openclaw-aisa-searchIntelligent search for agents. Multi-source retrieval with confidence scoring - web, academic, and Tavily in one unified API.
Install via ClawdBot CLI:
clawdbot install chaimengphp/openclaw-aisa-searchGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Sends data to undocumented external endpoint (potential exfiltration)
POST → https://api.aisa.one/apis/v1/scholar/search/web?query=AI+frameworks&max_num_resuCalls external URL not in known-safe list
https://openclaw.aiAI Analysis
The skill sends user queries to its documented external API (api.aisa.one) for search processing, which is consistent with its stated purpose. While the external endpoint is not on a pre-approved safe list, there is no evidence of credential harvesting, hidden instructions, or obfuscation. The primary risk is data being sent to a third-party service, not unauthorized exfiltration.
Audited Apr 17, 2026 · audit v1.0
Generated Mar 3, 2026
Researchers can use the skill to gather and synthesize recent academic papers and web sources on specific topics, with confidence scoring to prioritize high-quality, consensus-backed information for literature reviews or grant proposals.
Startups can leverage the skill to conduct competitive analysis and market research by searching for web articles, reviews, and funding news, using confidence scores to validate trends and identify reliable insights for strategic planning.
Journalists and media organizations can use the skill to aggregate and verify news stories from multiple sources, applying confidence scoring to assess source quality and agreement for accurate reporting on topics like quantum computing breakthroughs.
Product teams can employ the skill to deep-dive into web and academic sources on technologies like RAG frameworks, using meta-analysis to generate synthesized answers with confidence scores to inform feature development and innovation.
Investors can utilize the skill to research AI startup funding and industry trends, combining Tavily integration for external validation and confidence scoring to evaluate the credibility of information for investment decisions.
Offer tiered subscription plans based on API call volume and features like advanced search types or higher confidence scoring thresholds, targeting developers and enterprises needing reliable multi-source retrieval.
License the skill as a white-label search engine for businesses to integrate into their own platforms, such as research tools or customer support systems, with customization options for branding and data sources.
Provide consulting services to help organizations implement and optimize the skill for specific use cases like market research or academic projects, including training and support for integration with existing workflows.
💬 Integration Tip
Ensure the AISA_API_KEY environment variable is set and use the provided curl commands to test endpoints before full integration, focusing on the smart search for combined web and academic results.
Scored Apr 19, 2026
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