Agent skill

Consume Query

by lihaozheCharlie in lihaozheCharlie/the-way-here

以只读方式回答个人 wiki 问题:先检索综合页面,仅在需要证据时查原始笔记。不要用于摄取或修改 wiki. An agent skill from lihaozheCharlie/the-way-here.

MITAuto-check passed

Install Consume Query

skills CLI
$ npx skills add lihaozheCharlie/the-way-here --skill consume-query -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install lihaozheCharlie/the-way-here consume-query --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/lihaozheCharlie/the-way-here.git skills-src && mkdir -p .claude/skills && cp -r skills-src/knowledge-engine/skills/consume/query .claude/skills/consume-query && rm -rf skills-src

Use ~/.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/

Facts

Skill name
consume-query
GitHub stars
145
Token cost
~391 tokens
SKILL.md length
79 words
Files
1
Skills in repo
8
Repo updated
First seen
Licence
MIT

At a glance

以只读方式回答个人 wiki 问题:先检索综合页面,仅在需要证据时查原始笔记。不要用于摄取或修改 wiki. An agent skill from lihaozheCharlie/the-way-here.

  • Works in 4 steps: 原始日记或来源笔记。 → 用户直接提供并标注为对话的材料。 → 既有 wiki 综合。 → …
  • SKILL.md covers 共享检索与查询策略, 解释性查询与人物视角, 回答规则 and 证据优先级, plus 1 more section
  • Calls python3

What it does

Consume Query is an agent skill from lihaozheCharlie/the-way-here. 以只读方式回答个人 wiki 问题:先检索综合页面,仅在需要证据时查原始笔记。不要用于摄取或修改 wiki。

Its SKILL.md is about 390 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: the-way-here:想成为一个会记得你的来时路、越聊越懂你的朋友。 The licence is MIT.

Example prompts

  • “/consume-query”

Requirements

  • Python 3

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. 原始日记或来源笔记。
  2. 用户直接提供并标注为对话的材料。
  3. 既有 wiki 综合。
  4. 有明确来源的外部信息。

What it can do on your machine

Read from SKILL.md and the folder at commit 760d128. 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

    Shell commands in SKILL.md call:

    • python3

    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

Consume Query loads about 391 tokens when it runs. Until then it costs about 17 tokens; SKILL.md has 79 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~17
When it runs · the whole SKILL.md, loaded when a task matches
~391

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 lihaozheCharlie/the-way-here at commit 760d128, republished under its MIT licence (© lihaozheCharlie). 79 words, ~391 tokens.

Download SKILL.mdSave it as .claude/skills/consume-query/SKILL.md (or your agent's skills folder).
name
consume-query
description
以只读方式回答个人 wiki 问题:先检索综合页面,仅在需要证据时查原始笔记。不要用于摄取或修改 wiki。

消费:查询

当用户询问 wiki 已知内容、请求综合某个人物/事件/城市/阶段/系统,或要求在对话中使用 wiki 时使用。

本 Skill 严格只读。查询发现缺失或陈旧内容时,先回答当前问题;仅仅发现问题不在本 Skill 内改动 Wiki。若同一轮还出现值得沉淀的新材料,按根 AGENTS.md 判断后退出查询流程,再路由到相应构建 Skill。

共享检索与查询策略

依赖 common-retrieval 完成关键词召回、渐进阅读、双链追溯及来源/时间核验。普通查询不依赖预测 Skill,不加载四维词表、预测候选配额或情景规则。

  • 简单事实与导航:从最具体的页面开始,答案有直接依据即可停止;不强制全库快照、反例轮次或全文阅读。
  • 综合与解释:优先相关综合 Wiki,必要时用分区页或 wiki/index.md 定位;围绕具体对象和别名检索,再沿双链读相关段落。
  • 原句、时间变化与冲突核验:追到原始笔记或 wiki/08 来源索引/ 对应来源;对话材料使用 wiki/08 来源索引/对话分析索引.md。用户明确要求原始证据时直接查来源。
  • 关键解释查后续变化与反例,区分本人经历、阅读认同和既有综合推断。资料已足以回答当前问题时停止,缺口如实说明。
  • 调用方没有冻结资料时可直接查询当前绑定库;多轮查询需要一致版本时按共享工具说明创建临时快照。不能借用某次预测的私有快照作为默认查询库。

解释性查询与人物视角

  • 事实查找、导航、原句核验和“有哪些页面”使用强度 0,不加载人物视角。
  • 用户询问“怎样理解、为什么、这说明什么、我该怎么看”,或明确指定某个人物时,读取 knowledge-engine/skills/common/reasoning-lenses/SKILL.md。
  • 运行 python3 knowledge-engine/skills/common/reasoning-lenses/scripts/list_lenses.py 动态发现当前全部人物,不维护固定名单。
  • 未指定人物时,根据问题选择 1 个会实质改变注意力与推理的主视角,通常最多 1 个辅助视角。默认不展示人物姓名,只给出独立成立的理解。
  • 用户明确要求比较多人时,分别完整推演各视角,再说明分歧来自哪里;不要合并成平均意见。
  • 人物视角只解释已有证据。查询仍然严格只读,不能因得到新洞见而写入 Wiki。

回答规则

  • 区分有来源事实、综合判断和推断。
  • 优先给出简洁回答,并链接相关 wiki 页面。
  • 如果消息增加了可沉淀的个人知识,先回答,再由 Agent 判断是否在同一任务中转入构建 Skill;不要在查询流程里直接写入。
  • 区分解释/诊断请求与修改请求。
  • 解释性回答先保持事实边界,再让主视角决定怎样理解;不得把视角推断写成日记事实。
  • 去掉人物姓名和风格词后,推理仍应可辨认且有证据支撑。

证据优先级

  1. 原始日记或来源笔记。
  2. 用户直接提供并标注为对话的材料。
  3. 既有 wiki 综合。
  4. 有明确来源的外部信息。

输出

  • 直接回答问题,并链接相关综合页面。
  • 标记推断,区分对话材料和日记证据。
  • 若当前目标只是查询,修复可以作为后续动作说明;若目标还包含沉淀,交给相应构建 Skill 处理。

© lihaozheCharlie, 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 knowledge-engine/skills/consume/query of lihaozheCharlie/the-way-here.

Open the folder on GitHubat commit 760d128

Compare with similar skills

Consume Query 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.

Consume Query compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Consume Query this skilllihaozheCharlie/the-way-here145—~391Automated safety check: PassMIT
Wiki Maintaineropenclaw/openclaw392k1 repos~462Automated safety check: PassMIT
LLM WikiYeachan-Heo/oh-my-claudecode40k—~721Automated safety check: PassMIT
Wiki Querypaperclipai/paperclip100k—~682Automated safety check: PassMIT
Wiki Lintpaperclipai/paperclip100k—~878Automated safety check: PassMIT
Wiki Ingestpaperclipai/paperclip100k—~933Automated safety check: PassMIT

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More from lihaozheCharlie/the-way-here

All 8 skills in this repo
  • Common Reasoning Lenses

    lihaozheCharlie/the-way-here

    为个人 Wiki 的查询、回信和解释性构建提供可动态发现的人物推理视角。它只改变怎样理解证据,不构成新证据,也不决定是否写入。

    145 GitHub stars~640 tokensUpdated yesterday
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  • Common Quality Gate

    lihaozheCharlie/the-way-here

    验证 wiki 或 Skill 修改是否满足证据、归档、前置元数据、生成索引安全、链接和完成标准;纯健康检查保持只读. An agent skill from lihaozheCharlie/the-way-here.

    145 GitHub stars~488 tokensUpdated yesterday
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  • Common Retrieval

    lihaozheCharlie/the-way-here

    知识库共享检索:绑定资料范围,关键词召回、来源和时间辨析、渐进阅读、双链追溯与证据核验。由查询、预测、了解度和构建 Skill 按需调用;不负责回答格式、未来推演或写入。

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  • Common Skill System

    lihaozheCharlie/the-way-here

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  • Common Signal Detector

    lihaozheCharlie/the-way-here

    在普通对话、wiki 维护或路由诊断中扫描可沉淀信号;本 Skill 只分类,是否更新由 Agent 结合当前目标判断。

    145 GitHub stars~228 tokensUpdated yesterday
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  • Consume Predict Self

    lihaozheCharlie/the-way-here

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    145 GitHub stars~896 tokensUpdated yesterday
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Questions about Consume Query

What does Consume Query do?

以只读方式回答个人 wiki 问题:先检索综合页面,仅在需要证据时查原始笔记。不要用于摄取或修改 wiki. An agent skill from lihaozheCharlie/the-way-here. Consume Query is an agent skill from lihaozheCharlie/the-way-here.

How do I install Consume Query in Claude Code?

Run `npx skills add lihaozheCharlie/the-way-here --skill consume-query -a claude-code`. Or copy the skill folder (knowledge-engine/skills/consume/query in lihaozheCharlie/the-way-here) into .claude/skills/consume-query in your project. Claude Code loads it when a task matches its description.

How do I install Consume Query in Codex?

Run `npx skills add lihaozheCharlie/the-way-here --skill consume-query -a codex`. Or copy the skill folder (knowledge-engine/skills/consume/query in lihaozheCharlie/the-way-here) into .agents/skills/consume-query in your project. Codex loads it when a task matches its description.

Can I use Consume Query 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 lihaozheCharlie/the-way-here --skill consume-query -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/consume-query, .gemini/skills/consume-query, .github/skills/consume-query and .opencode/skills/consume-query in your project.

What does Consume Query need to run?

Going by SKILL.md and its folder, Consume Query needs the command-line tools its instructions call (python3). Our summary lists: Python 3.

Does Consume Query 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 Consume Query 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 Consume Query use?

Consume Query 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 Consume Query use?

About 391 tokens (SKILL.md is roughly 1.6k 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 Consume Query?

Skills that share tags, products or a category with Consume Query: Wiki Maintainer (openclaw/openclaw, 392k stars), LLM Wiki (Yeachan-Heo/oh-my-claudecode, 40k stars), Wiki Query (paperclipai/paperclip, 100k stars) and Wiki Lint (paperclipai/paperclip, 100k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Consume Query?

lihaozheCharlie (a GitHub user) maintains it in lihaozheCharlie/the-way-here, which has 145 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on October 9, 2026.

Source: lihaozheCharlie/the-way-here on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.