib/clacky/default_skills/search-skills into .claude/skills/search-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "search-skills", 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/clacky-ai/openclacky/tree/main/lib/clacky/default_skills/search-skillsType 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 clacky-ai/openclacky --skill search-skills -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install clacky-ai/openclacky search-skills --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clacky-ai/openclacky.git skills-src && mkdir -p .agents/skills && cp -r skills-src/lib/clacky/default_skills/search-skills .agents/skills/search-skills && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "search-skills" agent skill from https://github.com/clacky-ai/openclacky/tree/main/lib/clacky/default_skills/search-skills into .agents/skills/search-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "search-skills", 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 clacky-ai/openclacky --skill search-skills -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install clacky-ai/openclacky search-skills --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clacky-ai/openclacky.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/lib/clacky/default_skills/search-skills .cursor/skills/search-skills && 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 "search-skills" agent skill from https://github.com/clacky-ai/openclacky/tree/main/lib/clacky/default_skills/search-skills into .cursor/skills/search-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "search-skills", 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/clacky-ai/openclacky.git --path lib/clacky/default_skills/search-skills--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 clacky-ai/openclacky --skill search-skills -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install clacky-ai/openclacky search-skills --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clacky-ai/openclacky.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/lib/clacky/default_skills/search-skills .gemini/skills/search-skills && 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 "search-skills" agent skill from https://github.com/clacky-ai/openclacky/tree/main/lib/clacky/default_skills/search-skills into .gemini/skills/search-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "search-skills", 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 clacky-ai/openclacky search-skillsInstalls 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 clacky-ai/openclacky --skill search-skills -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/clacky-ai/openclacky.git skills-src && mkdir -p .github/skills && cp -r skills-src/lib/clacky/default_skills/search-skills .github/skills/search-skills && 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 "search-skills" agent skill from https://github.com/clacky-ai/openclacky/tree/main/lib/clacky/default_skills/search-skills into .github/skills/search-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "search-skills", 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 clacky-ai/openclacky --skill search-skills -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install clacky-ai/openclacky search-skills --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clacky-ai/openclacky.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/lib/clacky/default_skills/search-skills .opencode/skills/search-skills && 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 "search-skills" agent skill from https://github.com/clacky-ai/openclacky/tree/main/lib/clacky/default_skills/search-skills into .opencode/skills/search-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "search-skills", 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
search-skills- GitHub stars
- 1.2k
- Token cost
- ~619 tokens
- SKILL.md length
- 254 words
- Files
- 1
- Skills in repo
- 20
- Repo updated
- First seen
- Licence
- MIT
At a glance
Search ALL installed skills (including ones not shown in AVAILABLE SKILLS) by keyword.
- Works in 3 steps: Extract keywords → Match against the inventory above → Return a ranked summary
- Mentions a domain not covered by visible skills
- SKILL.md covers Complete Skill Inventory, Workflow and Rules
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Search Skills is an agent skill from clacky-ai/openclacky. Search ALL installed skills (including ones not shown in AVAILABLE SKILLS) by keyword. Use this whenever you suspect a fitting skill might exist but is not listed in your system prompt — for example before building a new skill, when the user mentions a domain not covered by visible skills, or after seeing the (N more skills installed) hint. Triggers on phrases like search skills, find a skill for, is there a skill that, 查找skill, 有没有skill做.
Its SKILL.md is about 620 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering, covering Prompt engineering. The repository describes itself as: The most Token-efficient open-source AI Agent. The licence is MIT.
When your agent uses it
- Mentions a domain not covered by visible skills
- After seeing the (N more skills installed) hint
- Phrases like search skills
- Find a skill for
Example prompts
- “/search-skills”
Workflow steps
3 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit e16b639. 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
Search Skills loads about 619 tokens when it runs. Until then it costs about 114 tokens; SKILL.md has 254 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
The full file from clacky-ai/openclacky at commit e16b639, republished under its MIT licence (© clacky-ai). 254 words, ~619 tokens.
Download SKILL.mdSave it as
.claude/skills/search-skills/SKILL.md (or your agent's skills folder).- name
- search-skills
- description
- Search ALL installed skills (including ones not shown in AVAILABLE SKILLS) by keyword. Use this whenever you suspect a fitting skill might exist but is not listed in your system prompt — for example before building a new skill, when the user mentions a domain not covered by visible skills, or after seeing the (N more skills installed) hint. Triggers on phrases like search skills, find a skill for, is there a skill that, 查找skill, 有没有skill做.
- name_zh
- 搜索技能
- description_zh
- 按关键词在所有已安装的技能中查找合适的技能。
- disable-model-invocation
- false
- user-invocable
- true
- fork_agent
- true
- auto_summarize
- true
- forbidden_tools
- write, edit, terminal, web_search, web_fetch, browser
Search Skills Subagent
You are a Skill Search Subagent. Given a keyword or topic from the parent agent, scan the complete list of installed skills below and return the best matches.
The AVAILABLE SKILLS section in the parent agent system prompt is capped (~30 entries). The list below is the FULL list — pre-loaded for you, no scanning required. Your job is to look beyond that cap so the parent does not redundantly create a new skill when one already exists.
Complete Skill Inventory
This list was pre-loaded — do NOT re-scan the filesystem or call any tools.
<%= all_skills_meta %>
Workflow
Step 1 — Extract keywords
Pull 2-4 keywords from the input task. Both English and Chinese terms are valid (skill descriptions are bilingual).
Step 2 — Match against the inventory above
For each skill in the inventory, judge relevance against the keywords:
- Strong match: keyword appears in the skill
nameor clearly in thedescription's purpose statement - Weak match: keyword appears only in the trigger examples or peripheral mentions
Step 3 — Return a ranked summary
Return at most 5 results, strongest matches first:
Found N matching skill(s) for: <keywords>
1. <name> (<source>)
<description trimmed to ~200 chars>
2. ...If nothing genuinely matches, return exactly: No installed skill matches: <task>
Rules
- Do NOT invoke any tool. The inventory above is authoritative; just match and return.
- Do NOT recommend creating a new skill — that is the parent agent's call.
- If the task is vague, return what genuinely matched, do not invent relevance.
- Default skills (built-in) are part of the inventory but typically also visible to the parent — flagging them is still useful as a reminder.
© clacky-ai, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in lib/clacky/default_skills/search-skills of clacky-ai/openclacky.
Open the folder on GitHubat commit e16b639
Compare with similar skills
Search Skills 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 |
|---|---|---|---|---|---|---|
| Search Skills this skillclacky-ai/openclacky | 1.2k | — | ~619 | Automated safety check: Pass | MIT | |
| Prompt Improverseverity1/claude-code-prompt-improver | 1.9k | 1 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Prompt Engineering Patternsynulihao/AgentSkillOS | 618 | 14 repos | ~1.7k | Automated safety check: Pass | None | |
| Patch CreationPiebald-AI/tweakcc | 2.5k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Senior Prompt Engineermaslennikov-ig/claude-code-orchestrator-kit | 260 | 3 repos | ~1.4k | Automated safety check: Pass | Custom licence | |
| Codex Fable5baskduf/FableCodex | 437 | — | ~1.6k | Automated safety check: Pass | AGPL-3.0 |
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Apply a Claude Fable 5 inspired operating style inside Codex.
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Related
Categories
Questions about Search Skills
What does Search Skills do?
Search ALL installed skills (including ones not shown in AVAILABLE SKILLS) by keyword. Search Skills is an agent skill from clacky-ai/openclacky. Search ALL installed skills (including ones not shown in AVAILABLE SKILLS) by keyword.
When should I use Search Skills?
Search Skills fits situations like: mentions a domain not covered by visible skills; after seeing the (N more skills installed) hint; phrases like search skills; find a skill for.
How do I install Search Skills in Claude Code?
Run `npx skills add clacky-ai/openclacky --skill search-skills -a claude-code`. Or copy the skill folder (lib/clacky/default_skills/search-skills in clacky-ai/openclacky) into .claude/skills/search-skills in your project. Claude Code loads it when a task matches its description.
How do I install Search Skills in Codex?
Run `npx skills add clacky-ai/openclacky --skill search-skills -a codex`. Or copy the skill folder (lib/clacky/default_skills/search-skills in clacky-ai/openclacky) into .agents/skills/search-skills in your project. Codex loads it when a task matches its description.
Can I use Search Skills 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 clacky-ai/openclacky --skill search-skills -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/search-skills, .gemini/skills/search-skills, .github/skills/search-skills and .opencode/skills/search-skills in your project.
What does Search Skills need to run?
SKILL.md names no scripts, command-line tools or credentials: Search Skills is instructions for the agent only.
Does Search Skills 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 Search Skills 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 Search Skills use?
Search Skills is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Search Skills use?
About 619 tokens (SKILL.md is roughly 2.5k 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 Search Skills?
Skills that share tags, products or a category with Search Skills: Prompt Improver (severity1/claude-code-prompt-improver, 1.9k stars), Prompt Engineering Patterns (ynulihao/AgentSkillOS, 618 stars), Patch Creation (Piebald-AI/tweakcc, 2.5k stars) and Senior Prompt Engineer (maslennikov-ig/claude-code-orchestrator-kit, 260 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Search Skills?
clacky-ai (a GitHub organization) maintains it in clacky-ai/openclacky, which has 1,204 GitHub stars. The repository holds 20 skills in this directory. The repository was last updated on October 10, 2026.
Source: clacky-ai/openclacky on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.