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Startup, product, and design takes from curated tech YouTube. Search videos and pull time stamped transcript passages, TL;DRs, and weekly roundups.

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Status
Healthy
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL

TDQS

Score is being calculated.

Available Tools

10 tools
get_statsInspect

Get aggregate statistics for the entire BuildFeed corpus: total videos, channels, categories, topics, and views; the published-date range; and transcript/TLDR enrichment coverage. Use this for high-level "how much data / how fresh" questions rather than per-video detail.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

get_transcriptInspect

Get a bounded transcript window for one video. Prefer search_transcript_passages for discovery; use this tool to inspect surrounding context after selecting a video.

ParametersJSON Schema
NameRequiredDescriptionDefault
videoIdYes
maxCharsNo
endSecondsNo
startSecondsNo
get_videoInspect

Get full detail for a single BuildFeed video — description, channel info, stats, categories, topics, TLDR, and key takeaways (the raw transcript text itself is excluded). Accepts either an 11-character YouTube video ID or a BuildFeed article slug. Use this after search_videos/list_videos to drill into one specific result.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesYouTube video ID (11 chars, e.g. "dQw4w9WgXcQ") or a BuildFeed article slug.
get_weekly_roundupInspect

Get BuildFeed's weekly roundup content. Without a date, returns the index of available weekly roundups (most recent first) — useful for discovering which weeks exist. With a date (YYYY-MM-DD week key), returns that week's full roundup detail. Use this for "what happened this week" or historical week-by-week summary questions.

ParametersJSON Schema
NameRequiredDescriptionDefault
dateNoISO date (YYYY-MM-DD) identifying a specific week. Omit to list available weeks.
limitNoWhen listing weeks (no "date" given), max entries to return (default 20, hard cap 50).
list_categoriesInspect

List all of BuildFeed's video categories (AI, VC, Startup, Product, Design, Tools) with the number of videos in each. Use this to understand the taxonomy before filtering search_videos/list_videos/list_channels by category.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

list_channelsInspect

List YouTube channels tracked by BuildFeed, with per-channel video counts and categories, sorted by video count descending. Use this to discover which creators BuildFeed covers, optionally filtered to a category.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNoMax channels to return (default 20, hard cap 50).
categoryNoRestrict to channels that have published in this category.
list_topicsInspect

List canonical topic clusters from the full BuildFeed archive, grouped into stable families such as AI & Models, Building, Product, Startups, and Industry. Returns video counts, aliases, content-type distribution, and audience labels.

ParametersJSON Schema
NameRequiredDescriptionDefault
groupNoOptional exact topic family, e.g. "Building" or "Startups".
limitNo
minVideosNoOnly return clusters with at least this many videos.
list_videosInspect

List curated BuildFeed videos, optionally filtered by category and sorted by recency, views, likes, or quality score. Returns compact video records (title, channel, categories, view/like counts, quality score) without transcript or description text. Use this to browse recent/top videos; use search_videos instead when looking for a specific topic.

ParametersJSON Schema
NameRequiredDescriptionDefault
sortNoSort order: recent (default), views, likes, or quality.
limitNoMax videos to return (default 20, hard cap 50).
sinceNoOnly videos published on or after this ISO 8601 date. Searches the full archive; videos outside the rolling cache have qualityScore 0 and commentCount 0.
categoryNoRestrict to one category: AI, VC, Startup, Product, Design, or Tools.
search_transcript_passagesInspect

Search inside transcript passages, returning the most relevant timestamped excerpts across multiple videos. Use this for evidence, quotations, implementation details, or questions whose answer may not appear in a title or summary.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNo
queryYes
topicNo
audienceNo
categoryNo
contentTypeNo
search_videosInspect

Full-text search over BuildFeed's curated AI/startup/VC YouTube video library. Scores videos by keyword match across title, topics, TLDR summary, channel name, and key takeaways, ranked by relevance (then recency). Use this when the user asks about a specific topic, person, product, or company and you need to find relevant videos with summaries — not when you just want to browse everything (use list_videos for that instead).

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNoMax results to return (default 20, hard cap 50).
queryYesSearch keywords, e.g. "Claude agents", "seed fundraising", "Figma design systems".
sinceNoOnly videos published on or after this ISO 8601 date (reads the archive index).
categoryNoRestrict results to one category: AI, VC, Startup, Product, Design, or Tools.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 10 tool updates
    • First observedget_stats
    • First observedget_transcript
    • First observedget_video
    • First observedget_weekly_roundup
    • First observedlist_categories
    • First observedlist_channels
    • First observedlist_topics
    • First observedlist_videos
    • First observedsearch_transcript_passages
    • First observedsearch_videos

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