RRepoGEO

REPOGEO REPORT · LITE

mpiorowski/late-sh

Default branch main · commit da627140 · scanned 6/5/2026, 9:27:49 AM

GitHub: 748 stars · 58 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 mpiorowski/late-sh, 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
    Clarify project purpose in README to counter AI misinterpretation

    Why:

    CURRENT
    > A cozy command-line clubhouse for computer people. Chat, music, games, art, coding, and tech news. Connect with any SSH client!
    COPY-PASTE FIX
    late.sh is a unique terminal-first social platform and command-line clubhouse for developers. It offers real-time chat, music, games, art, coding, and tech news, all accessible via any SSH client. *It is not a shell utility for delayed command execution.*
  • hightopics#2
    Add specific social and gaming topics

    Why:

    CURRENT
    cli, irc, ssh, terminal, tui
    COPY-PASTE FIX
    cli, irc, ssh, terminal, tui, social-platform, community, multiplayer-games
  • mediumreadme#3
    Explicitly state the license name in the README

    Why:

    CURRENT
    The code is source-available, not OSI open source, during the FSL protection period. Read the details in [LICENSE], the plain-English policy in [LICENSING.md], and contribution rules in [CONTRIBUTING.md].
    COPY-PASTE FIX
    The `late.sh` codebase is licensed under the Fair Source License (FSL) during its protection period. Full details are available in [LICENSE] and a plain-English policy in [LICENSING.md].

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 mpiorowski/late-sh
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Alter Aeon
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Alter Aeon · recommended 1×
  2. Discworld MUD · recommended 1×
  3. Achaea, Dreams of Divine Lands · recommended 1×
  4. Synchronet BBSes · recommended 1×
  5. Mystic BBSes · recommended 1×
  • CATEGORY QUERY
    How can I find a terminal-based social platform with games and chat?
    you: not recommended
    AI recommended (in order):
    1. Alter Aeon
    2. Discworld MUD
    3. Achaea, Dreams of Divine Lands
    4. Synchronet BBSes
    5. Mystic BBSes
    6. Libera.Chat
    7. OFTC

    AI recommended 7 alternatives but never named mpiorowski/late-sh. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a command-line clubhouse for developers, offering chat, music, and games.
    you: not recommended
    AI recommended (in order):
    1. Mumble
    2. mumlib
    3. MumbleDJ bot
    4. IRC
    5. irssi
    6. weechat
    7. Matrix
    8. nheko
    9. Element
    10. gomuks
    11. TeamSpeak 3
    12. SinusBot
    13. Discord
    14. discord-tui
    15. discord-cli
    16. Groovy
    17. Rythm

    AI recommended 17 alternatives but never named mpiorowski/late-sh. 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 mpiorowski/late-sh?
    pass
    AI named mpiorowski/late-sh explicitly

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

  • If a team adopts mpiorowski/late-sh in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mpiorowski/late-sh 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 mpiorowski/late-sh solve, and who is the primary audience?
    pass
    AI named mpiorowski/late-sh 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 mpiorowski/late-sh. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/mpiorowski/late-sh"><img src="https://repogeo.com/badge/mpiorowski/late-sh.svg" alt="RepoGEO" /></a>
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mpiorowski/late-sh — 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