RRepoGEO

REPOGEO REPORT · LITE

Soulter/hugging-chat-api

Default branch master · commit 3f1bf851 · scanned 6/12/2026, 2:52:17 PM

GitHub: 941 stars · 137 forks

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 Soulter/hugging-chat-api, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README's opening to clarify its unique role as an unofficial HuggingChat client

    Why:

    CURRENT
    Unofficial HuggingChat Python API, extensible for chatbots etc.
    COPY-PASTE FIX
    An unofficial, reverse-engineered Python API client for the HuggingChat web interface, enabling programmatic interaction with its features like basic chat, assistant capabilities (image generation), web search, and LLM switching.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://huggingface.co/chat

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 Soulter/hugging-chat-api
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
huggingface/transformers
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. huggingface/transformers · recommended 1×
  2. langchain-ai/langchain · recommended 1×
  3. abetlen/llama-cpp-python · recommended 1×
  4. ollama/ollama · recommended 1×
  5. BerriAI/litellm · recommended 1×
  • CATEGORY QUERY
    How can I programmatically interact with a popular open-source large language model chatbot in Python?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers (huggingface/transformers)
    2. LangChain (langchain-ai/langchain)
    3. llama-cpp-python (abetlen/llama-cpp-python)
    4. Ollama (ollama/ollama)
    5. LiteLLM (BerriAI/litellm)

    AI recommended 5 alternatives but never named Soulter/hugging-chat-api. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python library to integrate chatbot capabilities with web search and image generation.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Hugging Face Transformers
    5. OpenAI Python Library
    6. Google Cloud Client Library for Python

    AI recommended 6 alternatives but never named Soulter/hugging-chat-api. 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 Soulter/hugging-chat-api?
    pass
    AI did not name Soulter/hugging-chat-api — 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?

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

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

Embed your GEO score

Drop this badge into the README of Soulter/hugging-chat-api. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/Soulter/hugging-chat-api.svg)](https://repogeo.com/en/r/Soulter/hugging-chat-api)
HTML
<a href="https://repogeo.com/en/r/Soulter/hugging-chat-api"><img src="https://repogeo.com/badge/Soulter/hugging-chat-api.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

Soulter/hugging-chat-api — 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