RRepoGEO

REPOGEO REPORT · LITE

smallmain/vscode-unify-chat-provider

Default branch main · commit fdd36ad3 · scanned 6/15/2026, 3:01:53 AM

GitHub: 589 stars · 59 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 smallmain/vscode-unify-chat-provider, 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 specify VS Code extension and core function

    Why:

    CURRENT
    <h1>Unify Chat Provider</h1>
    COPY-PASTE FIX
    <h1>Unify Chat Provider: Multi-LLM API Integration for VS Code Chat</h1>
  • highreadme#2
    Strengthen the README's opening paragraph to explicitly state its VS Code extension nature and unification purpose

    Why:

    CURRENT
    Integrate multiple LLM API providers into VS Code's GitHub Copilot Chat using the Language Model API.
    COPY-PASTE FIX
    Unify Chat Provider is a VS Code extension that seamlessly integrates multiple LLM API providers into VS Code's GitHub Copilot Chat using the Language Model API.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://marketplace.visualstudio.com/items?itemName=smallmain.unify-chat-provider

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 smallmain/vscode-unify-chat-provider
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Continue
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Continue · recommended 2×
  2. Cursor · recommended 2×
  3. Ollama · recommended 2×
  4. CodeGPT · recommended 1×
  5. GitHub Copilot Chat · recommended 1×
  • CATEGORY QUERY
    How can I integrate various large language models into my VS Code chat interface?
    you: not recommended
    AI recommended (in order):
    1. Continue
    2. CodeGPT
    3. Cursor
    4. GitHub Copilot Chat
    5. Ollama
    6. LiteLLM
    7. Azure AI Studio
    8. Azure OpenAI Service

    AI recommended 8 alternatives but never named smallmain/vscode-unify-chat-provider. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What is the best VS Code extension for unifying multiple AI chat model providers?
    you: not recommended
    AI recommended (in order):
    1. Continue
    2. Code GPT
    3. Genie AI
    4. Meta Llama Code
    5. Ollama
    6. Cursor

    AI recommended 6 alternatives but never named smallmain/vscode-unify-chat-provider. 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 smallmain/vscode-unify-chat-provider?
    pass
    AI did not name smallmain/vscode-unify-chat-provider — 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 smallmain/vscode-unify-chat-provider in production, what risks or prerequisites should they evaluate first?
    pass
    AI named smallmain/vscode-unify-chat-provider 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 smallmain/vscode-unify-chat-provider solve, and who is the primary audience?
    pass
    AI named smallmain/vscode-unify-chat-provider explicitly

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite