RRepoGEO

REPOGEO REPORT · LITE

zai-org/GLM-4

Default branch main · commit 3f79b543 · scanned 6/30/2026, 10:37:54 AM

GitHub: 7,072 stars · 616 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 zai-org/GLM-4, 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 repository's role regarding 'open-source' and model weights in README

    Why:

    CURRENT
    # GLM-4-0414 Model Series

<p align="center">
👋 Join our <a href="https://discord.gg/8cnQKdAprg" target="_blank">Discord</a>, <a href="https://x.com/Zai_org" target="_blank">X</a> and <a href="resources/WECHAT.md" target="_blank"> WeChat (Chinese) </a>
</p>
<p align="center">
📍The open-source models released this time can be experienced for free at <a href="https://chat.z.ai">Z.ai</a>; for GLM commercial model services, please visit <a href="https://bigmodel.cn">bigmodel.cn</a>.
</p>
    COPY-PASTE FIX
    # GLM-4-0414 Model Series: Official Hub & API Client

This repository serves as the official hub for the GLM-4 series, providing model cards, API client examples, and resources for accessing our open multilingual multimodal chat models. Please note: while the GLM-4 models are open for use via Z.ai, this repository does not contain the model weights for local self-hosting.

<p align="center">
👋 Join our <a href="https://discord.gg/8cnQKdAprg" target="_blank">Discord</a>, <a href="https://x.com/Zai_org" target="_blank">X</a> and <a href="resources/WECHAT.md" target="_blank"> WeChat (Chinese) </a>
</p>
<p align="center">
📍The open-source models released this time can be experienced for free at <a href="https://chat.z.ai">Z.ai</a>; for GLM commercial model services, please visit <a href="https://bigmodel.cn">bigmodel.cn</a>.
</p>
  • mediumtopics#2
    Expand repository topics to improve category visibility

    Why:

    CURRENT
    chatglm, chatglm-6b, glm, glm-4, glm4
    COPY-PASTE FIX
    chatglm, chatglm-6b, glm, glm-4, glm4, large-language-model, llm, multimodal-ai, conversational-ai, nlp
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://chat.z.ai

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 zai-org/GLM-4
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LLaVA
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LLaVA · recommended 1×
  2. Mistral 7B / Mixtral 8x7B · recommended 1×
  3. Llama 2 · recommended 1×
  4. mPLUG-Owl2 · recommended 1×
  5. OpenFlamingo · recommended 1×
  • CATEGORY QUERY
    Seeking an open-source large language model for multilingual and multimodal chat applications.
    you: not recommended
    AI recommended (in order):
    1. LLaVA
    2. Mistral 7B / Mixtral 8x7B
    3. Llama 2
    4. mPLUG-Owl2
    5. OpenFlamingo

    AI recommended 5 alternatives but never named zai-org/GLM-4. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which open-source models offer advanced reasoning and rumination for conversational AI?
    you: not recommended
    AI recommended (in order):
    1. Llama 3
    2. Mixtral 8x7B Instruct
    3. Gemma
    4. Mistral 7B Instruct
    5. Falcon 180B Instruct

    AI recommended 5 alternatives but never named zai-org/GLM-4. 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 zai-org/GLM-4?
    pass
    AI named zai-org/GLM-4 explicitly

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

  • If a team adopts zai-org/GLM-4 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zai-org/GLM-4 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 zai-org/GLM-4 solve, and who is the primary audience?
    pass
    AI named zai-org/GLM-4 explicitly

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

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zai-org/GLM-4 — 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