RRepoGEO

REPOGEO REPORT · LITE

24kchengYe/MemoMind

Default branch master · commit 6eeb5ae4 · scanned 6/5/2026, 8:38:16 AM

GitHub: 715 stars · 11 forks

AI VISIBILITY SCORE
35 /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
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 24kchengYe/MemoMind, 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 the README's main heading to be more direct about the project's identity

    Why:

    CURRENT
    # 🧠 MemoMind **Give your AI agent a brain that remembers.A fully local, GPU-accelerated memory system for AI coding agents. Start building your digital twin's memory today — portable, evolving, and ready to migrate when a better system comes along.*
    COPY-PASTE FIX
    # 🧠 MemoMind: Local, GPU-accelerated Memory for AI Coding Agents
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumhomepage#3
    Set the repository's homepage URL

    Why:

    COPY-PASTE FIX
    Set the repository's homepage URL to `https://mseep.ai/app/24kchengye-memomind` in the GitHub repository settings.

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 24kchengYe/MemoMind
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
SQLite
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. SQLite · recommended 1×
  2. ChromaDB · recommended 1×
  3. DuckDB · recommended 1×
  4. Pickle · recommended 1×
  5. Joblib · recommended 1×
  • CATEGORY QUERY
    How to give my AI coding agent persistent, private, and local memory?
    you: not recommended
    AI recommended (in order):
    1. SQLite
    2. ChromaDB
    3. DuckDB
    4. Pickle
    5. Joblib
    6. JSON
    7. YAML Files
    8. LMDB
    9. TinyDB

    AI recommended 9 alternatives but never named 24kchengYe/MemoMind. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a GPU-accelerated local memory solution for my LLM-based coding assistant.
    you: not recommended
    AI recommended (in order):
    1. FAISS (facebookresearch/faiss)
    2. Hnswlib (nmslib/hnswlib)
    3. cuVS (rapidsai/cuml)
    4. Milvus (milvus-io/milvus)
    5. LanceDB (lancedb/lancedb)
    6. ScaNN (google-research/google-research)

    AI recommended 6 alternatives but never named 24kchengYe/MemoMind. 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 24kchengYe/MemoMind?
    pass
    AI named 24kchengYe/MemoMind explicitly

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

  • If a team adopts 24kchengYe/MemoMind in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 24kchengYe/MemoMind 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 24kchengYe/MemoMind solve, and who is the primary audience?
    pass
    AI named 24kchengYe/MemoMind explicitly

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

Embed your GEO score

Drop this badge into the README of 24kchengYe/MemoMind. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/24kchengYe/MemoMind.svg)](https://repogeo.com/en/r/24kchengYe/MemoMind)
HTML
<a href="https://repogeo.com/en/r/24kchengYe/MemoMind"><img src="https://repogeo.com/badge/24kchengYe/MemoMind.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

24kchengYe/MemoMind — 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