REPOGEO REPORT · LITE

nishiwen1214/ChatReviewer

Default branch main · commit da15dc41 · scanned 5/23/2026, 6:42:31 PM

GitHub: 1,378 stars · 123 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

90 /100

Healthy

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 nishiwen1214/ChatReviewer, 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 H1 to specify academic paper analysis

Why:

CURRENT

<h1 align="center">ChatReviewer</h1>

COPY-PASTE FIX

<h1 align="center">ChatReviewer: AI Assistant for Academic Paper Analysis and Review</h1>

hightopics#2

Add relevant topics to the repository

Why:

CURRENT

(none)

COPY-PASTE FIX

llm, chatgpt, academic-tools, paper-review, research-assistant, ai-assistant, nlp, generative-ai

mediumhomepage#3
Add the Hugging Face Spaces URL as the repository homepage
Why:
COPY-PASTE FIX
```
https://huggingface.co/spaces/ShiwenNi/ChatReviewer
```

CATEGORY VISIBILITY UNAVAILABLE

The category visibility step did not produce results for this scan (the LLM may have been unreachable). Re-run the diagnosis to get the full GEO picture.

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 nishiwen1214/ChatReviewer?
pass
AI named nishiwen1214/ChatReviewer explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts nishiwen1214/ChatReviewer in production, what risks or prerequisites should they evaluate first?
pass
AI named nishiwen1214/ChatReviewer 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 nishiwen1214/ChatReviewer solve, and who is the primary audience?
pass
AI named nishiwen1214/ChatReviewer explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/nishiwen1214/ChatReviewer.svg)](https://repogeo.com/en/r/nishiwen1214/ChatReviewer)

HTML

<a href="https://repogeo.com/en/r/nishiwen1214/ChatReviewer"><img src="https://repogeo.com/badge/nishiwen1214/ChatReviewer.svg" alt="RepoGEO" /></a>

Pro

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nishiwen1214/ChatReviewer — 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