RRepoGEO

REPOGEO REPORT · LITE

swuecho/chat

Default branch master · commit a191e862 · scanned 6/2/2026, 10:17:01 AM

GitHub: 570 stars · 93 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
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 swuecho/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 to highlight LLM-powered team chat

    Why:

    CURRENT
    The README currently starts with '## Demo' and '## 规则'.
    COPY-PASTE FIX
    Add a prominent opening paragraph in English at the very top of the README, before any headings, that clearly states: 'swuecho/chat is a self-hostable web application designed for team collaboration, offering a unified chat experience with user management and rate limiting. It supports multiple large language models including ChatGPT (OpenAI & Azure), Claude, Gemini, and Ollama, enabling teams to manage, search, and share AI assistant conversations efficiently.'
  • highhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a valid URL for a live demo or project page to the repository's homepage field, e.g., `https://your-live-demo-url.com` or `https://swuecho.github.io/chat`.
  • mediumlicense#3
    Create a LICENSE file with the MIT license text

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root containing the full text of the MIT License.

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 swuecho/chat
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mattermost
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Mattermost · recommended 1×
  2. Rocket.Chat · recommended 1×
  3. Nextcloud Talk · recommended 1×
  4. Nextcloud · recommended 1×
  5. Zulip · recommended 1×
  • CATEGORY QUERY
    What self-hostable chat platform supports multiple large language models for team collaboration?
    you: not recommended
    AI recommended (in order):
    1. Mattermost
    2. Rocket.Chat
    3. Nextcloud Talk
    4. Nextcloud
    5. Zulip
    6. Matrix
    7. Synapse
    8. Dendrite
    9. Hubot
    10. Errbot
    11. OpenAI
    12. Anthropic
    13. Hugging Face Inference API
    14. Fosscord

    AI recommended 14 alternatives but never named swuecho/chat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to manage, search, and share AI assistant conversations within a team environment?
    you: not recommended
    AI recommended (in order):
    1. Slack
    2. Botkit
    3. Bolt for Python
    4. Microsoft Teams
    5. Microsoft Teams Toolkit
    6. Power Virtual Agents
    7. Zendesk
    8. Intercom
    9. Dialogflow
    10. Azure Bot Service
    11. Notion
    12. Zapier
    13. Make (formerly Integromat)
    14. React
    15. Vue.js
    16. Node.js with Express
    17. Python with Django/Flask
    18. PostgreSQL
    19. MongoDB
    20. Elasticsearch
    21. Confluence

    AI recommended 21 alternatives but never named swuecho/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
    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 swuecho/chat?
    pass
    AI named swuecho/chat explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts swuecho/chat in production, what risks or prerequisites should they evaluate first?
    pass
    AI named swuecho/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 swuecho/chat solve, and who is the primary audience?
    pass
    AI named swuecho/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

Drop this badge into the README of swuecho/chat. 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/swuecho/chat.svg)](https://repogeo.com/en/r/swuecho/chat)
HTML
<a href="https://repogeo.com/en/r/swuecho/chat"><img src="https://repogeo.com/badge/swuecho/chat.svg" alt="RepoGEO" /></a>
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swuecho/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