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“苏格拉底式追问，通过假设与澄清深挖用户口味，沉淀进记忆”
MITAuto-check passed
Install Taste Explorer
$ npx skills add whiteguo233/OpenBiliClaw --skill taste-explorer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install whiteguo233/OpenBiliClaw taste-explorer --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/whiteguo233/OpenBiliClaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/src/openbiliclaw/agent/skills_builtin/taste-explorer .claude/skills/taste-explorer && 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 "taste-explorer" agent skill from https://github.com/whiteguo233/OpenBiliClaw/tree/main/src/openbiliclaw/agent/skills_builtin/taste-explorer into .claude/skills/taste-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "taste-explorer", 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/whiteguo233/OpenBiliClaw/tree/main/src/openbiliclaw/agent/skills_builtin/taste-explorerType 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 whiteguo233/OpenBiliClaw --skill taste-explorer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install whiteguo233/OpenBiliClaw taste-explorer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/whiteguo233/OpenBiliClaw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/src/openbiliclaw/agent/skills_builtin/taste-explorer .agents/skills/taste-explorer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "taste-explorer" agent skill from https://github.com/whiteguo233/OpenBiliClaw/tree/main/src/openbiliclaw/agent/skills_builtin/taste-explorer into .agents/skills/taste-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "taste-explorer", 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 whiteguo233/OpenBiliClaw --skill taste-explorer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install whiteguo233/OpenBiliClaw taste-explorer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/whiteguo233/OpenBiliClaw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/src/openbiliclaw/agent/skills_builtin/taste-explorer .cursor/skills/taste-explorer && 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 "taste-explorer" agent skill from https://github.com/whiteguo233/OpenBiliClaw/tree/main/src/openbiliclaw/agent/skills_builtin/taste-explorer into .cursor/skills/taste-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "taste-explorer", 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/whiteguo233/OpenBiliClaw.git --path src/openbiliclaw/agent/skills_builtin/taste-explorer--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 whiteguo233/OpenBiliClaw --skill taste-explorer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install whiteguo233/OpenBiliClaw taste-explorer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/whiteguo233/OpenBiliClaw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/src/openbiliclaw/agent/skills_builtin/taste-explorer .gemini/skills/taste-explorer && 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 "taste-explorer" agent skill from https://github.com/whiteguo233/OpenBiliClaw/tree/main/src/openbiliclaw/agent/skills_builtin/taste-explorer into .gemini/skills/taste-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "taste-explorer", 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 whiteguo233/OpenBiliClaw taste-explorerInstalls 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 whiteguo233/OpenBiliClaw --skill taste-explorer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/whiteguo233/OpenBiliClaw.git skills-src && mkdir -p .github/skills && cp -r skills-src/src/openbiliclaw/agent/skills_builtin/taste-explorer .github/skills/taste-explorer && 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 "taste-explorer" agent skill from https://github.com/whiteguo233/OpenBiliClaw/tree/main/src/openbiliclaw/agent/skills_builtin/taste-explorer into .github/skills/taste-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "taste-explorer", 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 whiteguo233/OpenBiliClaw --skill taste-explorer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install whiteguo233/OpenBiliClaw taste-explorer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/whiteguo233/OpenBiliClaw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/src/openbiliclaw/agent/skills_builtin/taste-explorer .opencode/skills/taste-explorer && 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 "taste-explorer" agent skill from https://github.com/whiteguo233/OpenBiliClaw/tree/main/src/openbiliclaw/agent/skills_builtin/taste-explorer into .opencode/skills/taste-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "taste-explorer", 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
taste-explorer- GitHub stars
- 3.4k
- Token cost
- ~276 tokens
- SKILL.md length
- 40 words
- Files
- 1
- Skills in repo
- 9
- Repo updated
- First seen
- Licence
- MIT
At a glance
- Works in 5 steps: 先用 get_profile 和 read_memory… → 每轮聚焦一个假设或一个维度，问题要具体、好回答（给选项优于开放式）。 → 用户的确认/纠正要及时用 write_memory… → …
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
About this skill
Taste Explorer is a skill in whiteguo233/OpenBiliClaw (3.4k stars). Its SKILL.md is about 276 tokens. Licence: MIT.
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- 先用 get_profile 和 read_memory 读取已有画像与记忆，避免问已经知道的事；不确定历史对话细节时用 search_history 查。
- 每轮聚焦一个假设或一个维度，问题要具体、好回答（给选项优于开放式）。
- 用户的确认/纠正要及时用 write_memory 写入记忆，并让用户知道"我记住了什么"。
- 用户表达的对具体内容的喜恶，用 submit_feedback 记录为推荐反馈。
- 一次不要问太多；用户疲惫或跑题时收敛，总结本轮收获。
What it can do on your machine
Read from SKILL.md and the folder at commit 2d8fe41. 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
Taste Explorer loads about 276 tokens when it runs. Until then it costs about 11 tokens; SKILL.md has 40 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 whiteguo233/OpenBiliClaw at commit 2d8fe41, republished under its MIT licence (© whiteguo233). 40 words, ~276 tokens.
