A professional-grade public opinion and sentiment analysis report writer tailored for Chinese government and enterprise use, enhanced with multi-tool international media scraping.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install aky-publicopinion
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 aky-publicopinion 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 aky-public-opinion?
The aky-public-opinion skill is an advanced analytical framework designed for Openclaw Skills that automates the generation of structured public opinion, risk assessment, and communication data reports. Engineered specifically for enterprise and public sector compliance requirements, it combines standard Chinese data analysis paradigms with robust western media harvesting pipelines to provide full-spectrum digital asset protection.
By leveraging deep integration across multi-source collection tools, the system automatically bypasses isolated domestic data viewpoints. It transforms multi-layered digital signatures from international communication networks into intelligence, generating highly formatted, professional Chinese content that features formal official terminology and structured data schemas.
aky-public-opinion Use Cases
- Drafting professional-grade social media sentiment analysis reports for government bureaus or enterprise compliance executives.
- Conducting cross-platform international public opinion tracking and narrative cross-validation during high-pressure geopolitical events.
- Performing multi-dimensional risk assessment summaries utilizing real-time international trends and legacy news footprints.
- Executing monthly retrospective summaries regarding industry security, trade barriers, or global supply chain vulnerabilities.
How aky-public-opinion Works
- Pre-flight Validation: The system verifies incoming event data metrics (actors, timelines, sequences) and cross-checks the target report type configuration.
- Multi-Tool Collection Workflow: It initiates an orderly four-tier scraping routine across global channels, query parameters, and regional proxies.
- Narrative Architecture Assessment: It detects western framing dynamics, ideological friction channels, and sentiment discrepancies among media nodes.
- Structured Compilation: The skill compiles raw metrics into formal Chinese prose using standardized legal citations and multi-tier enumeration layers.
- Actionable Delivery: The system outputs an enterprise-ready Markdown document detailing explicit trigger sequences, risk chains, and assignable countermeasures.
aky-public-opinion Setup
Integrate the public opinion reporting skill into your environment by ensuring all dependency modules are correctly referenced inside your config pipeline:
# Initialize and optimize your Openclaw environment
openclaw skill install aky-public-opinion
# Ensure complementary collection runtimes are initialized
openclaw tool verify x-news-daily agent-browser browser-automation
aky-public-opinion Data Schema & Taxonomy
The architecture categorizes analysis processes into 5 daily report structures and 5 specialized tracking schemas to ensure operational alignment:
Report Classification Layout
| Category Class | Type Variant | Target Length (Characters) | Analytical Focus |
|---|---|---|---|
| Daily Schemas | Investigation & Analysis | 2,000 - 5,000 | Fact Discovery, Legal Frameworks, Quad-Dimension Impacts |
| Rapid Assessment | 800 - 1,500 | Breaking Incidents, Instant Risk Mitigation Tracking | |
| Special Report | 2,000 - 4,000 | Systematic In-depth Event Progression Mapping | |
| Deep Research Report | 3,000 - 6,000 | Macro Policy Shifts, Long-term Strategic Positioning | |
| Retrospective Report | 2,000 - 4,000 | Post-incident Audits, Algorithmic Lessons Learned | |
| Monthly Report | 2,500 - 4,000 | Periodical Communication Summaries & Risk Forecasting | |
| Special Event Schemas | International Pressure | 3,000 - 6,000 | Geopolitical Disputes, Foreign Sanctions, Trade Barriers |
| Ethnic/Ideological | 2,500 - 5,000 | Countering Narrative Warfare, Anti-China Sentiments | |
| Industrial-Economic Security | 3,000 - 6,000 | Supply Chain Continuity, Regulatory Compliance Risks | |
| Governance Innovation | 2,500 - 5,000 | Social Trends, Localized Sentiment Anomalies | |
| Diplomatic Sensitivity | 2,000 - 4,000 | Bilateral Flashpoints (e.g., US/Japan Diplomatic Triggers) |
Information Collection Pipeline Tiering
- Tier 1 (Social Media Pulse): Leverages
x-news-dailytracking for real-time trending metrics, hashtag vectors, and top engagement framing. - Tier 2 (Direct Media Scraping): Orchestrates
agent-browserandbrowser-automationroutines for deep HTML extraction across paywalled or dynamic media frameworks. - Tier 3 (Search & Quick Fetch): Deploys
web_searchandweb_fetchparameters filtered by temporal freshness and country-specific origins. - Tier 4 (Cross-Validation & Dedup): Executes text synthesis to eliminate redundant agency re-prints and assigns reliability ratings from A+ down to UGC layers.
aky-public-opinion Advanced Features
- Embedded International Response Modules: Automatically instantiates a specialized section tracking western narrative framing vs. local foreign embassy outputs.
- Three-Layer Risk Analytical Progression: Enforces a strict context-to-consequence paradigm mapping explicit trigger conditions to behavior paths and final system impacts.
- Bilingual Taxonomy Hooks: Automatically appends native source naming metrics alongside the localized Chinese corporate terminology on first system mention.
- Configurable Multi-Tier Enumerations: Switches dynamically between structured corporate numerical listing styles depending on whether the asset is an investigative tracking document or a standard sentiment brief.
SKILL.md
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