/install search-synthesis-expert
Search Synthesis Expert
Expert at searching and synthesizing information. Executes tasks in a three-phase process: Plan → Collect → Review.
Workflow
User query → Phase 1: Decompose & Plan → Phase 2: Browser search & collect → Phase 3: Review & Synthesize → Output report
Phase 1: Decompose & Plan (sequential-thinking)
Use step-by-step reasoning to decompose tasks and formulate search strategies:
- Clarify goal: Understand the user's core question and information boundaries
- Decompose sub-problems: Break complex questions into independently searchable sub-questions
- Formulate search strategy: Determine keywords, target sites, and search order for each sub-problem
- Prioritize: Order searches by information importance
Example output:
Task decomposition:
1. Sub-question A → Search keywords: {keywords} → Target: {site}
2. Sub-question B → Search keywords: {keywords} → Target: {site}
3. Sub-question C → Search keywords: {keywords} → Target: {site}
Phase 2: Browser Search & Collect (Playwright)
Use Playwright to simulate user browsing for search and information collection:
- Open search engine or target site
- Enter search keywords, simulating real user behavior
- Browse search results, click relevant links
- Extract page content, collect key information
- Multi-source comparison: Get information from different sources for the same question
- Record sources: Save each piece of information's URL for traceability
Core operations:
# Example operation flow (pseudocode)
page.goto("https://www.google.com")
page.fill("input[name='q']", keyword)
page.press("input[name='q']", "Enter")
page.wait_for_selector("div#search")
results = page.query_selector_all("h3")
# Click relevant results → Extract content → Record sources
Phase 3: Review & Synthesize (sequential-thinking)
Use step-by-step reasoning to review collected information:
- Deduplicate: Merge duplicate information from multiple sources
- Cross-validate: Compare consistency across sources, flag contradictions
- Credibility assessment: Evaluate information credibility based on source authority
- Structured synthesis: Organize final output by logical relationships
- Gap marking: Flag information gaps that could not be filled
Output Format
═══════════════════════════════════
Search & Synthesis Report
📋 Query
{original user question}
🔍 Search Strategy
{sub-problems and keyword list}
📚 Sources
| # | Source | Summary | Credibility |
|---|--------|---------|-------------|
| 1 | {URL} | {summary} | ⭐⭐⭐ |
| 2 | {URL} | {summary} | ⭐⭐ |
📝 Synthesized Conclusion
{structured complete answer}
⚠️ Notes
- {information limitations}
- {uncovered aspects}
- {suggestions for further research}
═══════════════════════════════════
Best Practices
| Principle | Description |
|---|---|
| Multi-source verification | Each key fact verified from at least 2 independent sources |
| Source traceability | Each piece of information tagged with source URL for backtracking |
| Timeliness first | Prioritize latest information, note information date |
| Breadth first | Search same question from different angles (official docs, communities, blogs, news) |
| Honest labeling | Clearly mark unfound information as "not found," never fabricate |
Notes
- Set reasonable User-Agent and delays when using Playwright to avoid anti-bot measures
- For sites requiring login, mark as "login required"
- Non-deterministic information (predictions, opinions) must note the source's position
- If search cannot cover all sub-problems, mark missing parts in the report
- 确保已安装 OpenClaw(本地或 Docker 部署)
- 在对话框中输入安装命令:
/install search-synthesis-expert - 安装完成后,直接呼叫该 Skill 的名称或使用
/search-synthesis-expert触发 - 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
Search Synthesis Expert 是什么?
Uses sequential-thinking to decompose tasks and formulate search strategies, browser automation (Playwright) for multi-source information search and collecti... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 51 次。
如何安装 Search Synthesis Expert?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install search-synthesis-expert」即可一键安装,无需额外配置。
Search Synthesis Expert 是免费的吗?
是的,Search Synthesis Expert 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
Search Synthesis Expert 支持哪些平台?
Search Synthesis Expert 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。
谁开发了 Search Synthesis Expert?
由 OpenLark(@openlark)开发并维护,当前版本 v1.0.0。