REPOGEO REPORT · LITE

Ataraxy-Labs/opensessions

Default branch main · commit a383e9fe · scanned 6/22/2026, 9:06:50 AM

GitHub: 1,152 stars · 66 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 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 the core value proposition at the top of the README

Why:

CURRENT

The current README starts with 'Part of the Ataraxy Labs stack' and then 'tmux is all you need. make tmux great again :)'.

COPY-PASTE FIX

opensessions is a `tmux` sidebar for coding agents like Amp, Claude Code, Codex, and OpenCode, designed to manage per-thread markers, local HTTP API, and live session state.

> **Part of the Ataraxy Labs stack** — agent-native infrastructure for software development. See also: sem (semantic version control) · weave (entity-level merge driver) · inspect (semantic code review).

Read the manifesto: https://ataraxy-labs.com/#thesis · Essays: https://ataraxy-labs.com/blogs · LLMs: https://ataraxy-labs.com/llms.txt

# opensessions

highlicense#2
Add a LICENSE file to the repository root
Why:
COPY-PASTE FIX
```
Create a `LICENSE` file in the repository root with the full text of the MIT License.
```

mediumtopics#3

Add more specific topics related to tmux plugins and sidebars

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, tmux-plugin, tmux-sidebar, terminal-multiplexer-plugin

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

Of all named tools, what % are you?

Top rival

tmux/tmux

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

tmux/tmux · recommended 1×
microsoft/vscode · recommended 1×
gnachman/iTerm2 · recommended 1×
microsoft/terminal · recommended 1×
GNOME/gnome-terminal · recommended 1×

CATEGORY QUERY
Tools for organizing multiple AI coding agent interactions and terminal sessions efficiently?
you: not recommended
AI recommended (in order):
1. tmux (tmux/tmux)
2. VS Code (microsoft/vscode)
3. iTerm2 (gnachman/iTerm2)
4. Windows Terminal (microsoft/terminal)
5. GNOME Terminal (GNOME/gnome-terminal)
6. JupyterLab (jupyterlab/jupyterlab)
7. Ray (ray-project/ray)
8. Screen
AI recommended 8 alternatives but never named Ataraxy-Labs/opensessions. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a robust terminal multiplexer plugin for managing developer agent state and context.
you: not recommended
AI recommended (in order):
1. Tmux
2. zellij
3. Byobu
4. GNU Screen
AI recommended 4 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 named Ataraxy-Labs/opensessions explicitly
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.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/Ataraxy-Labs/opensessions.svg)](https://repogeo.com/en/r/Ataraxy-Labs/opensessions)

HTML

<a href="https://repogeo.com/en/r/Ataraxy-Labs/opensessions"><img src="https://repogeo.com/badge/Ataraxy-Labs/opensessions.svg" alt="RepoGEO" /></a>

Pro

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Ataraxy-Labs/opensessions — 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