RRepoGEO

REPOGEO REPORT · LITE

Deep-ai-inc/ch.at

Default branch master · commit 9337c16d · scanned 5/16/2026, 6:52:50 PM

GitHub: 1,078 stars · 37 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 Deep-ai-inc/ch.at, 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 the README H1 and opening paragraph to clarify its role as an LLM client/proxy

    Why:

    CURRENT
    # ch.at - Universal Basic Intelligence

A lightweight language model chat service accessible through HTTP, SSH, DNS, and API. One binary, no JavaScript, no tracking.
    COPY-PASTE FIX
    # ch.at - Universal Basic Chat: Lightweight LLM Client & Proxy

A single-binary, no-JavaScript service for accessing remote Large Language Models (like OpenAI's GPT-4o) via HTTP, SSH, DNS, and API. It acts as a privacy-focused proxy, offering diverse access methods without tracking or server-side logs.
  • hightopics#2
    Add relevant topics to improve categorization and recall

    Why:

    COPY-PASTE FIX
    llm-client, llm-proxy, chat-service, http-api, ssh-client, dns-tunneling, golang, no-javascript, privacy-focused, openai-api, anthropic-api
  • mediumhomepage#3
    Add the official homepage URL

    Why:

    COPY-PASTE FIX
    https://ch.at

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 Deep-ai-inc/ch.at
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ggerganov/llama.cpp
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ggerganov/llama.cpp · recommended 1×
  2. ollama/ollama · recommended 1×
  3. oobabooga/text-generation-webui · recommended 1×
  4. LostRuins/koboldcpp · recommended 1×
  5. imartinez/privateGPT · recommended 1×
  • CATEGORY QUERY
    How to self-host a private, lightweight AI chat service without JavaScript?
    you: not recommended
    AI recommended (in order):
    1. llama.cpp (ggerganov/llama.cpp)
    2. Ollama (ollama/ollama)
    3. text-generation-webui (oobabooga/text-generation-webui)
    4. KoboldCpp (LostRuins/koboldcpp)
    5. PrivateGPT (imartinez/privateGPT)

    AI recommended 5 alternatives but never named Deep-ai-inc/ch.at. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are options for accessing AI models via terminal or a simple HTTP API?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Anthropic Claude API
    3. Google Gemini API
    4. Hugging Face Inference API
    5. Mistral AI API
    6. Perplexity AI API
    7. LocalAI

    AI recommended 7 alternatives but never named Deep-ai-inc/ch.at. 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 Deep-ai-inc/ch.at?
    pass
    AI named Deep-ai-inc/ch.at explicitly

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

  • If a team adopts Deep-ai-inc/ch.at in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Deep-ai-inc/ch.at 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 Deep-ai-inc/ch.at solve, and who is the primary audience?
    pass
    AI named Deep-ai-inc/ch.at 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-ai-inc/ch.at — 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