Download SKILL.mdSave it as
.claude/skills/taste-explorer/SKILL.md (or your agent's skills folder).- name
- taste-explorer
- description
- 苏格拉底式追问，通过假设与澄清深挖用户口味，沉淀进记忆
- title
- 口味探寻师
- tools
- search_web, read_webpage, get_profile, read_memory, write_memory, delete_memory, search_history, submit_feedback
你是 OpenBiliClaw 的「口味探寻师」，一位温和而执着的访谈者。你的目标不是陪聊，而是通过苏格拉底式的追问真正搞清楚用户喜欢什么、为什么喜欢：提出具体假设，请用户确认或纠正；对模糊的回答追问具体例子；把确认过的结论沉淀为长期记忆。
工作方式：
- 先用 get_profile 和 read_memory 读取已有画像与记忆，避免问已经知道的事；不确定历史对话细节时用 search_history 查。
- 每轮聚焦一个假设或一个维度，问题要具体、好回答（给选项优于开放式）。
- 用户的确认/纠正要及时用 write_memory 写入记忆，并让用户知道"我记住了什么"。
- 用户表达的对具体内容的喜恶，用 submit_feedback 记录为推荐反馈。
- 一次不要问太多；用户疲惫或跑题时收敛，总结本轮收获。
你可以访问的数据入口：get_profile（核心画像）、read_memory（分层记忆）、search_history（历史聊天检索）、write_memory（写入记忆）、submit_feedback（推荐反馈）。
语气：真诚好奇，不评判；追问是为了理解，不是审问。
聊天笔记：用 read_memory(layer="agent_notes", key/keyword) 定位用户明确保存的笔记，按返回的 layer/key 操作。新事实用 write_memory 保存；更正已有项时传入刚读到的 expected_value，冲突先重读。用户明确说“记住/改成”已是授权，无需重复确认；含糊推断先核实。删除用 delete_memory 提交审批卡，批准后按工具结果说明，只删除指定聊天笔记，不能声称清除了历史、系统画像或全部记忆。
公开资料：search_web 查网页并返回来源；read_webpage 阅读用户提供或搜索得到的公开链接。需要最新或外部事实时才联网；聊天笔记、用户画像和历史不自动发送给搜索服务。按共享工作纪律引用来源，遇到登录限制或访问失败如实说明。
© whiteguo233, 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 src/openbiliclaw/agent/skills_builtin/taste-explorer of whiteguo233/OpenBiliClaw.
Open the folder on GitHubat commit 2d8fe41
Compare with similar skills
Taste Explorer 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 |
|---|---|---|---|---|---|---|
| Taste Explorer this skillwhiteguo233/OpenBiliClaw | 3.4k | — | ~276 | Automated safety check: Pass | MIT | |
| Explorersupabase/supabase | 111k | — | ~845 | Automated safety check: Pass | Apache-2.0 | |
| Tasteaffaan-m/ECC | 276k | 1 repos | ~3.8k | Automated safety check: Pass | MIT | |
| Tasteasgeirtj/system_prompts_leaks | 69k | — | ~506 | Automated safety check: Pass | CC0-1.0 | |
| Agent Scout Explorerruvnet/ruflo | 74k | 2 repos | ~1.6k | Automated safety check: Pass | MIT | |
| Caveman Repository ExplorerJuliusBrussee/caveman | 111k | 1 repos | ~492 | Automated safety check: Pass | Apache-2.0 |
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Caveman Repository Explorer
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A read-only explorer for cold-start orientation or failed searches that replies with nothing but file path and line range citations, keeping its reads out of main context.
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Questions about Taste Explorer
How do I install Taste Explorer in Claude Code?
Run `npx skills add whiteguo233/OpenBiliClaw --skill taste-explorer -a claude-code`. Or copy the skill folder (src/openbiliclaw/agent/skills_builtin/taste-explorer in whiteguo233/OpenBiliClaw) into .claude/skills/taste-explorer in your project. Claude Code loads it when a task matches its description.
How do I install Taste Explorer in Codex?
Run `npx skills add whiteguo233/OpenBiliClaw --skill taste-explorer -a codex`. Or copy the skill folder (src/openbiliclaw/agent/skills_builtin/taste-explorer in whiteguo233/OpenBiliClaw) into .agents/skills/taste-explorer in your project. Codex loads it when a task matches its description.
Can I use Taste Explorer 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 whiteguo233/OpenBiliClaw --skill taste-explorer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/taste-explorer, .gemini/skills/taste-explorer, .github/skills/taste-explorer and .opencode/skills/taste-explorer in your project.
What does Taste Explorer need to run?
SKILL.md names no scripts, command-line tools or credentials: Taste Explorer is instructions for the agent only.
Does Taste Explorer 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 Taste Explorer 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 Taste Explorer use?
Taste Explorer 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 Taste Explorer use?
About 276 tokens (SKILL.md is roughly 1.1k 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 Taste Explorer?
Skills that share tags, products or a category with Taste Explorer: Explorer (supabase/supabase, 111k stars), Taste (affaan-m/ECC, 276k stars), Taste (asgeirtj/system_prompts_leaks, 69k stars) and Agent Scout Explorer (ruvnet/ruflo, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Taste Explorer?
whiteguo233 (a GitHub user) maintains it in whiteguo233/OpenBiliClaw, which has 3,406 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on October 9, 2026.
Source: whiteguo233/OpenBiliClaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.