RRepoGEO

REPOGEO REPORT · LITE

kbwo/ccmanager

Default branch main · commit 1e123a93 · scanned 5/27/2026, 1:57:54 PM

GitHub: 1,131 stars · 86 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 kbwo/ccmanager, 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
  • highabout#1
    Clarify 'About' description to emphasize CLI and multi-agent nature

    Why:

    CURRENT
    Coding Agent Session Manager for Claude Code / Gemini CLI / Codex CLI / Cursor Agent / Copilot CLI / Cline CLI / OpenCode / Kimi CLI
    COPY-PASTE FIX
    A dedicated CLI application for managing multiple AI coding assistant sessions (Claude Code, Gemini CLI, Codex CLI, Cursor Agent, Copilot CLI, Cline CLI, OpenCode, Kimi CLI) across Git worktrees and projects.
  • mediumreadme#2
    Add a sentence to the README intro to differentiate from IDEs

    Why:

    CURRENT
    CCManager is a CLI application for managing multiple AI coding assistant sessions (Claude Code, Gemini CLI, Codex CLI, Cursor Agent, Copilot CLI, Cline CLI, OpenCode, Kimi CLI) across Git worktrees and projects.
    COPY-PASTE FIX
    CCManager is a dedicated CLI application for managing multiple AI coding assistant sessions (Claude Code, Gemini CLI, Codex CLI, Cursor Agent, Copilot CLI, Cline CLI, OpenCode, Kimi CLI) across Git worktrees and projects. Unlike general-purpose IDEs or single-agent chat interfaces, CCManager focuses on orchestrating parallel conversations and context switching for various command-line AI agents.
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/kbwo/ccmanager

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 kbwo/ccmanager
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
JetBrains IDEs
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. JetBrains IDEs · recommended 1×
  2. IntelliJ IDEA Ultimate · recommended 1×
  3. PyCharm Professional · recommended 1×
  4. WebStorm · recommended 1×
  5. JetBrains AI Assistant · recommended 1×
  • CATEGORY QUERY
    How can I efficiently manage multiple AI coding assistant sessions in parallel across different projects?
    you: not recommended
    AI recommended (in order):
    1. JetBrains IDEs
    2. IntelliJ IDEA Ultimate
    3. PyCharm Professional
    4. WebStorm
    5. JetBrains AI Assistant
    6. GitHub Copilot
    7. VS Code (microsoft/vscode)
    8. Codeium
    9. Tabnine (tabnine/Tabnine-VSCode)
    10. Amazon CodeWhisperer
    11. Cursor (getcursor/cursor)
    12. Continue.dev (continue-dev/continue)
    13. Tmux (tmux/tmux)
    14. GNU Screen
    15. GitHub Codespaces
    16. Gitpod (gitpod-io/gitpod)

    AI recommended 16 alternatives but never named kbwo/ccmanager. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's the best way to switch between AI coding agent conversations while maintaining context across worktrees?
    you: not recommended
    AI recommended (in order):
    1. VS Code
    2. GitHub Copilot Chat
    3. Worktree Explorer
    4. Git Worktrees
    5. Cursor
    6. Warp AI
    7. Fig AI
    8. OpenAI API
    9. Anthropic API
    10. llama-cpp-python
    11. ollama
    12. Obsidian
    13. Smart Connections

    AI recommended 13 alternatives but never named kbwo/ccmanager. 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 kbwo/ccmanager?
    pass
    AI named kbwo/ccmanager explicitly

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

  • If a team adopts kbwo/ccmanager in production, what risks or prerequisites should they evaluate first?
    pass
    AI named kbwo/ccmanager 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 kbwo/ccmanager solve, and who is the primary audience?
    pass
    AI did not name kbwo/ccmanager — 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?

Embed your GEO score

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

Subscribe to Pro for deep diagnoses

kbwo/ccmanager — 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
kbwo/ccmanager — RepoGEO report