RRepoGEO

REPOGEO REPORT · LITE

guangzhengli/ChatFiles

Default branch main · commit c3bb7cf7 · scanned 5/22/2026, 5:53:06 PM

GitHub: 3,351 stars · 469 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 guangzhengli/ChatFiles, 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's opening to emphasize "ready-to-use application"

    Why:

    CURRENT
    # ChatFiles

## Deploy with Vercel

<p align="center">
<a href="https://vercel.com/new/clone?repository-url=https%3A%2F%2Fgithub.com%2Fguangzhengli%2FChatFiles&env=NEXT_PUBLIC_CHAT_FILES_UPLOAD_PATH,SUPABASE_SERVICE_ROLE_KEY,SUPABASE_URL&envDescription=Have%20a%20conversation%20with%20files&envLink=https%3A%2F%2Fgithub.com%2Fguangzhengli%2FChatFiles%2Fblob%2Fmain%2Fdoc%2Fenv-vars.md&demo-title=ChatFiles&demo-description=Have%20a%20conversation%20with%20files&demo-url=https%3A%2F%2Fchat-file.vercel.app%2F"></a>
</p>

> this repository use LangchainJS, based on Chatbot-ui
    COPY-PASTE FIX
    # ChatFiles

ChatFiles is a ready-to-deploy AI chatbot application that enables users to converse with the content of multiple uploaded files, powered by GPT and embeddings.

## Deploy with Vercel

<p align="center">
<a href="https://vercel.com/new/clone?repository-url=https%3A%2F%2Fgithub.com%2Fguangzhengli%2FChatFiles&env=NEXT_PUBLIC_CHAT_FILES_UPLOAD_PATH,SUPABASE_SERVICE_ROLE_KEY,SUPABASE_URL&envDescription=Have%20a%20conversation%20with%20files&envLink=https%3A%2F%2Fgithub.com%2Fguangzhengli%2FChatFiles%2Fblob%2Fmain%2Fdoc%2Fenv-vars.md&demo-title=ChatFiles&demo-description=Have%20a%20conversation%20with%20files&demo-url=https%3A%2F%2Fchat-file.vercel.app%2F"></a>
</p>

> this repository use LangchainJS, based on Chatbot-ui
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://chat-file.vercel.app/
  • lowtopics#3
    Expand topics to include "application" and "deployment" keywords

    Why:

    CURRENT
    chatbot, chatfile, chatgpt, chatgpt-api, chatpdf
    COPY-PASTE FIX
    chatbot, chatfile, chatgpt, chatgpt-api, chatpdf, document-chat-app, full-stack-ai, vercel-app

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 guangzhengli/ChatFiles
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. OpenAI · recommended 1×
  3. Anthropic · recommended 1×
  4. Google Gemini · recommended 1×
  5. chroma-core/chroma · recommended 1×
  • CATEGORY QUERY
    How can I create an AI chatbot to converse with content from multiple uploaded files?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. OpenAI
    3. Anthropic
    4. Google Gemini
    5. Chroma (chroma-core/chroma)
    6. FAISS (facebookresearch/faiss)
    7. Pinecone
    8. Weaviate (weaviate/weaviate)
    9. Qdrant (qdrant/qdrant)
    10. LlamaIndex (run-llama/llama_index)
    11. Haystack (deepset-ai/haystack)
    12. Rasa (RasaHQ/rasa)
    13. Azure AI Search
    14. Azure OpenAI Service
    15. Azure Blob Storage
    16. AWS Kendra
    17. Amazon Bedrock
    18. AWS S3
    19. AI21 Labs Jurassic
    20. Amazon Titan

    AI recommended 20 alternatives but never named guangzhengli/ChatFiles. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source solution for building a conversational AI interface over various document types.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Rasa
    5. Llama 2
    6. Mistral
    7. Falcon
    8. FAISS
    9. Chroma
    10. Weaviate

    AI recommended 10 alternatives but never named guangzhengli/ChatFiles. 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 guangzhengli/ChatFiles?
    pass
    AI named guangzhengli/ChatFiles explicitly

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

  • If a team adopts guangzhengli/ChatFiles in production, what risks or prerequisites should they evaluate first?
    pass
    AI named guangzhengli/ChatFiles 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 guangzhengli/ChatFiles solve, and who is the primary audience?
    pass
    AI named guangzhengli/ChatFiles 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 guangzhengli/ChatFiles. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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<a href="https://repogeo.com/en/r/guangzhengli/ChatFiles"><img src="https://repogeo.com/badge/guangzhengli/ChatFiles.svg" alt="RepoGEO" /></a>
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guangzhengli/ChatFiles — 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