Consult Echo
marin-community/marin
Search or cite Echo at the start of a fresh Marin investigation when prior-work policy applies, another selected workflow requires it, or the user explicitly asks; reuse relevant results during the…
使用火山引擎 Ask-Echo 融合信息搜索 API 进行 web 搜索、web 搜索总结版和图片搜索. An agent skill from huangruiteng/CS-Notes.
MITAuto-check passed
Install Ask Echo
$ npx skills add huangruiteng/CS-Notes --skill ask-echo -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install huangruiteng/CS-Notes ask-echo --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/huangruiteng/CS-Notes.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.trae/openclaw-skills/ask-echo .claude/skills/ask-echo && 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 "ask-echo" agent skill from https://github.com/huangruiteng/CS-Notes/tree/master/.trae/openclaw-skills/ask-echo into .claude/skills/ask-echo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask-echo", 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/huangruiteng/CS-Notes/tree/master/.trae/openclaw-skills/ask-echoType 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 huangruiteng/CS-Notes --skill ask-echo -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install huangruiteng/CS-Notes ask-echo --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/huangruiteng/CS-Notes.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.trae/openclaw-skills/ask-echo .agents/skills/ask-echo && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ask-echo" agent skill from https://github.com/huangruiteng/CS-Notes/tree/master/.trae/openclaw-skills/ask-echo into .agents/skills/ask-echo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask-echo", 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 huangruiteng/CS-Notes --skill ask-echo -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install huangruiteng/CS-Notes ask-echo --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/huangruiteng/CS-Notes.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.trae/openclaw-skills/ask-echo .cursor/skills/ask-echo && 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 "ask-echo" agent skill from https://github.com/huangruiteng/CS-Notes/tree/master/.trae/openclaw-skills/ask-echo into .cursor/skills/ask-echo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask-echo", 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/huangruiteng/CS-Notes.git --path .trae/openclaw-skills/ask-echo--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 huangruiteng/CS-Notes --skill ask-echo -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install huangruiteng/CS-Notes ask-echo --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/huangruiteng/CS-Notes.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.trae/openclaw-skills/ask-echo .gemini/skills/ask-echo && 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 "ask-echo" agent skill from https://github.com/huangruiteng/CS-Notes/tree/master/.trae/openclaw-skills/ask-echo into .gemini/skills/ask-echo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask-echo", 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 huangruiteng/CS-Notes ask-echoInstalls 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 huangruiteng/CS-Notes --skill ask-echo -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/huangruiteng/CS-Notes.git skills-src && mkdir -p .github/skills && cp -r skills-src/.trae/openclaw-skills/ask-echo .github/skills/ask-echo && 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 "ask-echo" agent skill from https://github.com/huangruiteng/CS-Notes/tree/master/.trae/openclaw-skills/ask-echo into .github/skills/ask-echo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask-echo", 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 huangruiteng/CS-Notes --skill ask-echo -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install huangruiteng/CS-Notes ask-echo --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/huangruiteng/CS-Notes.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.trae/openclaw-skills/ask-echo .opencode/skills/ask-echo && 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 "ask-echo" agent skill from https://github.com/huangruiteng/CS-Notes/tree/master/.trae/openclaw-skills/ask-echo into .opencode/skills/ask-echo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask-echo", 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
ask-echo- GitHub stars
- 4k
- Token cost
- ~231 tokens
- SKILL.md length
- 58 words
- Files
- 3 (incl. scripts)
- Skills in repo
- 38
- Repo updated
- First seen
- Licence
- MIT
At a glance
使用火山引擎 Ask-Echo 融合信息搜索 API 进行 web 搜索、web 搜索总结版和图片搜索. An agent skill from huangruiteng/CS-Notes.
- Works in 3 steps: 准备清晰具体的搜索问题。 → 运行脚本 python scripts/ask_echo.py ""。 → 脚本将返回搜索结果。
- SKILL.md covers 适用场景, 使用步骤, 输出格式 and 示例, plus 2 more sections
- Runs Python scripts from its folder; calls python
What it does
Ask Echo is an agent skill from huangruiteng/CS-Notes. 使用火山引擎 Ask-Echo 融合信息搜索 API 进行 web 搜索、web 搜索总结版和图片搜索。
Its SKILL.md is about 230 tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including scripts (for example `README.md` and `scripts/ask_echo.py`).
The licence is MIT.
Example prompts
- “/ask-echo”
Requirements
- Python 3
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- 准备清晰具体的搜索问题。
- 运行脚本 python scripts/ask_echo.py ""。
- 脚本将返回搜索结果。
What it can do on your machine
Read from SKILL.md and the folder at commit d01d8f8. 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 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python
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
Ask Echo loads about 231 tokens when it runs. Until then it costs about 15 tokens; SKILL.md has 58 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); the scripts in this folder are not scanned.
