RRepoGEO

REPOGEO REPORT · LITE

bfly123/claude_codex_bridge

Default branch main · commit d9deeba1 · scanned 6/17/2026, 7:32:12 PM

GitHub: 3,018 stars · 301 forks

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 bfly123/claude_codex_bridge, 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 README H1 and add a clear subtitle

    Why:

    CURRENT
    # CCB
    
    **Designed around agent parityVisible, controllable multi-agent cooperative TUI workspace**
    COPY-PASTE FIX
    # CCB: Visible Multi-Agent CLI Workspace for AI Coding Agents
    
    **Mix and control Codex, Claude, Gemini, and other AI coding agents in a single TUI.**
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/bfly123/claude_codex_bridge
  • mediumtopics#3
    Refine repository topics and clarify license in README

    Why:

    CURRENT
    ai-coding, ai-collaboration, antigravity, claude-code, cli, codex, coding-agent, crush, cursor-agent, gemini, github-copilot, kimi, kiro, multi-agent-cli, multi-agent-systems, opencode, pi-coding-agent, qwen-code, terminal, tmux
    COPY-PASTE FIX
    ai-coding, ai-collaboration, claude-code, cli, codex, coding-agent, cursor-agent, gemini, github-copilot, kimi, multi-agent-cli, multi-agent-systems, opencode, pi-coding-agent, qwen-code, terminal, tui, agent-orchestration, developer-tools
    
    (Also, add this line to your README: 'This project is licensed under the terms specified in the [LICENSE file](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 bfly123/claude_codex_bridge
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
tmux
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. tmux · recommended 1×
  2. Neovim/Vim · recommended 1×
  3. iTerm2 · recommended 1×
  4. Windows Terminal · recommended 1×
  5. Ollama · recommended 1×
  • CATEGORY QUERY
    How can I manage multiple AI coding assistants in a single terminal interface?
    you: not recommended
    AI recommended (in order):
    1. tmux
    2. Neovim/Vim
    3. iTerm2
    4. Windows Terminal
    5. Ollama
    6. Fig

    AI recommended 6 alternatives but never named bfly123/claude_codex_bridge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a way to combine various large language model coding agents for development tasks.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. CrewAI
    5. Microsoft AutoGen
    6. Haystack

    AI recommended 6 alternatives but never named bfly123/claude_codex_bridge. 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 bfly123/claude_codex_bridge?
    pass
    AI named bfly123/claude_codex_bridge explicitly

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

  • If a team adopts bfly123/claude_codex_bridge in production, what risks or prerequisites should they evaluate first?
    pass
    AI named bfly123/claude_codex_bridge 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 bfly123/claude_codex_bridge solve, and who is the primary audience?
    pass
    AI named bfly123/claude_codex_bridge explicitly

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

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bfly123/claude_codex_bridge — 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