REPOGEO REPORT · LITE
zai-org/GLM-4.5
Default branch main · commit 170f20b2 · scanned 5/8/2026, 8:52:50 PM
GitHub: 4,335 stars · 453 forks
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-4.5, 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.
- highreadme#1Clearly state the purpose and contents of the GLM-4.5 repository
Why:
CURRENTThe current README starts with a general title for multiple GLM versions and immediately focuses on GLM-4.7's API and features.
COPY-PASTE FIXRevise the README's opening section to clearly introduce `zai-org/GLM-4.5` as the official repository for the GLM-4.5 Agentic, Reasoning, and Coding (ARC) Foundation Model. Explicitly state what resources are available here for GLM-4.5 (e.g., 'This repository provides the technical report, research findings, and API access details for GLM-4.5.'). If model weights or code are available, highlight this prominently. If the repo also covers GLM-4.7/4.6, clearly delineate their sections *after* establishing GLM-4.5's primary role.
- mediumreadme#2Prominently feature GLM-4.5's technical report and benchmarks
Why:
CURRENT'technical report(GLM-4.5)' is a small link within a paragraph of other links.
COPY-PASTE FIXCreate a dedicated 'Technical Report & Benchmarks' section for GLM-4.5. Clearly link to the GLM-4.5 technical report and summarize its key findings, performance metrics, and benchmarks (e.g., SWE-bench, Terminal Bench 2.0 if applicable to GLM-4.5) in an easily digestible format. This section should be distinct from GLM-4.7's specific benchmarks.
- lowreadme#3Clarify the relationship between GLM-4.5 and other GLM versions
Why:
CURRENT# GLM-4.7 & GLM-4.6 & GLM-4.5 and the 'Model Introduction' section focusing on GLM-4.7.
COPY-PASTE FIXAfter establishing GLM-4.5's primary role, add a 'GLM Series Overview' section. Clearly explain the relationship between GLM-4.5, GLM-4.6, and GLM-4.7 (e.g., 'GLM-4.7 is the latest iteration, building upon GLM-4.6 and GLM-4.5. This repository focuses on GLM-4.5 but provides links and context for its successors.'). Ensure distinct sections or clear headings for each model.
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.
- Claude 3 Opus · recommended 2×
- Gemini 1.5 Pro · recommended 2×
- GPT-4o · recommended 1×
- GPT-4 Turbo · recommended 1×
- Llama 3 70B · recommended 1×
- CATEGORY QUERYWhat AI models offer strong agentic capabilities for complex coding tasks?you: not recommendedAI recommended (in order):
- GPT-4o
- Claude 3 Opus
- GPT-4 Turbo
- Gemini 1.5 Pro
- Llama 3 70B
- Mixtral 8x22B
AI recommended 6 alternatives but never named zai-org/GLM-4.5. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking a powerful foundation model for advanced reasoning and complex problem-solving?you: not recommendedAI recommended (in order):
- GPT-4
- Claude 3 Opus
- Gemini 1.5 Pro
- Llama 3
- Mistral Large
AI recommended 5 alternatives but never named zai-org/GLM-4.5. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
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-4.5?passAI named zai-org/GLM-4.5 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-4.5 in production, what risks or prerequisites should they evaluate first?passAI named zai-org/GLM-4.5 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-4.5 solve, and who is the primary audience?passAI named zai-org/GLM-4.5 explicitly
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 zai-org/GLM-4.5. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
[](https://repogeo.com/en/r/zai-org/GLM-4.5)<a href="https://repogeo.com/en/r/zai-org/GLM-4.5"><img src="https://repogeo.com/badge/zai-org/GLM-4.5.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
zai-org/GLM-4.5 — 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