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LeoYeAI/openclaw-auto-dream
默认分支 main · commit 552f39b7 · 扫描时间 2026/6/4 09:57:06
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行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 LeoYeAI/openclaw-auto-dream 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Clarify core function in README's opening statement
原因:
当前Your AI doesn't just remember. It dreams.
复制粘贴的修复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#2Add more specific topics for cognitive architecture and memory systems
原因:
当前ai-agent, auto-dream, llm, memory, memory-management, myclaw, openclaw
复制粘贴的修复ai-agent, auto-dream, llm, memory, memory-management, myclaw, openclaw, cognitive-architecture, memory-consolidation, ai-sleep
- mediumabout#3Enhance repository description with 'cognitive architecture'
原因:
当前Automatic memory consolidation for OpenClaw agents — like sleep for your AI. Powered by MyClaw.ai
复制粘贴的修复Automatic memory consolidation and cognitive architecture for OpenClaw agents — like sleep for your AI. Powered by MyClaw.ai
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- langchain-ai/langchain · 被推荐 2 次
- weaviate/weaviate · 被推荐 2 次
- run-llama/llama_index · 被推荐 2 次
- pinecone-io/pinecone-python-client · 被推荐 1 次
- chroma-core/chroma · 被推荐 1 次
- 品类问题How can I implement a system for AI agents to consolidate memories and learn during idle periods?你:未被推荐AI 推荐顺序:
- LangChain (langchain-ai/langchain)
- Pinecone (pinecone-io/pinecone-python-client)
- Chroma (chroma-core/chroma)
- Weaviate (weaviate/weaviate)
- LlamaIndex (run-llama/llama_index)
- MongoDB (mongodb/mongo)
- PostgreSQL (postgres/postgres)
- pgvector (pgvector/pgvector)
- OpenAI API (openai/openai-python)
- Anthropic Claude API (anthropics/anthropic-sdk-python)
- Hugging Face Transformers (huggingface/transformers)
- SQLite (sqlite/sqlite)
- Faiss (facebookresearch/faiss)
- Annoy (spotify/annoy)
- Redis (redis/redis)
- RedisJSON (RedisJSON/RedisJSON)
- Redis Stack (redis/redis-stack)
AI 推荐了 17 个替代方案,却始终没点名 LeoYeAI/openclaw-auto-dream。这就是要补上的差距。
查看 AI 完整回答
- 品类问题What tools provide advanced cognitive memory management and knowledge graph capabilities for LLM agents?你:未被推荐AI 推荐顺序:
- LlamaIndex (run-llama/llama_index)
- LangChain (langchain-ai/langchain)
- Neo4j (neo4j/neo4j)
- Weaviate (weaviate/weaviate)
- Pinecone
- GraphDB
- Amazon Neptune
AI 推荐了 7 个替代方案,却始终没点名 LeoYeAI/openclaw-auto-dream。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesspass
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of LeoYeAI/openclaw-auto-dream?passAI 未点名 LeoYeAI/openclaw-auto-dream —— 很可能在说另一个项目
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- If a team adopts LeoYeAI/openclaw-auto-dream in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 LeoYeAI/openclaw-auto-dream
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- In one sentence, what problem does the repo LeoYeAI/openclaw-auto-dream solve, and who is the primary audience?passAI 未点名 LeoYeAI/openclaw-auto-dream —— 很可能在说另一个项目
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
嵌入你的 GEO 徽章
把这个徽章贴进 LeoYeAI/openclaw-auto-dream 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/LeoYeAI/openclaw-auto-dream)<a href="https://repogeo.com/zh/r/LeoYeAI/openclaw-auto-dream"><img src="https://repogeo.com/badge/LeoYeAI/openclaw-auto-dream.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
LeoYeAI/openclaw-auto-dream — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3