SKILL.md
The full file from huangruiteng/CS-Notes at commit d01d8f8, republished under its MIT licence (© huangruiteng). 58 words, ~231 tokens.
Download SKILL.mdSave it as
.claude/skills/ask-echo/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.- name
- ask-echo
- description
- 使用火山引擎 Ask-Echo 融合信息搜索 API 进行 web 搜索、web 搜索总结版和图片搜索。
Ask-Echo Web Search
适用场景
当需要使用火山引擎 Ask-Echo 融合信息 API 进行信息搜索时使用该技能。支持：
- web 搜索：常规网页搜索，返回站点信息
- web 搜索总结版：返回搜索结果及 LLM 总结内容
- image 搜索：图片搜索，返回图片信息
使用步骤
- 准备清晰具体的搜索问题。
- 运行脚本
python scripts/ask_echo.py "<query>"。 - 脚本将返回搜索结果。
输出格式
- 输出搜索结果列表（标题、URL、摘要、正文等）
- 对于 web_summary 类型，输出 LLM 总结内容
- 显示 Token 使用情况（仅 web_summary）
- 显示搜索耗时
示例
# Web 搜索
python scripts/ask_echo.py "北京旅游攻略" --type web
# Web 搜索总结版
python scripts/ask_echo.py "北京旅游攻略" --type web_summary
# 图片搜索
python scripts/ask_echo.py "故宫" --type image高级参数
--count：返回条数（web 最多 50 条，image 最多 5 条）--time-range：时间范围（OneDay/OneWeek/OneMonth/OneYear）--need-summary：是否需要精准摘要--need-content：是否仅返回有正文的结果--sites：指定搜索站点范围（多个用 | 分隔）--block-hosts：屏蔽的站点（多个用 | 分隔）
API 文档
参考：/root/api-docs/ask-echo.md
© huangruiteng, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 2 other files (scripts) in .trae/openclaw-skills/ask-echo of huangruiteng/CS-Notes.
- SKILL.md
- README.md
- scripts/ask_echo.py
Open the folder on GitHubat commit d01d8f8
Compare with similar skills
Ask Echo 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 |
|---|---|---|---|---|---|---|
| Ask Echo this skillhuangruiteng/CS-Notes | 4k | — | ~231 | Automated safety check: Pass | MIT | |
| Consult Echomarin-community/marin | 3.9k | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | |
| Echocwinvestments/memstack | 423 | — | ~1.7k | Automated safety check: Pass | MIT | |
| No Negative EchoLB623/no-negative-echo | 897 | — | ~965 | Automated safety check: Pass | MIT | |
| Echo Feedbackjeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1.2k | Automated safety check: Notes | MIT | |
| Echo Interviewjeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~2.1k | Automated safety check: Notes | MIT |
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Questions about Ask Echo
What does Ask Echo do?
使用火山引擎 Ask-Echo 融合信息搜索 API 进行 web 搜索、web 搜索总结版和图片搜索. An agent skill from huangruiteng/CS-Notes. Ask Echo is an agent skill from huangruiteng/CS-Notes.
How do I install Ask Echo in Claude Code?
Run `npx skills add huangruiteng/CS-Notes --skill ask-echo -a claude-code`. Or copy the skill folder (.trae/openclaw-skills/ask-echo in huangruiteng/CS-Notes) into .claude/skills/ask-echo in your project. Claude Code loads it when a task matches its description.
How do I install Ask Echo in Codex?
Run `npx skills add huangruiteng/CS-Notes --skill ask-echo -a codex`. Or copy the skill folder (.trae/openclaw-skills/ask-echo in huangruiteng/CS-Notes) into .agents/skills/ask-echo in your project. Codex loads it when a task matches its description.
Can I use Ask Echo 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 huangruiteng/CS-Notes --skill ask-echo -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ask-echo, .gemini/skills/ask-echo, .github/skills/ask-echo and .opencode/skills/ask-echo in your project.
What does Ask Echo need to run?
Going by SKILL.md and its folder, Ask Echo needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
Does Ask Echo 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 Ask Echo 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 Ask Echo use?
Ask Echo 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 Ask Echo use?
About 231 tokens (SKILL.md is roughly 924 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 Ask Echo?
Skills that share tags, products or a category with Ask Echo: Consult Echo (marin-community/marin, 3.9k stars), Echo (cwinvestments/memstack, 423 stars), No Negative Echo (LB623/no-negative-echo, 897 stars) and Echo Feedback (jeremylongshore/tons-of-skills-marketplace, 2.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ask Echo?
huangruiteng (a GitHub user) maintains it in huangruiteng/CS-Notes, which has 4,000 GitHub stars. The repository holds 38 skills in this directory. The repository was last updated on October 6, 2026.
Source: huangruiteng/CS-Notes on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.