RRepoGEO

REPOGEO REPORT · LITE

AtomicBot-ai/Atomic-Chat

Default branch main · commit b90f0351 · scanned 6/10/2026, 10:27:14 PM

GitHub: 872 stars · 79 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
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 AtomicBot-ai/Atomic-Chat, 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's opening to emphasize 'desktop app' and 'offline'

    Why:

    CURRENT
    # Atomic Chat

Local AI app and inference engine for agents. Run open-weight LLMs locally — private, on your machine.
    COPY-PASTE FIX
    # Atomic Chat: Your Private, Offline Desktop AI App

Atomic Chat is a powerful, 100% offline desktop application and inference engine designed for running open-weight Large Language Models (LLMs) locally on your computer. It provides a private, secure environment for AI agents and personal chat, ensuring your data never leaves your machine.
  • mediumreadme#2
    Add a 'Why Choose Atomic Chat?' section with core differentiators

    Why:

    COPY-PASTE FIX
    ## Why Choose Atomic Chat? (Compared to other local LLM apps)

Unlike generic LLM runners, Atomic Chat offers a complete self-hostable, open-source AI chatbot frontend with broad, extensible multi-LLM support (including OpenAI, Google Gemini, and other LLMs) combined with a robust backend for persistent chat history and user-specific configurations. It's a full-featured desktop application for private, agent-driven AI.
  • lowlicense#3
    Clarify the project's license directly in the README

    Why:

    COPY-PASTE FIX
    ## License

This project is licensed under [Specify the actual license(s) here, e.g., 'a custom license combining Apache 2.0 and MIT principles as detailed in the LICENSE file']. Please refer to the `LICENSE` file for full details.

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 AtomicBot-ai/Atomic-Chat
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LM Studio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LM Studio · recommended 2×
  2. ollama/ollama · recommended 1×
  3. janhq/jan · recommended 1×
  4. ggerganov/llama.cpp · recommended 1×
  5. huggingface/transformers · recommended 1×
  • CATEGORY QUERY
    How can I run open-weight large language models completely offline on my desktop?
    you: not recommended
    AI recommended (in order):
    1. Ollama (ollama/ollama)
    2. LM Studio
    3. Jan (janhq/jan)
    4. llama.cpp (ggerganov/llama.cpp)
    5. Hugging Face `transformers` library (huggingface/transformers)
    6. bitsandbytes (TimDettmers/bitsandbytes)
    7. auto-gptq (PanQiWei/AutoGPTQ)
    8. MLC LLM (mlc-ai/mlc-llm)

    AI recommended 8 alternatives but never named AtomicBot-ai/Atomic-Chat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What desktop applications allow running local LLM inference for AI agents privately?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Jan
    4. GPT4All
    5. LocalAI
    6. KoboldAI
    7. Text Generation WebUI (oobabooga/text-generation-webui)

    AI recommended 7 alternatives but never named AtomicBot-ai/Atomic-Chat. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 AtomicBot-ai/Atomic-Chat?
    pass
    AI named AtomicBot-ai/Atomic-Chat explicitly

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

  • If a team adopts AtomicBot-ai/Atomic-Chat in production, what risks or prerequisites should they evaluate first?
    pass
    AI named AtomicBot-ai/Atomic-Chat 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 AtomicBot-ai/Atomic-Chat solve, and who is the primary audience?
    pass
    AI named AtomicBot-ai/Atomic-Chat explicitly

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

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AtomicBot-ai/Atomic-Chat — 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