RRepoGEO

REPOGEO REPORT · LITE

chenhg5/cc-connect

Default branch main · commit 08198731 · scanned 5/12/2026, 3:51:57 PM

GitHub: 8,828 stars · 812 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 chenhg5/cc-connect, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agent, coding-assistant, messaging-platform, feishu, lark, dingtalk, slack, telegram, discord, line, wechat-work, remote-access, local-ai
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    (Choose and add a standard open-source license file, e.g., MIT, Apache-2.0, or GPL-3.0, to the root of the repository.)
  • highreadme#3
    Add a clear H1 and introductory sentence to the README

    Why:

    CURRENT
    The current README starts with badges and sponsor info, obscuring the project's immediate purpose.
    COPY-PASTE FIX
    Add the following as the very first content in your README, before any badges or sponsor sections: # cc-connect: Bridge Local AI Coding Agents to Messaging Platforms. Chat with your AI dev assistant from anywhere, connecting tools like Claude Code, Cursor, Gemini CLI, and Codex to Feishu/Lark, DingTalk, Slack, Telegram, Discord, LINE, and WeChat Work.

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 chenhg5/cc-connect
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
botpress/botpress
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. botpress/botpress · recommended 1×
  2. RasaHQ/rasa · recommended 1×
  3. Microsoft Bot Framework · recommended 1×
  4. Dialogflow · recommended 1×
  5. pallets/flask · recommended 1×
  • CATEGORY QUERY
    How can I bridge my local AI coding assistant to various messaging platforms?
    you: not recommended
    AI recommended (in order):
    1. Botpress (botpress/botpress)
    2. Rasa (RasaHQ/rasa)
    3. Microsoft Bot Framework
    4. Dialogflow
    5. Flask (pallets/flask)
    6. Django (django/django)
    7. Node.js (nodejs/node)

    AI recommended 7 alternatives but never named chenhg5/cc-connect. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to access my local AI dev assistant remotely via chat apps.
    you: not recommended
    AI recommended (in order):
    1. ngrok
    2. Cloudflare Tunnel
    3. LocalTunnel
    4. Tailscale Funnel
    5. Serveo.net
    6. Pagekite
    7. Nginx
    8. Apache

    AI recommended 8 alternatives but never named chenhg5/cc-connect. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 chenhg5/cc-connect?
    pass
    AI did not name chenhg5/cc-connect — 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 chenhg5/cc-connect in production, what risks or prerequisites should they evaluate first?
    pass
    AI named chenhg5/cc-connect 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 chenhg5/cc-connect solve, and who is the primary audience?
    pass
    AI named chenhg5/cc-connect 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 chenhg5/cc-connect. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/chenhg5/cc-connect.svg)](https://repogeo.com/en/r/chenhg5/cc-connect)
HTML
<a href="https://repogeo.com/en/r/chenhg5/cc-connect"><img src="https://repogeo.com/badge/chenhg5/cc-connect.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

chenhg5/cc-connect — 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