An advanced AI-powered search tool leveraging SearXNG to provide expert-level OSINT, SEO, and security research capabilities without requiring API keys.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install search-intelligence-skill
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install search-intelligence-skill using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Search Intelligence Skill?
The Search Intelligence Skill is a sophisticated information retrieval layer designed for the Openclaw Skills ecosystem, enabling AI agents to navigate the web with the precision of a professional security researcher. By utilizing a SearXNG backend, it provides access to over 90 search engines while maintaining complete privacy and eliminating the need for individual API subscriptions. This skill goes beyond simple keyword matching; it acts as an intelligent agentic layer that parses natural language intent, generates optimized dork queries across multiple engines, and applies multi-step search strategies to uncover hidden data.
Whether your workflow requires conducting deep security audits, performing detailed OSINT investigations on entities, or executing technical SEO analysis, this skill automates the complex lifecycle of information discovery. It features a robust result analyzer that scores and ranks data based on source credibility, multi-engine agreement, and keyword relevance, ensuring that the AI agent receives the most authoritative context available for its tasks.
Search Intelligence Skill Use Cases
- Automated security scanning to find exposed .env files, admin panels, and git directories on specific domains.
- Comprehensive OSINT investigations to track social media profiles, emails, and company filings across the web.
- Technical SEO auditing for site indexation analysis, backlink research, and competitor keyword tracking.
- Academic research and data mining across specialized engines like Arxiv, Google Scholar, and PubMed.
- Real-time news analysis and temporal trend tracking for specific technology sectors or legal regulations.
How Search Intelligence Skill Works
- The IntentParser analyzes the user's natural language input to determine the search category, subcategory, and extract specific entities like CVEs, domains, or names.
- The DorkGenerator creates a series of optimized search dorks, automatically translating syntax across engines like Google, Bing, and Yandex.
- The StrategyPlanner selects an execution plan based on the requested search depth, ranging from a quick single-step lookup to an exhaustive multi-step OSINT chain.
- The SearXNGClient routes queries to your local or private instance, managing rate limits and handling engine failures across 90+ providers.
- The ResultAnalyzer deduplicates findings and applies a multi-signal scoring algorithm (0-10) to rank results by relevance and credibility.
- If the result set is poor, the Auto-Refine logic triggers broader query iterations to ensure comprehensive coverage.
- The final SearchReport produces a structured output or an LLM-ready context block for the agent to consume.
Search Intelligence Skill Setup
Install the package from source to integrate it into your Openclaw Skills project:
git clone https://github.com/mouaad-ops/search-intelligence-skill.git
cd search-intelligence-skill
pip install -e .
You must have a SearXNG instance running. The fastest method is via Docker:
docker run -d --name searxng -p 8888:8080 -e SEARXNG_SECRET=your-secret-key searxng/searxng:latest
Ensure your settings.yml in SearXNG has the JSON format enabled to allow the skill to communicate with the API.
Search Intelligence Skill Data Schema & Taxonomy
The skill organizes research data into a hierarchical structure for clear agent consumption:
| Object | Key Data Points |
|---|---|
| SearchIntent | Category (Security, SEO, etc.), Subcategory, Extracted Entities (IPs, Emails, Domains), and Confidence Score. |
| SearchStrategy | Strategy name, number of steps executed, and engines targeted. |
| SearchResult | Title, URL, Snippet, Relevance Score (0-10), Multi-engine agreement list, and Metadata (Publish Date). |
| SearchReport | Original query, total results found, timing metrics, and refinement suggestions. |
Search Intelligence Skill Advanced Features
- Intelligent Dork Translation: Seamlessly converts advanced operators (e.g., filetype: to mime:) between various search engine syntaxes.
- Multi-Signal Scoring: Ranks results based on seven distinct signals including source credibility (.gov/.edu boosts) and engine rank positions.
- Custom Strategy Execution: Direct access to specialized workflows like osint_chain, file_hunt, and temporal trend analysis.
- Automated Query Refinement: Dynamically adjusts search terms if initial results are insufficient to ensure high-quality data delivery.
- Framework Native Wrappers: Built-in support for LangChain tools and OpenAI function calling for immediate deployment in AI agent workflows.
SKILL.md
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