RRepoGEO

REPOGEO REPORT · LITE

silverstein/minutes

Default branch main · commit db7dae14 · scanned 5/25/2026, 6:46:53 PM

GitHub: 1,231 stars · 130 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 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 silverstein/minutes, 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
    Clarify in README that minutes is a local-first application, not a web app

    Why:

    CURRENT
    Minutes is not just a meeting-notes app. It is local conversation infrastructure for agents: audio capture, transcripts, decisions, commitments, people, and provenance exposed through plain files, CLI commands, MCP tools, and live transcript streams.
    COPY-PASTE FIX
    Minutes is not just a meeting-notes app. It is local conversation infrastructure for agents: audio capture, transcripts, decisions, commitments, people, and provenance exposed through plain files, CLI commands, MCP tools, and live transcript streams. It's a local-first system, not a web application, designed to run on your machine and integrate directly with your AI agents.
  • mediumtopics#2
    Expand topics to include higher-level AI assistant and knowledge management terms

    Why:

    CURRENT
    agent-skills, ai, claude, mcp, meeting-notes, meetings, parakeet, privacy, rust, speech-to-text, transcription, voice-memo, whisper
    COPY-PASTE FIX
    agent-skills, ai, claude, mcp, meeting-notes, meetings, parakeet, privacy, rust, speech-to-text, transcription, voice-memo, whisper, ai-assistant-tool, local-ai, knowledge-management, personal-ai, memory-system
  • lowreadme#3
    Emphasize minutes as a comprehensive system beyond just transcription

    Why:

    CURRENT
    Minutes is not just a meeting-notes app. It is local conversation infrastructure for agents: audio capture, transcripts, decisions, commitments, people, and provenance exposed through plain files, CLI commands, MCP tools, and live transcript streams.
    COPY-PASTE FIX
    Minutes is not just a meeting-notes app. It is local conversation infrastructure for agents: audio capture, transcripts, decisions, commitments, people, and provenance exposed through plain files, CLI commands, MCP tools, and live transcript streams. While it includes robust audio capture and transcription, Minutes provides a complete conversation memory layer, not just a standalone transcriber.

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 silverstein/minutes
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Pinecone
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Pinecone · recommended 1×
  2. Chroma · recommended 1×
  3. Weaviate · recommended 1×
  4. Elasticsearch · recommended 1×
  5. PostgreSQL with `pgvector` · recommended 1×
  • CATEGORY QUERY
    How can I build a personal, searchable conversation memory for my AI assistant?
    you: not recommended
    AI recommended (in order):
    1. Pinecone
    2. Chroma
    3. Weaviate
    4. Elasticsearch
    5. PostgreSQL with `pgvector`
    6. Qdrant
    7. Faiss

    AI recommended 7 alternatives but never named silverstein/minutes. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source tool to transcribe and store all my meeting and voice notes locally.
    you: not recommended
    AI recommended (in order):
    1. Whisper
    2. Whisper Desktop (chidiwilliams/whisper-desktop)
    3. Buzz (chidiwilliams/buzz)
    4. Vosk
    5. Mozilla DeepSpeech
    6. Kaldi
    7. Coqui STT

    AI recommended 7 alternatives but never named silverstein/minutes. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 silverstein/minutes?
    pass
    AI named silverstein/minutes explicitly

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

  • If a team adopts silverstein/minutes in production, what risks or prerequisites should they evaluate first?
    pass
    AI named silverstein/minutes 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 silverstein/minutes solve, and who is the primary audience?
    pass
    AI named silverstein/minutes explicitly

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

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