RRepoGEO

REPOGEO REPORT · LITE

moorcheh-ai/memanto

Default branch main · commit 39d92d01 · scanned 6/11/2026, 2:36:24 PM

GitHub: 765 stars · 276 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 moorcheh-ai/memanto, 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
    Add a concise, differentiating introductory paragraph to README

    Why:

    COPY-PASTE FIX
    Memanto is the intelligent long-term memory framework specifically engineered for AI agents. It goes beyond traditional vector databases by providing advanced semantic understanding, stateful context, and RAG capabilities, enabling agents to engage in complex, persistent conversations and learn over time.
  • mediumtopics#2
    Add more specific topics to improve category matching

    Why:

    CURRENT
    agent-memory, ai-agents, crewai, langchain, llm-memory, long-term-memory, memanto, memory, moorcheh, rag, semantic-memory, stateful-ai
    COPY-PASTE FIX
    agent-memory, ai-agents, crewai, langchain, llm-memory, long-term-memory, memanto, memory, moorcheh, rag, semantic-memory, stateful-ai, ai-agent-framework, agent-orchestration, semantic-rag, stateful-agents, agent-intelligence
  • lowreadme#3
    Clarify Memanto's role as a component, not a full AI assistant

    Why:

    COPY-PASTE FIX
    Unlike general AI assistants or personal knowledge base tools, Memanto focuses exclusively on providing the robust memory infrastructure that powers intelligent AI agents, allowing developers to build sophisticated, context-aware applications.

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 moorcheh-ai/memanto
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 · recommended 2×
  3. Chroma · recommended 2×
  4. Redis · recommended 2×
  5. PostgreSQL · recommended 2×
  • CATEGORY QUERY
    How can I give my AI agents persistent long-term memory for complex conversations?
    you: not recommended
    AI recommended (in order):
    1. Pinecone
    2. Weaviate
    3. Chroma
    4. Redis
    5. RedisJSON
    6. RediSearch
    7. PostgreSQL
    8. pgvector
    9. Milvus

    AI recommended 9 alternatives but never named moorcheh-ai/memanto. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide semantic memory and RAG capabilities for building stateful AI applications?
    you: not recommended
    AI recommended (in order):
    1. Pinecone
    2. Weaviate
    3. Qdrant
    4. Chroma
    5. Redis
    6. Milvus
    7. PostgreSQL

    AI recommended 7 alternatives but never named moorcheh-ai/memanto. 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 moorcheh-ai/memanto?
    pass
    AI named moorcheh-ai/memanto explicitly

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

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

    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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moorcheh-ai/memanto — 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