RRepoGEO

REPOGEO REPORT · LITE

Ataraxy-Labs/opensessions

Default branch main · commit 1e3daf71 · scanned 5/12/2026, 2:52:30 AM

GitHub: 1,032 stars · 60 forks

AI VISIBILITY SCORE
28 /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
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 Ataraxy-Labs/opensessions, 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 opening to clarify core purpose

    Why:

    CURRENT
    tmux is all you need. make tmux great again :) `opensessions` is a sidebar for `tmux` when your sessions, agents, and localhost tabs start multiplying.
    COPY-PASTE FIX
    OpenSessions is a `tmux` sidebar specifically designed for managing coding agents like Amp, Claude Code, Codex, and OpenCode. It provides per-thread markers, a local HTTP API, and live session state to streamline your workflow when sessions, agents, and localhost tabs multiply.
  • mediumtopics#2
    Expand topics to include broader AI development categories

    Why:

    CURRENT
    agent-orchestration, amp, claude-code, codex, coding-agents, developer-tools, opencode, tmux
    COPY-PASTE FIX
    agent-orchestration, amp, claude-code, codex, coding-agents, developer-tools, opencode, tmux, ai-development, llm-tools, agent-workflow
  • mediumlicense#3
    Add a LICENSE file to the repository root

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    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 Ataraxy-Labs/opensessions
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Tmuxinator
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Tmuxinator · recommended 1×
  2. Teamocil · recommended 1×
  3. Tmux · recommended 1×
  4. tmux-resurrect · recommended 1×
  5. tmux-continuum · recommended 1×
  • CATEGORY QUERY
    How to effectively manage numerous AI coding agent sessions and states in tmux?
    you: not recommended
    AI recommended (in order):
    1. Tmuxinator
    2. Teamocil
    3. Tmux
    4. tmux-resurrect
    5. tmux-continuum
    6. tpm
    7. fzf
    8. zellij
    9. docker
    10. podman
    11. docker-compose

    AI recommended 11 alternatives but never named Ataraxy-Labs/opensessions. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tmux integration to streamline workflow with multiple developer AI assistants.
    you: not recommended
    AI recommended (in order):
    1. tmux-assistant
    2. tmux-chatgpt
    3. tmux-ai
    4. tmux-fzf-ai
    5. Custom Scripts with `tmux send-keys` and `tmux capture-pane`

    AI recommended 5 alternatives but never named Ataraxy-Labs/opensessions. 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 Ataraxy-Labs/opensessions?
    pass
    AI did not name Ataraxy-Labs/opensessions — 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 Ataraxy-Labs/opensessions in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Ataraxy-Labs/opensessions 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 Ataraxy-Labs/opensessions solve, and who is the primary audience?
    pass
    AI named Ataraxy-Labs/opensessions 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 Ataraxy-Labs/opensessions. 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/Ataraxy-Labs/opensessions"><img src="https://repogeo.com/badge/Ataraxy-Labs/opensessions.svg" alt="RepoGEO" /></a>
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  • Brand-free category queries5 vs 2 in Lite
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