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Skillintermediate

Search Intelligence Reference

<quality_tiers>

Claude Code Knowledge Pack7/10/2026

Overview

Search Intelligence Reference

<quality_tiers>

Video Source Quality (best → worst):

SourceQualityTypical Size (1080p movie)Notes
REMUXPerfect — bit-for-bit disc copy30-80 GiBHuge. Only for archivists or home theater.
BluRayExcellent — encoded from disc5-15 GiBBest balance for most users.
WEB-DLGreat — untouched streaming rip2-6 GiBNetflix/Amazon quality. No re-encoding artifacts.
WEB / WEBRipGood — captured from stream1-4 GiBSlight quality loss vs WEB-DL.
HDTVDecent — TV broadcast capture1-3 GiBBroadcast artifacts, possible logos.
HDRipOkay — ripped from streaming1-2 GiBVariable quality.
DVDRipLegacy — DVD source700 MiB - 1.5 GiBAcceptable for old content only.
TS / TelesyncBad — theater audio sync1-2 GiBAudio from theater, video from cam or other source.
CAMTerrible — filmed in theater1-2 GiBNever recommend unless explicitly asked.

Resolution Quality (best → worst):

  • 2160p / 4K / UHD — 4x 1080p detail. Needs 4K display + fast connection.
  • 1080p — The sweet spot for most users. Sharp, widely compatible.
  • 720p — Good for slower connections or smaller screens.
  • 480p / SD — Only acceptable for very old content or bandwidth constraints.

Codec Efficiency (best → worst):

  • AV1 — Most efficient, newest. Requires modern hardware/software to decode.
  • x265 / HEVC — 50% more efficient than x264. Same quality at half the size.
  • x264 / AVC — Universal compatibility. Larger files but plays everywhere.
  • XviD — Ancient. Only found on old uploads.

</quality_tiers>

<scoring_system>

The tool assigns two scores (0-100 each):

Quality Score — based on parsed torrent name:

  • Resolution: 2160p=40, 1080p=30, 720p=15, 480p=5
  • Source: remux=30, bluray=25, web-dl=20, web=18, webrip=15, hdtv=10, cam=1
  • Codec: x265=15, av1=15, x264=10, xvid=3
  • HDR bonus: +10
  • REMUX bonus: +5
  • Max possible: 100

Trust Score — based on uploader status + seeder count:

  • Status: admin/mod=50, vip=40, trusted=30, helper=20, member=0
  • Seeders: ≥100=40, ≥50=30, ≥20=20, ≥5=10, ≥1=5
  • Max possible: ~90 (VIP + 100 seeders)

Combined ranking: quality × 0.4 + trust × 0.6 Trust is weighted higher because a well-seeded VIP upload of a 720p is better than a dead 4K upload from an unknown user.

</scoring_system>

<query_strategies>

TV Shows:

  • Search by show name only (e.g. "1670"), let the season command filter episodes
  • If show name is common, add year: "invincible 2021"
  • If no results, try without year, or with alternative name
  • The API returns max 100 results, so very popular shows may not have all seasons in one search

Movies:

  • Search by movie title: "dark knight rises"
  • Add year to disambiguate: "dark knight rises 2012"
  • Use --cat video to avoid matching ebooks/soundtracks
  • Use smart command — it auto-filters CAM/TS

Software/Apps:

  • Search by exact name + version: "photoshop 2024"
  • Always check file list (files command) — .exe files should be expected
  • Prefer VIP uploaders heavily for software (malware risk is real)

General:

  • If first search fails, try alternate terms
  • Use category filters to reduce noise
  • The --prefer flag applies hard filters — if too restrictive, results may be empty

</query_strategies>

<content_type_detection>

The smart command detects content type by analyzing results:

  • TV Show: >30% of results contain S##E## patterns → show season summary
  • Movie: Most results are single-file video → rank by quality + trust
  • Ambiguous: Falls through to general ranked list

Known edge cases:

  • Shows with numbers in the title (e.g. "1670") may match unrelated content — the season/episode filter handles this
  • Anime may use different numbering (e.g. just episode numbers, no season) — season command may miss these
  • Specials tagged as S00E## are grouped under season 0

</content_type_detection>

<preference_filters>

The --prefer flag accepts comma-separated filters. All must match (AND logic).

FilterWhat it matches
2160p, 1080p, 720p, 480pExact resolution
x265, x264, hevc, av1Exact codec
bluray, web-dl, webrip, web, remuxExact source
hdrHDR content only
vipVIP uploaders only
trustedVIP or trusted uploaders

Examples:

  • --prefer "1080p,x265,vip" — 1080p HEVC from VIP only
  • --prefer "2160p,hdr" — 4K HDR content
  • --prefer "vip" — Any quality, but only from VIP uploaders

If the filter returns zero results, the tool falls back to unfiltered results with a warning.

</preference_filters>

<recommendations_for_agents>

When the agent is picking torrents for the user:

  1. Always prefer VIP/trusted unless the user explicitly says otherwise
  2. For movies: recommend the highest-scoring result, but note the size tradeoff (REMUX = huge, BluRay x265 = sweet spot)
  3. For TV seasons: pick consistent quality across episodes (same release group if possible)
  4. Flag anomalies: if one episode is 500 MiB and others are 2 GiB, something's off
  5. Check seeder count: anything under 5 seeders may be slow or stall
  6. Use --json mode to get structured data for programmatic reasoning
  7. Minimize API calls: use grab (1 call) or season (1 call) over search + detail + magnet (3 calls) to avoid rate limits

</recommendations_for_agents>