RRepoGEO

REPOGEO REPORT · LITE

NotJoeMartinez/yt-fts

Default branch main · commit 7fbc0088 · scanned 6/28/2026, 2:31:55 PM

GitHub: 1,810 stars · 96 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface NotJoeMartinez/yt-fts, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README opening to highlight core value and development status

    Why:

    CURRENT
    This project is **abandoned** until unemployment inevitably finds me again.

`yt-fts` is a command line program that uses yt-dlp to scrape all of a YouTube channels subtitles and load them into a sqlite database that is searchable from the command line. It allows you to query a channel for specific key word or phrase and will generate time stamped YouTube urls to the video containing the keyword.
    COPY-PASTE FIX
    `yt-fts` is a command line program that creates a local, searchable database of YouTube channel subtitles, enabling full-text and semantic search directly from your terminal. It uses yt-dlp to scrape subtitles and loads them into a sqlite database, generating time-stamped YouTube URLs for keywords or phrases. It also supports semantic search via the OpenAI embeddings API, Gemini embedding API and using chromadb.

This project is **abandoned** until unemployment inevitably finds me again.
  • mediumtopics#2
    Add specific topics for YouTube RAG and local search

    Why:

    CURRENT
    chromadb, cli, click, full-text-search, llm, rag, semantic-search, sqlite, youtube, yt-dlp
    COPY-PASTE FIX
    chromadb, cli, click, full-text-search, llm, rag, semantic-search, sqlite, youtube, yt-dlp, youtube-rag, video-search, transcript-search, local-search-engine
  • lowhomepage#3
    Add a homepage URL to the About section

    Why:

    COPY-PASTE FIX
    https://github.com/NotJoeMartinez/yt-fts

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface NotJoeMartinez/yt-fts
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
yt-dlp/yt-dlp
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. yt-dlp/yt-dlp · recommended 1×
  2. ggerganov/whisper.cpp · recommended 1×
  3. OpenAI Whisper API · recommended 1×
  4. ytdl-org/youtube-dl · recommended 1×
  5. Google Cloud Speech-to-Text API · recommended 1×
  • CATEGORY QUERY
    How can I search spoken content within YouTube videos from my terminal?
    you: not recommended
    AI recommended (in order):
    1. yt-dlp (yt-dlp/yt-dlp)
    2. whisper.cpp (ggerganov/whisper.cpp)
    3. OpenAI Whisper API
    4. youtube-dl (ytdl-org/youtube-dl)
    5. Google Cloud Speech-to-Text API
    6. AssemblyAI
    7. Rev.ai
    8. Vosk (alphacep/vosk-api)

    AI recommended 8 alternatives but never named NotJoeMartinez/yt-fts. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to build a RAG system over YouTube channel content using semantic search.
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack
    4. Weaviate
    5. Pinecone
    6. Faiss
    7. Sentence-Transformers

    AI recommended 7 alternatives but never named NotJoeMartinez/yt-fts. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of NotJoeMartinez/yt-fts?
    pass
    AI did not name NotJoeMartinez/yt-fts — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts NotJoeMartinez/yt-fts in production, what risks or prerequisites should they evaluate first?
    pass
    AI named NotJoeMartinez/yt-fts explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo NotJoeMartinez/yt-fts solve, and who is the primary audience?
    pass
    AI named NotJoeMartinez/yt-fts explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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NotJoeMartinez/yt-fts — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite