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Beans

Migrate to Beans

Beans API out performs other news APIs on 2 distinctive features:

• Content Diversity: In addition to news, Beans provides public-information discovery across blogs, corporate announcements, earnings reports, litigation, official statements, research, technical documents, and coverage context. It is designed for workflows that need source material, metadata, and tracking of related coverage across sources/outlets and social platforms.
• Real Trend Data: Beans tracks trending contents and top news from their live social media engagement and NOT just claims from publishers.

Choose the right target

If your current workflow needs	Use Beans	Notes
Topic, identity, Source, or URL search	GET /beans/articles/search	Use q for natural-language search, ids or urls for exact lookup, and Article filters for narrowing.
A newest-first publication feed	GET /beans/articles/latest	Does not accept ids, urls, from, or to.
A newest-first news feed	GET /beans/news/latest	News-scoped shortcut equivalent to latest with content_type=news. Does not accept content_type, ids, urls, from, or to.
A fixed recent headline feed	GET /beans/news/top-headlines	Fixed 24-hour news window. Does not accept content_type, ids, urls, from, or to.
Attention-ranked Articles	GET /beans/articles/trending	Does not accept ids, urls, from, or to. Trend metrics may be absent.
Attention-ranked news	GET /beans/news/trending	News-scoped shortcut equivalent to trending with content_type=news. Does not accept content_type, ids, urls, from, or to.
Detail for one selected Article	GET /beans/articles/{id}	Use after a collection result provides the Article UUID. Request full_content=true only when the body is needed; availability is not guaranteed.
Related publisher reading	GET /beans/articles/{id}/similar	Results are related reading and are not a guarantee of durable Story membership.
External observations about an Article URL	GET /beans/articles/{id}/mentions	Mentions are observations on external platforms, not publisher Articles.
Publisher metadata	GET /beans/sources or GET /beans/sources/{id}	Resolve Source UUIDs for citations or Article Source filters.
Normalized filter values	GET /beans/categories, /entities, /regions, or /sentiments	Discover values before sending Article filters.

Provider migration matrix

Coming from	Typical task	Beans replacement
TheNewsAPI	Article cards, source catalog, related articles	Article search, Sources, Similar Articles
World News API	Search, top news, entity and source filters	Article search, top-headlines, discovery, Source filters
GNews	Search, latest, ranked headlines	Article search, latest, top-headlines
finlight	Financial news and company-related monitoring	Article search with earnings_report or financial_report, entities, Sources
NewsAPI.ai / Event Registry	News/blog selection, concepts, categories, duplicates, analysis	Article search, filterable content types, labels, Stories, related coverage. Synthesized analysis belongs in Espresso.
NewsData.io	Search, continuation, AI tags, sentiment, full content	Article search, cursor pagination, normalized labels, full_content=true when available

Similar to other platforms full_content is requested, not guaranteed.

Public content types

Request content_type accepts:

blog, contract, earnings_report, enforcement_action, financial_report, lawsuit, news, official_statement, podcast, press_release, research_paper, site, technical_documentation, and whitepaper

Translate the data model

Familiar concept	Beans concept	How an agent should use it
News or blog item	Article	Search a collection, preserve data[].id, then retrieve detail when citation or full content is needed.
Publisher record	Source	Resolve metadata with Source search and reuse the UUID in Article filters.
Topic or label	Article filter	Use categories, entities, regions, sentiments, tags, authors, or Source filters according to the route.
Related coverage group	Story	Use a stable Story UUID with GET /beans/stories/{id} and GET /beans/stories/{id}/articles.
Social or forum discussion	Mention	Use the Article mentions route for external observations tied to a known Article.

Route migration

Common existing pattern	Beans route sequence
Search an archive, then open one result	GET /beans/articles/search -> GET /beans/articles/{id}
Build a newest-first feed	GET /beans/articles/latest -> follow pagination.next_cursor
Build a newest-first news feed	GET /beans/news/latest -> follow pagination.next_cursor
Build a headline or attention feed	GET /beans/news/top-headlines or GET /beans/articles/trending
Build an attention-ranked news feed	GET /beans/news/trending -> follow pagination.next_cursor
Find related coverage after selecting an Article	GET /beans/articles/{id} -> GET /beans/articles/{id}/similar
Check external discussion for a selected Article	GET /beans/articles/{id} -> GET /beans/articles/{id}/mentions
Find a publisher, then filter its Articles	GET /beans/sources?q=... -> GET /beans/articles/search?sources={source_id}
Serve a related-coverage group	GET /beans/stories -> GET /beans/stories/{story_id} -> GET /beans/stories/{story_id}/articles

Collection items are intended to help an agent select relevant Article IDs; detail and follow-up routes are targeted calls.

Adapt queries and filters

Existing query intent	Beans parameter or route	Matching rule
Natural-language topic search	q on search or feed routes	Semantic search.
Search strictness	score_threshold with q	Requires q; higher values are stricter.
Exact Article lookup	ids or urls on search	Exact UUID or URL matching.
Public content type	content_type	One of the 14 filterable types. post is response-only.
Publisher or domain narrowing	sources, domains, exclude_sources, or exclude_domains	Use Source UUIDs or domain values as documented by the route.
Article labels	authors, categories, exclude_categories, entities, regions, sentiments, or tags	Include values within one field use OR; different fields combine with AND.
Language	languages	CSV ISO 639 language codes; any listed value matches. A stored language matches if it equals a listed code or starts with that code.
Publication bounds	from and to	Inclusive YYYY-MM-DD bounds on search, similar, Stories, Story Articles, and mention observed_at. Not accepted on latest, trending, top-headlines, or the news feed shortcuts.
Larger Article projection	full_content=true	Requests body content when Beans has it. Handle missing content and cite url.

Adapt pagination and responses

Beans collections use one stable JSON envelope:

Code
{
  "data": [],
  "pagination": {
    "limit": 20,
    "num_results": 0,
    "next_cursor": null
  },
  "meta": {
    "as_of": "2026-08-19T00:00:00Z"
  }
}

• pagination.num_results counts records in the current page, not total matches.
• Send a non-null pagination.next_cursor unchanged as the next request cursor.
• An empty collection is a successful HTTP 200 response with data: [].
• Detail routes return { "data": { ... } }; a missing Article, Source, or Story returns HTTP 404.
• Do not construct an offset or page parameter. Beans V1 uses cursor pagination.
• Error responses use { "error": { "code", "message" } } with HTTP 400, 404, or 500 as applicable.
• Extra query parameters that a previous provider ignored now return HTTP 400 on Beans.

Migration checklist

1. Classify each old request as Article search, recency, headline attention, trend ranking, Source lookup, related reading, or external mention lookup.
2. Change collection parsing to read data, pagination, and meta.
3. Store Article, Source, and Story UUIDs as opaque identifiers.
4. Replace offset or page construction with pass-through use of pagination.next_cursor.
5. Use only the 14 filterable request types; treat post as a response value.
6. Treat from and to as route-specific date bounds in YYYY-MM-DD form. Do not send them on feed routes.
7. Fetch Article detail, similar Articles, or mentions only after a collection call selects an Article; fetch Story detail and member Articles only after a Story collection selects a Story UUID.
8. Keep Espresso Events, Signals, and evidence workflows on the Espresso product.
9. Stop sending undocumented query keys.

Next steps

• Beans overview
• Beans API reference
• Espresso migration guide
• MCP & AI agents