Monitor competitor websites, content changes, social activity, and market positioning through SandBase. Use when asked for competitive intelligence, competitor tracking, market positioning research, or competitive content monitoring.
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Cross-channel competitive intelligence through SandBase. Track competitor website content, social media activity, news coverage, and search visibility. Read the API map before selecting a capability.
Use the capability identifiers below as discovery hints, not MCP tool names. Find the matching endpoint with sandbase_discover(q: "<provider and capability>"); use its returned name in sandbase_inspect(name: "<returned name>"). Read inputSchema, pricing, and execute_as, then call sandbase_run using execute_as.arguments.name and schema-defined arguments. If a run_id is returned, poll sandbase_run_get(run_id: "<returned run_id>") within the task budget until completed or failed; report pending or failed runs without resubmitting them automatically.
Use firecrawl_scrape or context_dev_scrape_markdown to extract competitor page content.
Use firecrawl_map to discover competitor site structure.
Use context_dev_capture_screenshot for visual monitoring.
Use exa_search with include_domains to find competitor content.
Use dataforseo_v3_serp_google_organic_live_advanced to check their rankings.
Use twitter_web_search_timeline for competitor brand mentions.
Use linkedin_web_v2_company_posts for competitor LinkedIn activity.
Use youtube_web_v2_channel_videos for competitor YouTube content.
Use tavily_search with competitor name and "news" topic.
Use google_news_bulk_articles for news coverage.
Return: competitor activity summary, content changes detected, social media presence comparison, search visibility snapshot, news coverage, and strategic observations.
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Search academic papers, scholarly articles, and research publications through SandBase. Use when asked for literature review, academic citations, scholarly research, paper discovery, or scientific evidence gathering.
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Research emerging academic trends by combining scholarly databases, web sources, and news to identify rising research areas, breakthrough papers, and shifting scientific consensus. Ideal for R&D teams tracking frontier science.
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Create, implement, or review accessibility review work with format, accessibility, performance, and visual-verification controls. Use when the requested deliverable depends on accessibility review.
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Plan, implement, or review agentic eval work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests agentic eval work.
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Create or review ai seo deliverables with audience, evidence, voice, and conversion-quality controls. Use when the user explicitly asks for ai seo work.
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Apply airflow dag patterns in reproducible local data workflows with version-aware APIs, explicit assumptions, and validation. Use when the user chooses airflow dag patterns or its strengths fit the task.
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