RRepoGEO

REPOGEO REPORT · LITE

marcus/sidecar

Default branch main · commit 44871289 · scanned 5/21/2026, 8:22:47 PM

GitHub: 1,009 stars · 76 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 marcus/sidecar, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README H1 to specify category and disambiguate 'sidecar'

    Why:

    CURRENT
    # Sidecar

You might never open your editor again.
    COPY-PASTE FIX
    # Sidecar: A Terminal-Based AI Development Workflow Tool

You might never open your editor again. Sidecar runs alongside your coding agent, letting you manage tasks, diffs, and conversations without leaving your shell.
  • mediumreadme#2
    Add a 'Comparison' section to explicitly differentiate Sidecar

    Why:

    COPY-PASTE FIX
    ## Comparison

Sidecar is distinct from generic terminal emulators (like iTerm2, Warp, Fig) or task runners (like Make, Task, Just). It is purpose-built as a command-line interface to integrate AI agent interactions, diffs, and task management into a unified development workflow, designed to run *alongside* your AI coding assistant rather than replacing your terminal or editor.

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 marcus/sidecar
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Cursor
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Cursor · recommended 1×
  2. Fig · recommended 1×
  3. Warp · recommended 1×
  4. iTerm2 · recommended 1×
  5. VS Code's Integrated Terminal · recommended 1×
  • CATEGORY QUERY
    What are good terminal tools for integrating AI agent chat, diffs, and task management?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. Fig
    3. Warp
    4. iTerm2
    5. VS Code's Integrated Terminal
    6. tmux
    7. zellij

    AI recommended 7 alternatives but never named marcus/sidecar. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a command-line interface to manage my entire development workflow without an editor.
    you: not recommended
    AI recommended (in order):
    1. GNU Make
    2. Task
    3. Just
    4. NPM Scripts
    5. Invoke
    6. Rake
    7. Shell Scripts

    AI recommended 7 alternatives but never named marcus/sidecar. 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 marcus/sidecar?
    pass
    AI named marcus/sidecar explicitly

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

  • If a team adopts marcus/sidecar in production, what risks or prerequisites should they evaluate first?
    pass
    AI named marcus/sidecar 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 marcus/sidecar solve, and who is the primary audience?
    pass
    AI named marcus/sidecar 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 marcus/sidecar. 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/marcus/sidecar.svg)](https://repogeo.com/en/r/marcus/sidecar)
HTML
<a href="https://repogeo.com/en/r/marcus/sidecar"><img src="https://repogeo.com/badge/marcus/sidecar.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

marcus/sidecar — 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