RRepoGEO

REPOGEO REPORT · LITE

goldfishh/chatgpt-tool-hub

Default branch master · commit d294f164 · scanned 5/22/2026, 9:27:14 PM

GitHub: 1,273 stars · 166 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 goldfishh/chatgpt-tool-hub, 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 improve categorization

    Why:

    COPY-PASTE FIX
    llm, chatgpt, tools, agent, llm-agent, tool-orchestration, framework, python
  • highreadme#2
    Clarify the core category in the README's opening statement

    Why:

    CURRENT
    <p align='center'>给ChatGPT装上手和脚，拿起工具提高你的生产力</p>
    COPY-PASTE FIX
    <p align='center'>一个开源的LLM工具编排框架，为ChatGPT及其他大语言模型提供工具执行引擎，打造开放式LLM-OS生态。</p>
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://colab.research.google.com/drive/11nYPGFCYiaZ73H8nTHSN8ifbo0u3W_8p

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 goldfishh/chatgpt-tool-hub
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. OpenAI Functions · recommended 1×
  4. Hugging Face Transformers Agents · recommended 1×
  5. Microsoft Semantic Kernel · recommended 1×
  • CATEGORY QUERY
    How can I enable my large language model to interact with external services and tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Functions
    4. Hugging Face Transformers Agents
    5. Microsoft Semantic Kernel
    6. Haystack

    AI recommended 6 alternatives but never named goldfishh/chatgpt-tool-hub. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source frameworks exist for building LLM agents that can use various tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack (deepset/Haystack)
    4. AutoGPT
    5. CrewAI
    6. Transformers Agents (huggingface/transformers)

    AI recommended 6 alternatives but never named goldfishh/chatgpt-tool-hub. 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 goldfishh/chatgpt-tool-hub?
    pass
    AI named goldfishh/chatgpt-tool-hub explicitly

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

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

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

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MARKDOWN (README)
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goldfishh/chatgpt-tool-hub — 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