REPOGEO REPORT · LITE
therealXiaomanChu/ex-skill
Default branch main · commit a7c06380 · scanned 5/8/2026, 11:02:47 AM
GitHub: 5,059 stars · 493 forks
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 therealXiaomanChu/ex-skill, 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.
- highreadme#1Reposition the core project description to the very top of the README
Why:
CURRENT# 前任.skill > *"你们搞大模型的简直是码神,你们解放了前端兄弟,还要解放后端兄弟,测试兄弟,运维兄弟,解放网安兄弟,解放ic兄弟,最后解放自己解放全人类"我会为了你一万次回到那个夏天。** [](LICENSE) [](https://python.org) [](https://claude.ai/code) [](https://agentskills.io) 提供前任的原材料(微信聊天记录、QQ消息、朋友圈截图、照片)加上你的主观描述 生成一个**真正像ta的 AI Skill** 用ta的口头禅说话,用ta的方式回复你,记得你们一起去过的地方
COPY-PASTE FIX# 前任.skill 提供前任的原材料(微信聊天记录、QQ消息、朋友圈截图、照片)加上你的主观描述,生成一个**真正像ta的 AI Skill**。用ta的口头禅说话,用ta的方式回复你,记得你们一起去过的地方。本项目旨在帮助用户创建个性化的AI伴侣或数字分身,以模拟特定人物的沟通风格和记忆。 > *"你们搞大模型的简直是码神,你们解放了前端兄弟,还要解放后端兄弟,测试兄弟,运维兄弟,解放网安兄弟,解放ic兄弟,最后解放自己解放全人类"我会为了你一万次回到那个夏天。** [](LICENSE) [](https://python.org) [](https://claude.ai/code) [](https://agentskills.io)
- hightopics#2Add specific, relevant topics to the repository
Why:
COPY-PASTE FIXai-persona, digital-twin, large-language-models, llm, claude-ai, agent-skills, chatbot, memory, emotional-support, chinese-nlp
- mediumhomepage#3Add the repository URL as the homepage
Why:
COPY-PASTE FIXhttps://github.com/therealXiaomanChu/ex-skill
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.
- OpenAI API · recommended 2×
- Hugging Face Transformers Library · recommended 1×
- Google Cloud Vertex AI · recommended 1×
- Microsoft Azure OpenAI Service · recommended 1×
- LangChain · recommended 1×
- CATEGORY QUERYHow can I create a personalized AI assistant that mimics a specific person's communication style?you: not recommendedAI recommended (in order):
- OpenAI API
- Hugging Face Transformers Library
- Google Cloud Vertex AI
- Microsoft Azure OpenAI Service
- LangChain
- LlamaIndex
- ElevenLabs
- Resemble AI
AI recommended 8 alternatives but never named therealXiaomanChu/ex-skill. This is the gap to close.
Show full AI answer
- CATEGORY QUERYTools to build an AI persona from chat logs, photos, and descriptive text?you: not recommendedAI recommended (in order):
- OpenAI API
- Hugging Face Transformers (huggingface/transformers)
- Google Cloud Vision AI
- Amazon Rekognition
- Pinecone
- Weaviate (weaviate/weaviate)
- Chroma (chroma-core/chroma)
- Python
- spaCy (explosion/spaCy)
- NLTK (nltk/nltk)
- scikit-learn (scikit-learn/scikit-learn)
- Neo4j (neo4j/neo4j)
- ArangoDB (arangodb/arangodb)
- LangChain (langchain-ai/langchain)
- LlamaIndex (run-llama/llama_index)
AI recommended 15 alternatives but never named therealXiaomanChu/ex-skill. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
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 therealXiaomanChu/ex-skill?passAI named therealXiaomanChu/ex-skill explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts therealXiaomanChu/ex-skill in production, what risks or prerequisites should they evaluate first?passAI named therealXiaomanChu/ex-skill 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 therealXiaomanChu/ex-skill solve, and who is the primary audience?passAI named therealXiaomanChu/ex-skill 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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therealXiaomanChu/ex-skill — 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