com.whatledto/whatledto

What Led To

Living, source-backed timelines of long-running events, with a quote and source per entry.

Endpointhttps://whatledto.com/mcp (streamable-http)
Registry version1.1.0
Now7 tools · grade A (97) · pin ts_ec9ebd052f213992b0c5a2e3844a7d82 · protocol 2025-06-18
First / last listed2026-10-30 01:33 UTC / 2026-10-30 01:33 UTC
Grade over time2026-10-30: A (97), 7 tools

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Timeline

First listing · 2026-10-30 01:33 UTC
7 tools, grade A (97)

Tools: list_timelines get_timeline get_entry get_party search_entries upcoming ask

Current tools (7)

list_timelinesEvery timeline on the site with its topic, tags, entry count, date range, last update and a short summary. Start here to find the slug for get_timeline.
params: none
get_timelineOne timeline in full: TL;DR, dated entries newest first with sources and quotes, relations between entries, links to other timelines, what to watch next and open questions. Pass since=YYYY-MM-DD to get only entries dated on or after that day (what changed recently).
params: slug*, since, limit
get_entryOne dated entry in full: its summary, type, the parties it names, every source with the outlet, the publication date and the verbatim quote it was read from, plus the relations and cross-timeline links it takes part in. Use it after search_entries or get_timeline has found an entry and you need the exact wording and source URL to cite. Entry ids are unique within a timeline, not across the site, s
params: slug*, id*
get_partyEverything the site records about one company, person or regulator across every timeline: its role on each, the parties it most often appears alongside, and every dated entry that names it, newest first, with sources. Use it instead of search_entries when you want one actor's whole history rather than a keyword match. Returns at most limit entries, with total_entries saying how many exist; a party
params: id*, limit
search_entriesFind dated entries across every timeline by keywords, party id, timeline slug and date range. Every keyword must match (title, summary, party or timeline name); results are ranked, newest first among equals. Returns the entry text and url; call get_entry for quotes and sources.
params: query, party, timeline, from, to, limit
upcomingScheduled dates the timelines are watching — earnings, rulings, launches, rule deadlines — each with why it matters, the timeline it belongs to and a source where one exists. Use it to answer what happens next across the site, rather than reading each timeline for its own catalysts. Returns the dates from today to the horizon, oldest first, echoing back today and horizon; a date known only to the
params: days, timeline
askAnswer a why/how question as a chain: an ordered set of dated, sourced entries from the timelines with one line on why each led to the next, written by the editor rather than generated. Returns the best-matching chain with every step's entry (URL, date, summary, sources), or, when no chain fits, the questions that do exist and how to research the answer with the other tools.
params: question*, since

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