RRepoGEO

REPOGEO REPORT · LITE

nichtdax/awesome-totally-open-chatgpt

Default branch main · commit e30682ae · scanned 5/23/2026, 10:18:06 AM

GitHub: 4,771 stars · 200 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
22 /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
1 / 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 nichtdax/awesome-totally-open-chatgpt, 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
    Explicitly state the repo's purpose as an "awesome list" in the README's opening

    Why:

    CURRENT
    The README currently starts with an H1, followed by definitions of ChatGPT and alternatives.
    COPY-PASTE FIX
    Add the following sentence immediately after the H1: "This is a curated awesome list of totally open alternatives to ChatGPT, focusing on projects featuring instruct finetuned language models for chat."
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/nichtdax/awesome-totally-open-chatgpt
  • lowtopics#3
    Add more specific topics to reinforce the "list of LLM alternatives" category

    Why:

    CURRENT
    alternative, awesome, awesome-list, awesome-lists, chatgpt, open-source
    COPY-PASTE FIX
    alternative, awesome, awesome-list, awesome-lists, chatgpt, open-source, llm-alternatives, curated-list, self-hostable-llms

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 nichtdax/awesome-totally-open-chatgpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Llama 3
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Llama 3 · recommended 1×
  2. Mistral Large / Mixtral 8x7B · recommended 1×
  3. Gemma · recommended 1×
  4. Falcon · recommended 1×
  5. Vicuna · recommended 1×
  • CATEGORY QUERY
    What are some totally open-source alternatives to proprietary large language models for chat?
    you: not recommended
    AI recommended (in order):
    1. Llama 3
    2. Mistral Large / Mixtral 8x7B
    3. Gemma
    4. Falcon
    5. Vicuna
    6. OpenChat

    AI recommended 6 alternatives but never named nichtdax/awesome-totally-open-chatgpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking self-hostable instruction-tuned language models for developing a custom conversational AI application.
    you: not recommended
    AI recommended (in order):
    1. Llama 3 (8B or 70B Instruct)
    2. Mistral 7B Instruct v0.2
    3. Mixtral 8x7B Instruct v0.1
    4. Gemma 7B Instruct
    5. Zephyr-7B-beta
    6. OpenHermes 2.5 Mistral 7B

    AI recommended 6 alternatives but never named nichtdax/awesome-totally-open-chatgpt. 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 nichtdax/awesome-totally-open-chatgpt?
    pass
    AI did not name nichtdax/awesome-totally-open-chatgpt — 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 nichtdax/awesome-totally-open-chatgpt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named nichtdax/awesome-totally-open-chatgpt 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 nichtdax/awesome-totally-open-chatgpt solve, and who is the primary audience?
    pass
    AI did not name nichtdax/awesome-totally-open-chatgpt — 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?

Embed your GEO score

Drop this badge into the README of nichtdax/awesome-totally-open-chatgpt. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/nichtdax/awesome-totally-open-chatgpt.svg)](https://repogeo.com/en/r/nichtdax/awesome-totally-open-chatgpt)
HTML
<a href="https://repogeo.com/en/r/nichtdax/awesome-totally-open-chatgpt"><img src="https://repogeo.com/badge/nichtdax/awesome-totally-open-chatgpt.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

nichtdax/awesome-totally-open-chatgpt — 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