RRepoGEO

REPOGEO REPORT · LITE

melih-unsal/DemoGPT

Default branch main · commit aca748b7 · scanned 6/20/2026, 5:56:50 PM

GitHub: 1,900 stars · 225 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
35 /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
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 melih-unsal/DemoGPT, 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
    Reposition README H1 to explicitly state 'LLM Agent Development Framework'

    Why:

    CURRENT
    # 🤖 Create Agents in a Second - with the Best Tools, RAG, Knowledge Graph and Vector Databases
    COPY-PASTE FIX
    # 🤖 DemoGPT: The LLM Agent Development Framework for Rapid Creation with Tools, RAG, Knowledge Graph, and Vector Databases
  • mediumabout#2
    Add homepage URL to repository About section

    Why:

    COPY-PASTE FIX
    https://demogpt.io
  • lowtopics#3
    Add specific LLM framework topics

    Why:

    CURRENT
    agent, agents, ai, artificial-intelligence, autogpt, autonomous-agents, chatgpt, chatgpt-api, deepseek, demo, gpt-4, langchain, langchain-app, langchain-python, llms, o1, openai, python, streamlit, streamlit-application
    COPY-PASTE FIX
    agent, agents, ai, artificial-intelligence, autogpt, autonomous-agents, chatgpt, chatgpt-api, deepseek, demo, gpt-4, langchain, langchain-app, langchain-python, llms, o1, openai, python, streamlit, streamlit-application, llm-framework, agent-framework, llm-platform, rag-framework

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 melih-unsal/DemoGPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Haystack · recommended 2×
  4. Microsoft Semantic Kernel · recommended 2×
  5. OpenAI Assistants API · recommended 2×
  • CATEGORY QUERY
    How can I rapidly develop and deploy autonomous LLM agents with various tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. CrewAI
    5. Haystack
    6. Microsoft Semantic Kernel
    7. OpenAI Assistants API

    AI recommended 7 alternatives but never named melih-unsal/DemoGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework simplifies building LLM agents, integrating RAG, knowledge graphs, and vector databases?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack
    4. Microsoft Semantic Kernel
    5. OpenAI Assistants API

    AI recommended 5 alternatives but never named melih-unsal/DemoGPT. 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 melih-unsal/DemoGPT?
    pass
    AI named melih-unsal/DemoGPT explicitly

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

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

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

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melih-unsal/DemoGPT — 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