Pesquisa e Web

Audit a file, directory, web page, or piece of content for prompt-injection attempts. Use when reviewing untrusted content (scraped pages, downloaded files, third-party repos, MCP server tool descriptions, email archives, search-result corpora, RAG documents, code-review diffs) for hidden or visible attempts to manipulate AI agents. Outputs a structured report with severity, technique classificati

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

Decision tree for when to escalate from free native Chinese channels (bilibili / weibo / xiaohongshu / douyin / zhihu) to the paid TikHub fallback. ~$0.0036 per request; 5 platforms covered. Tells the runtime AI when the cost is worth paying vs. when the free paths are enough.

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

Chinese developer community discussions on programming, tech, and career — useful for native-zh developer sentiment and niche technical troubleshooting.

Unify signals from multiple recency-sensitive channels (Reddit, X, Hacker News, Weibo, YouTube, GitHub activity, Polymarket, etc.) into a single time-weighted candidate list. Clusters semantic near-duplicates across sources, weights by recency + platform reliability, and produces a ranked "what's happening recently" bundle for the runtime AI to synthesize.

US public company filings (10-K, 10-Q, 8-K) via SEC EDGAR full-text search — financial and regulatory disclosures for research.

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

Discover open machine learning models on Hugging Face Hub via the public model search API.

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

Instagram public posts and reels search via TikHub. Best for product demos, tutorials, and visual content. English-first but works with any language keyword.