REPOGEO REPORT · LITE

miantiao-me/ssh-ai-chat

Default branch master · commit c586ab3c · scanned 6/6/2026, 11:02:48 AM

GitHub: 827 stars · 57 forks

AI VISIBILITY SCORE

33 /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

2 / 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 miantiao-me/ssh-ai-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 README H1 and opening sentence to emphasize interactive chat client

Why:

CURRENT

# 🤖 SSH AI Chat

**Chat with AI over SSH.**

COPY-PASTE FIX

# 🤖 SSH AI Chat: An Interactive Terminal Client for LLMs

**Chat with AI models directly from your terminal, securely over SSH.**

mediumtopics#2
Add more specific topics to improve category visibility
Why:
CURRENT
```
ai, cli, ink, llm, tui
```
COPY-PASTE FIX
```
ai, cli, ink, llm, tui, ssh-client, terminal-chat, generative-ai, remote-access
```

mediumreadme#3

Add a 'Why SSH AI Chat?' or 'Key Features' section to highlight differentiators

Why:

COPY-PASTE FIX

## ✨ Why SSH AI Chat?

Unlike other AI chat tools, SSH AI Chat offers:

- **Remote Access:** Interact with LLMs from any device with an SSH client, without needing a local browser or dedicated application.
- **Terminal-Native Experience:** A rich, interactive chat interface built directly for the command line using React and Ink.
- **Self-Hostable & Private:** Easily deploy your own instance with Docker, ensuring your conversations remain private and under your control.

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 miantiao-me/ssh-ai-chat

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

cURL

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

cURL · recommended 1×
ollama · recommended 1×
lm-cli · recommended 1×
shell_gpt · recommended 1×
gcloud ai · recommended 1×

CATEGORY QUERY
Need a simple way to chat with AI models directly from my command line.
you: not recommended
AI recommended (in order):
1. cURL
2. ollama
3. lm-cli
4. shell_gpt
5. gcloud ai
6. anthropic-cli
AI recommended 6 alternatives but never named miantiao-me/ssh-ai-chat. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Are there any open-source tools to access LLMs securely through an SSH connection?
you: not recommended
AI recommended (in order):
1. OpenSSH
2. ollama (ollama/ollama)
3. llama.cpp (ggerganov/llama.cpp)
4. Jupyter Notebook/Lab (jupyter/jupyter)
5. VS Code Remote - SSH (microsoft/vscode)
AI recommended 5 alternatives but never named miantiao-me/ssh-ai-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 miantiao-me/ssh-ai-chat?
pass
AI did not name miantiao-me/ssh-ai-chat — 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 miantiao-me/ssh-ai-chat in production, what risks or prerequisites should they evaluate first?
pass
AI named miantiao-me/ssh-ai-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 miantiao-me/ssh-ai-chat solve, and who is the primary audience?
pass
AI named miantiao-me/ssh-ai-chat explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/miantiao-me/ssh-ai-chat.svg)](https://repogeo.com/en/r/miantiao-me/ssh-ai-chat)

HTML

<a href="https://repogeo.com/en/r/miantiao-me/ssh-ai-chat"><img src="https://repogeo.com/badge/miantiao-me/ssh-ai-chat.svg" alt="RepoGEO" /></a>

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miantiao-me/ssh-ai-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