last30days-zh

last30days Chinese version

Aggregates social platforms, community forums, prediction markets, and grounded web results from the last 30 days, then synthesizes them into a research briefing.

Trigger conditions

• Use when the user needs research on people, companies, products, markets, tools, or trends from the last 30 days.
• Use when the user needs competitor comparisons, launch reactions, community sentiment, or summaries of recent developments.
• Use when the user needs structured JSON output, for example query_plan、ranked_candidates、clusters、items_by_source .

Not applicable scenarios

• Not suitable for purely encyclopedic questions with no timeliness requirement.
• Not suitable for scenarios where the user only wants a single official source and does not need community and social signals at all.

Capabilities

• Provides planning, reranking, synthesis, grounded web search, X/Twitter, YouTube, and Polymarket via AISA.
• Reddit and Hacker News use public paths.
• TikTok, Instagram, Threads, and Pinterest use managed discovery paths when enabled.
• The public release layer now retains only the stateless research main chain and no longer carries the old watchlist / briefing / second-credential GitHub extension surface by default.

Environment requirements

• Primary credential:AISA_API_KEY
• Python 3.12+
• Uniformly use the scripts/ command under a repository-relative path to avoid runtime variable substitution failures.
• Optional repo-local configuration file:./.last30days-data/config.env, or you can pass --api-key。
• The Xiaohongshu extension is enabled only when XIAOHONGSHU_API_BASE is explicitly provided; the public release package does not probe local network endpoints by default.

Quick commands

bash scripts/run-last30days.sh "$ARGUMENTS" --emit=compact
python3 scripts/last30days.py "$ARGUMENTS" --api-key="$AISA_API_KEY"
python3 scripts/last30days.py "$ARGUMENTS" --emit=json
python3 scripts/last30days.py "$ARGUMENTS" --quick
python3 scripts/last30days.py "$ARGUMENTS" --deep
python3 scripts/last30days.py --diagnose

Examples

• last30days OpenAI Agents SDK
• last30days Peter Steinberger
• last30days OpenClaw vs Codex
• last30days Kanye West --quick