RRepoGEO

REPOGEO REPORT · LITE

SeemSeam/claude_codex_bridge

Default branch main · commit 5c799414 · scanned 5/25/2026, 3:52:04 PM

GitHub: 2,767 stars · 274 forks

AI VISIBILITY SCORE
22 /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
1 / 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 SeemSeam/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 README opening to clarify core function and counter miscategorization

    Why:

    CURRENT
    The current README starts with a centered H1, followed by empty paragraphs and navigation links, before the 'Why CCB' section.
    COPY-PASTE FIX
    Immediately after the H1 `# CCB - Agent CLI Hub and Teams`, add:
```
A unified command-line interface for orchestrating visible, multi-agent AI teams across models like Claude, Codex, Gemini, OpenCode, and Droid. CCB provides project memory and tmux supervision for collaborative coding tasks, *and is not an API compatibility layer or bridge between specific models*.
```
  • mediumabout#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Set the homepage URL to `https://github.com/SeemSeam/claude_codex_bridge` (or a dedicated project site if one exists).
  • mediumreadme#3
    Add a clear statement about the project's license(s) to the README

    Why:

    COPY-PASTE FIX
    Add a section (e.g., 'License') or a line in an existing 'About' section of the README stating:
```
This project is licensed under [Specify the actual license(s) here, e.g., "a custom license combining elements of X and Y"]. Please see the LICENSE file for full details.
```

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 SeemSeam/claude_codex_bridge
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AutoGen
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoGen · recommended 1×
  2. CrewAI · recommended 1×
  3. LangChain Agents · recommended 1×
  4. OpenDevin · recommended 1×
  5. GPT Engineer · recommended 1×
  • CATEGORY QUERY
    How to orchestrate multiple AI agents for coding tasks within a unified CLI environment?
    you: not recommended
    AI recommended (in order):
    1. AutoGen
    2. CrewAI
    3. LangChain Agents
    4. OpenDevin
    5. GPT Engineer
    6. Smol-Developer

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

    Show full AI answer
  • CATEGORY QUERY
    What tools help manage and supervise various LLM development sessions with persistent project context?
    you: not recommended
    AI recommended (in order):
    1. MLflow
    2. Weights & Biases
    3. Comet ML
    4. Neptune.ai
    5. DVC (Data Version Control)
    6. Pachyderm

    AI recommended 6 alternatives but never named SeemSeam/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 SeemSeam/claude_codex_bridge?
    pass
    AI did not name SeemSeam/claude_codex_bridge — 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 SeemSeam/claude_codex_bridge in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SeemSeam/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 SeemSeam/claude_codex_bridge solve, and who is the primary audience?
    pass
    AI did not name SeemSeam/claude_codex_bridge — 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

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SeemSeam/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