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by KeenEthics
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CLSTR

By Gabriel Pablo Rodriguez

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Overview

CLSTR gives ChatGPT memory of the news. It reads over 100,000 articles a day from 40,000+ sources, groups every article about the same event into one deduplicated item, and links related events into "situations": ongoing storylines with a maintained summary and a full timeline. Ask what is happening around a topic, company, country or event and get one synthesized storyline instead of twenty near-duplicate headlines. Ask what has happened with a situation since a given date and get the whole arc, in order, with a count of how many sources reported each development and a link to every one of them. What it can do: - Search the news by topic, entity, company or country - List the situations developing right now, optionally by category, country or time window - Return the complete timeline of one situation, newest first - Return the detail of a single event with its source articles

Tools

get_cluster

ChatGPT
Get one news event in detail. A cluster is a single real-world event assembled from many outlets covering the same happening and deduplicated into one item, so you get one event rather than 20 near-duplicate headlines. Returns its summary, a significance score (1 to 10, where 8 and above is exceptional), a source count, the situation it belongs to if any, and every underlying source article with links. Use this when the user wants the specifics of one event. Get a cluster id from search_situations, get_situation_timeline, or a clstr.news URL. Cite the returned URLs.

get_situation_timeline

ChatGPT
Get the full chronological timeline of one situation. A situation is an ongoing storyline (story arc) that groups related news events over time; it carries a maintained summary plus every event in order, so you see not just what happened but how it developed. Each event is a cluster (one happening assembled from many outlets and deduplicated) with its date, a significance score (1 to 10, where 8 and above is exceptional), a source count, and a canonical clstr.news link. Use this to brief on a story's history or answer 'how did this develop'. Get a situation id from search_situations or get_top_situations, or from a clstr.news URL. Cite the returned URLs.

get_top_situations

ChatGPT
List the situations developing right now, ranked by relevance: a blend of significance, how many outlets are covering it, and how recently it moved. So a lower significance score can rank above a higher one, and that ordering is intentional; do not re-sort. A situation is an ongoing storyline that groups related news events over time and carries a maintained summary and a source count (how many outlets are behind it). Optionally filter by category, by country, and by time window (24h, 7d, or 30d), and switch the ordering to newest activity first with sort. Use this to answer 'what is going on in the world', 'what is happening in <category>' or 'what is happening in <country>' when there is no specific topic yet, then open any result with get_situation_timeline. When there are more, the result ends with a cursor to page further. Cite the returned URLs.

search_situations

ChatGPT
Search the news by topic to find matching situations and events. A situation is an ongoing storyline (story arc) that groups related events over time; an event, called a cluster, is one happening assembled from many outlets and deduplicated into a single item, so you get one event rather than 20 near-duplicate headlines. Results come back grouped under their situations, each with a one-line summary, a significance score (1 to 10, where 8 and above is exceptional), a source count (how many outlets are covering it), and a canonical clstr.news link. Use this to answer 'what is happening around X' for a topic, company, country, or event. Then open a result with get_situation_timeline for the full history, or get_cluster for one event's detail. Results are relevance ordered and bounded to the top matches: when there are more, the result ends with a cursor to pass back, and each page counts as one search against your cap. Cite the returned URLs.

Example Prompts

Click any prompt to copy it.

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