RRepoGEO

REPOGEO REPORT · LITE

topoteretes/awesome-ai-memory

Default branch main · commit 70ed67b3 · scanned 6/11/2026, 3:08:09 AM

GitHub: 784 stars · 74 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
27 /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
1 / 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 topoteretes/awesome-ai-memory, 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
  • highhomepage#1
    Update the repository's homepage URL

    Why:

    CURRENT
    https://github.com/topoteretes/cognee
    COPY-PASTE FIX
    https://github.com/topoteretes/awesome-ai-memory
  • highreadme#2
    Reposition the `cognee` promotion in the README

    Why:

    CURRENT
    The `h3` `<h3 align="center"> Add <a href="https://github.com/topoteretes/cognee"> cognee</a> to your AI App </h3>` appears before `## Welcome to our curated list of AI memory tools`.
    COPY-PASTE FIX
    Move the `h3` promoting `cognee` to appear *after* the `## Welcome to our curated list of AI memory tools` section, or rephrase it to clearly indicate `cognee` is *one item on the list*.
  • mediumtopics#3
    Add 'awesome-list' to repository topics

    Why:

    CURRENT
    ai, ai-agents, ai-engineering, ai-memory, ai-ml, memory-management, rag
    COPY-PASTE FIX
    ai, ai-agents, ai-engineering, ai-memory, ai-ml, memory-management, rag, awesome-list

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 topoteretes/awesome-ai-memory
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Pinecone
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Pinecone · recommended 2×
  2. weaviate/weaviate · recommended 1×
  3. chroma-core/chroma · recommended 1×
  4. redis/redis · recommended 1×
  5. postgres/postgres · recommended 1×
  • CATEGORY QUERY
    What are effective solutions for managing long-term memory in AI agents?
    you: not recommended
    AI recommended (in order):
    1. Pinecone
    2. Weaviate (weaviate/weaviate)
    3. Chroma (chroma-core/chroma)
    4. Redis (redis/redis)
    5. PostgreSQL (postgres/postgres)
    6. Milvus (milvus-io/milvus)
    7. Elasticsearch (elastic/elasticsearch)

    AI recommended 7 alternatives but never named topoteretes/awesome-ai-memory. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking tools for building robust retrieval augmented generation (RAG) systems with persistent memory.
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack (deepset)
    4. Weaviate
    5. Pinecone
    6. Qdrant
    7. Faiss (Facebook AI Similarity Search)

    AI recommended 7 alternatives but never named topoteretes/awesome-ai-memory. 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 topoteretes/awesome-ai-memory?
    pass
    AI did not name topoteretes/awesome-ai-memory — 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 topoteretes/awesome-ai-memory in production, what risks or prerequisites should they evaluate first?
    pass
    AI named topoteretes/awesome-ai-memory 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 topoteretes/awesome-ai-memory solve, and who is the primary audience?
    pass
    AI did not name topoteretes/awesome-ai-memory — 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?

Embed your GEO score

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topoteretes/awesome-ai-memory — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
topoteretes/awesome-ai-memory — RepoGEO report