RRepoGEO

REPOGEO REPORT · LITE

Deep-ai-inc/ch.at

Default branch master · commit 9337c16d · scanned 6/27/2026, 4:28:38 PM

GitHub: 1,090 stars · 38 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
    Clarify project status and license in README's opening

    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 Intelligence

**Status: Actively Maintained | License: MIT**

A lightweight language model chat service accessible through HTTP, SSH, DNS, and API. One binary, no JavaScript, no tracking.
  • hightopics#2
    Add comprehensive topics for better categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    llm, chat, go, api, ssh, dns, privacy, openai, anthropic, language-model, generative-ai, proxy, no-javascript, self-hosted, lightweight
  • mediumabout#3
    Update About description for clarity and differentiation

    Why:

    CURRENT
    Universal Basic Chat
    COPY-PASTE FIX
    A lightweight, privacy-focused chat service for LLMs, accessible via HTTP, SSH, DNS, and API. One binary, no JavaScript, no tracking.

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
llama.cpp
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. llama.cpp · recommended 1×
  2. Ollama · recommended 1×
  3. text-generation-webui · recommended 1×
  4. LM Studio · recommended 1×
  5. KoboldCpp · recommended 1×
  • CATEGORY QUERY
    How to run a private, lightweight, no-JavaScript chat service for LLMs?
    you: not recommended
    AI recommended (in order):
    1. llama.cpp
    2. Ollama
    3. text-generation-webui
    4. LM Studio
    5. KoboldCpp

    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 a self-hosted LLM chat service written in Go?
    you: not recommended
    AI recommended (in order):
    1. LocalAI (go-skynet/LocalAI)
    2. ollama (ollama/ollama)
    3. go-llama.cpp (go-skynet/go-llama.cpp)

    AI recommended 3 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