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Install in OpenClaw
/install query-planner
Description
LLM通用查询规划技能。将复杂任务拆解为4类标准查询(identity/event/action/counter)。在需要联网搜索、多步分析、反证检索前使用。触发条件:任务依赖外部信息、需要拆解复杂问题、需要统一query结构供下游消费。
Usage Guidance
This skill appears coherent and low-risk: it only generates structured, copy-pasteable search queries and explicitly forbids performing searches or making judgments. Before installing/using it, review what you pass as primary_subject/primary_task — do not include secrets, internal identifiers, private IPs, or other confidential data, because the generated queries are intended for downstream search and could expose sensitive material if sent to public search engines. Also review queries produced before executing them with any external search tool. The skill being 'benign' here means it is what it says it is; it does not guarantee safety of downstream usage.
Capability Analysis
Type: OpenClaw Skill
Name: query-planner
Version: 1.0.0
The 'query-planner' skill is a set of structured prompt instructions designed to help an AI agent decompose complex research tasks into searchable queries across four categories (identity, event, action, and counter-evidence). It contains no executable code, and the instructions focus entirely on objective task analysis, even mandating 'counter_queries' to ensure balanced information retrieval and reduce bias. No indicators of data exfiltration, malicious execution, or prompt injection were found in SKILL.md or the reference documentation.
Capability Assessment
Purpose & Capability
Name/description (query planning: generate 4 classes of search queries) match the SKILL.md. The skill is instruction-only and does not ask for unrelated binaries, env vars, or credentials — all required artifacts are proportional to a query-generator.
Instruction Scope
SKILL.md strictly limits behavior to producing structured query JSON and explicitly forbids performing searches, judging truth, or producing conclusions. It does not instruct the agent to read files, environment variables, or external endpoints. Note: the produced queries are intended to be consumed by downstream search/analysis modules — those downstream uses (not part of this skill) determine any network exposure.
Install Mechanism
No install spec and no code files — instruction-only. Nothing will be downloaded or written to disk by an installer, minimizing execution/install risk.
Credentials
The skill declares no required environment variables, credentials, or config paths. There are no disproportionate secret requests.
Persistence & Privilege
always is false and the skill is user-invocable with normal autonomous invocation allowed. It does not request persistent system-level privileges or modify other skills' configs.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install query-planner - After installation, invoke the skill by name or use
/query-planner - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
V1.0: LLM通用查询规划技能,4类标准查询生成(identity/event/action/counter)
Metadata
Frequently Asked Questions
What is Query Planner?
LLM通用查询规划技能。将复杂任务拆解为4类标准查询(identity/event/action/counter)。在需要联网搜索、多步分析、反证检索前使用。触发条件:任务依赖外部信息、需要拆解复杂问题、需要统一query结构供下游消费。 It is an AI Agent Skill for Claude Code / OpenClaw, with 180 downloads so far.
How do I install Query Planner?
Run "/install query-planner" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Query Planner free?
Yes, Query Planner is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Query Planner support?
Query Planner is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Query Planner?
It is built and maintained by z1one0415 (@z1one0415); the current version is v1.0.0.
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