RRepoGEO

REPOGEO REPORT · LITE

stellarlinkco/myclaude

Default branch master · commit f2e75c12 · scanned 5/22/2026, 10:32:24 AM

GitHub: 2,668 stars · 302 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
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 stellarlinkco/myclaude, 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
    Clarify the repo's core purpose and category in the README's opening

    Why:

    CURRENT
    # Claude Code Multi-Agent Workflow System

> AI-powered development automation with multi-backend execution (Codex/Claude/Gemini/OpenCode)
    COPY-PASTE FIX
    # Claude Code Multi-Agent Workflow System

> AI-powered development automation with multi-backend execution (Codex/Claude/Gemini/OpenCode)

Unlike simple UIs or proxies, myclaude is a robust multi-agent orchestration framework for AI-powered development automation, integrating various coding assistants into structured workflows.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agents, multi-agent-system, llm-orchestration, development-automation, code-generation, claude, gemini, codex, workflow-automation
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/stellarlinkco/myclaude

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 stellarlinkco/myclaude
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot Enterprise
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot Enterprise · recommended 2×
  2. Cursor · recommended 1×
  3. Continue · recommended 1×
  4. Open Interpreter · recommended 1×
  5. Smol-developer · recommended 1×
  • CATEGORY QUERY
    Looking for a system to manage multiple AI coding assistants for development tasks.
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. GitHub Copilot Enterprise
    3. Continue
    4. Open Interpreter
    5. Smol-developer

    AI recommended 5 alternatives but never named stellarlinkco/myclaude. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI-driven platform to manage requirements, code generation, and testing.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. CodiumAI
    3. Jira
    4. Atlassian Intelligence
    5. GitLab Duo
    6. Testim.io
    7. Replit AI
    8. Tabnine Enterprise

    AI recommended 8 alternatives but never named stellarlinkco/myclaude. 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 stellarlinkco/myclaude?
    pass
    AI did not name stellarlinkco/myclaude — 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 stellarlinkco/myclaude in production, what risks or prerequisites should they evaluate first?
    pass
    AI named stellarlinkco/myclaude 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 stellarlinkco/myclaude solve, and who is the primary audience?
    pass
    AI named stellarlinkco/myclaude explicitly

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

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stellarlinkco/myclaude — 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