RRepoGEO

REPOGEO REPORT · LITE

666ghj/DeepSearchAgent-Demo

Default branch main · commit acb0a0ba · scanned 6/30/2026, 9:23:49 AM

GitHub: 1,208 stars · 305 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
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 666ghj/DeepSearchAgent-Demo, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agent, deep-search, llm, multi-turn-agent, research-agent, python, streamlit, tavily-api, no-framework
  • highreadme#2
    Reposition the README's opening paragraph to clarify audience and purpose

    Why:

    CURRENT
    一个**无框架**的深度搜索AI代理实现，能够通过多轮搜索和反思生成高质量的研究报告。
    COPY-PASTE FIX
    一个**无框架**的深度搜索AI代理实现，**专为开发者设计，作为构建**能够通过多轮搜索和反思生成高质量研究报告的AI代理的**清晰参考示例**。
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://[your-live-demo-or-project-page-url]

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 666ghj/DeepSearchAgent-Demo
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. Anthropic Claude API · recommended 1×
  3. Hugging Face Transformers · recommended 1×
  4. Llama.cpp · recommended 1×
  5. Ollama · recommended 1×
  • CATEGORY QUERY
    How to build a multi-turn AI agent for research reports without heavy frameworks?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Anthropic Claude API
    3. Hugging Face Transformers
    4. Llama.cpp
    5. Ollama
    6. Chroma
    7. FAISS
    8. Pinecone
    9. Weaviate

    AI recommended 9 alternatives but never named 666ghj/DeepSearchAgent-Demo. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good tool for generating comprehensive research reports using reflective AI search?
    you: not recommended
    AI recommended (in order):
    1. Elicit
    2. Scite.ai
    3. Perplexity AI
    4. ChatGPT
    5. Consensus
    6. Semantic Scholar

    AI recommended 6 alternatives but never named 666ghj/DeepSearchAgent-Demo. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 666ghj/DeepSearchAgent-Demo?
    pass
    AI named 666ghj/DeepSearchAgent-Demo explicitly

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

  • If a team adopts 666ghj/DeepSearchAgent-Demo in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 666ghj/DeepSearchAgent-Demo 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 666ghj/DeepSearchAgent-Demo solve, and who is the primary audience?
    pass
    AI did not name 666ghj/DeepSearchAgent-Demo — 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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666ghj/DeepSearchAgent-Demo — 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