RRepoGEO

REPOGEO REPORT · LITE

LeoYeAI/openclaw-auto-dream

Default branch main · commit 552f39b7 · scanned 6/4/2026, 9:57:06 AM

GitHub: 554 stars · 25 forks

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 LeoYeAI/openclaw-auto-dream, 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 core function in README's opening statement

    Why:

    CURRENT
    Your AI doesn't just remember. It dreams.
    COPY-PASTE FIX
    OpenClaw Auto-Dream is a cognitive memory architecture that enables OpenClaw agents to consolidate memories, learn during idle periods, and wake up smarter — like sleep for your AI.
  • mediumtopics#2
    Add more specific topics for cognitive architecture and memory systems

    Why:

    CURRENT
    ai-agent, auto-dream, llm, memory, memory-management, myclaw, openclaw
    COPY-PASTE FIX
    ai-agent, auto-dream, llm, memory, memory-management, myclaw, openclaw, cognitive-architecture, memory-consolidation, ai-sleep
  • mediumabout#3
    Enhance repository description with 'cognitive architecture'

    Why:

    CURRENT
    Automatic memory consolidation for OpenClaw agents — like sleep for your AI. Powered by MyClaw.ai
    COPY-PASTE FIX
    Automatic memory consolidation and cognitive architecture for OpenClaw agents — like sleep for your AI. Powered by MyClaw.ai

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 LeoYeAI/openclaw-auto-dream
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 2×
  2. weaviate/weaviate · recommended 2×
  3. run-llama/llama_index · recommended 2×
  4. pinecone-io/pinecone-python-client · recommended 1×
  5. chroma-core/chroma · recommended 1×
  • CATEGORY QUERY
    How can I implement a system for AI agents to consolidate memories and learn during idle periods?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. Pinecone (pinecone-io/pinecone-python-client)
    3. Chroma (chroma-core/chroma)
    4. Weaviate (weaviate/weaviate)
    5. LlamaIndex (run-llama/llama_index)
    6. MongoDB (mongodb/mongo)
    7. PostgreSQL (postgres/postgres)
    8. pgvector (pgvector/pgvector)
    9. OpenAI API (openai/openai-python)
    10. Anthropic Claude API (anthropics/anthropic-sdk-python)
    11. Hugging Face Transformers (huggingface/transformers)
    12. SQLite (sqlite/sqlite)
    13. Faiss (facebookresearch/faiss)
    14. Annoy (spotify/annoy)
    15. Redis (redis/redis)
    16. RedisJSON (RedisJSON/RedisJSON)
    17. Redis Stack (redis/redis-stack)

    AI recommended 17 alternatives but never named LeoYeAI/openclaw-auto-dream. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide advanced cognitive memory management and knowledge graph capabilities for LLM agents?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex (run-llama/llama_index)
    2. LangChain (langchain-ai/langchain)
    3. Neo4j (neo4j/neo4j)
    4. Weaviate (weaviate/weaviate)
    5. Pinecone
    6. GraphDB
    7. Amazon Neptune

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

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LeoYeAI/openclaw-auto-dream — 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