REPOGEO REPORT · LITE

deepcoldy/botmux

Default branch master · commit 1e91dd5c · scanned 7/1/2026, 2:17:21 PM

GitHub: 521 stars · 100 forks

AI VISIBILITY SCORE

40 /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

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 deepcoldy/botmux, 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

Add a prominent English summary to the main README.md

Why:

CURRENT

The current README starts with Chinese text describing the project, followed by a link to README.en.md.

COPY-PASTE FIX

Add this text at the very top of README.md, before any existing content:

# botmux

**Bridge Feishu/Lark to AI coding CLIs (Claude Code, Codex, Gemini, OpenCode, etc.) — every DM, group, or topic spawns its own live-streaming CLI session.**

mediumtopics#2

Expand repository topics with more specific keywords

Why:

CURRENT

claude, claude-code, codex, feishu, gemini, lark, opencode

COPY-PASTE FIX

claude, claude-code, codex, feishu, gemini, lark, opencode, ai-assistant, cli-tools, developer-tools, chat-bot, messaging-platform, code-generation, interactive-cli

lowabout#3

Refine the 'About' description for clarity on problem and audience

Why:

CURRENT

Bridge Feishu/Lark to AI coding CLIs — Claude Code, Codex, Gemini, OpenCode… every DM, group or topic spawns its own live-streaming CLI session

COPY-PASTE FIX

For developers on Feishu/Lark, botmux bridges your team chat directly to AI coding CLIs (Claude Code, Codex, Gemini, OpenCode, etc.), enabling live-streaming CLI sessions for every DM, group, or topic.

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 deepcoldy/botmux

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

AWS Lambda

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

AWS Lambda · recommended 2×
Google Cloud Functions · recommended 2×
Docker · recommended 2×
slackapi/bolt-js · recommended 1×
slackapi/python-slack-sdk · recommended 1×

CATEGORY QUERY
How to integrate AI coding assistant CLIs directly into a team chat platform?
you: not recommended
AI recommended (in order):
1. bolt.js (slackapi/bolt-js)
2. python-slack-sdk (slackapi/python-slack-sdk)
3. AWS Lambda
4. Google Cloud Functions
5. Heroku
6. Bot Framework SDK (microsoft/botframework-sdk)
7. Azure Bot Service
8. discord.js (discordjs/discord.js)
9. discord.py (Rapptz/discord.py)
10. Docker
11. GitHub Copilot CLI
12. OpenAI API (openai/openai-python)
13. Cursor
14. Tabnine
AI recommended 14 alternatives but never named deepcoldy/botmux. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools enable interactive AI coding CLI sessions within a business messaging application?
you: not recommended
AI recommended (in order):
1. Slack
2. OpenAI API
3. Anthropic Claude API
4. GPT-4
5. Claude 3 Opus
6. Slack API
7. Python
8. Node.js
9. AWS Lambda
10. Google Cloud Functions
11. Docker
12. Microsoft Teams
13. Azure OpenAI Service
14. Copilot Studio
15. Microsoft Bot Framework
16. Azure Functions
17. App Services
18. Discord
19. discord.py
20. DigitalOcean Droplet
21. AWS EC2
22. Mattermost
23. React
24. Vue
25. Angular
26. Go
27. Kubernetes
AI recommended 27 alternatives but never named deepcoldy/botmux. 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 deepcoldy/botmux?
pass
AI named deepcoldy/botmux explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts deepcoldy/botmux in production, what risks or prerequisites should they evaluate first?
pass
AI named deepcoldy/botmux 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 deepcoldy/botmux solve, and who is the primary audience?
pass
AI named deepcoldy/botmux 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 deepcoldy/botmux. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

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

HTML

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

Pro

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite