aisa-multi-source-searchIntelligent search for agents. Multi-source retrieval with confidence scoring - web, academic, and Tavily in one unified API.
Install via ClawdBot CLI:
clawdbot install AIsaPay/aisa-multi-source-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 API endpoint (api.aisa.one) for search processing, which is consistent with its stated purpose. While the external endpoint is not on a pre-approved 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 controlled by the user.
Audited Apr 18, 2026 · audit v1.0
Generated Mar 22, 2026
Researchers can use the multi-source search to gather and synthesize academic papers and web resources on specific topics, with confidence scoring ensuring reliable sources. This aids in literature reviews, hypothesis validation, and staying updated on recent publications.
Business analysts can search for web articles, news, and competitive data to monitor market trends, startup funding, and industry developments. The Tavily integration allows for deep web crawling and content extraction from targeted sites.
Tech teams can compare frameworks, tools, or AI models by retrieving reviews, academic studies, and web comparisons. The meta-analysis phase provides synthesized insights with confidence scores to guide decision-making.
Journalists or media professionals can aggregate latest news on topics like quantum computing, using the multi-source retrieval to cross-check facts and assess source credibility through confidence scoring.
Companies can perform comprehensive competitive analysis by searching academic, web, and smart sources for data on competitors, with AIsa Explain generating synthesized reports and highlighting areas of consensus or conflict.
Offer the search functionality as a paid API, charging based on usage tiers (e.g., number of queries or data volume). This targets developers and businesses needing integrated search capabilities without building their own infrastructure.
Provide customized search packages for large organizations, including dedicated support, enhanced security, and tailored integrations. This model leverages the skill's advanced features like Tavily crawling and confidence scoring for high-value clients.
Partner with academic institutions or research platforms to embed the search skill into their tools, enabling enhanced literature discovery and analysis. Revenue can come from licensing fees or revenue-sharing agreements.
💬 Integration Tip
Ensure the AISA_API_KEY is securely set as an environment variable, and verify that required binaries like curl and python3 are installed for seamless API calls.
Scored Apr 19, 2026
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