RRepoGEO

REPOGEO REPORT · LITE

ShepAlderson/copilot-orchestra

Default branch main · commit 90625a29 · scanned 6/9/2026, 5:28:12 AM

GitHub: 886 stars · 92 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 ShepAlderson/copilot-orchestra, 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 to explicitly state its category

    Why:

    CURRENT
    # GitHub Copilot Orchestra
    COPY-PASTE FIX
    # GitHub Copilot Orchestra: An AI Agent Orchestration Framework
  • hightopics#2
    Expand repository topics to include broader AI agent orchestration terms

    Why:

    CURRENT
    github-copilot, github-copilot-agent
    COPY-PASTE FIX
    github-copilot, github-copilot-agent, ai-agents, agent-orchestration, multi-agent-systems, test-driven-development, tdd, software-development-workflow, ai-development
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/ShepAlderson/copilot-orchestra

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 ShepAlderson/copilot-orchestra
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Actions
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Actions · recommended 2×
  2. GitLab CI/CD · recommended 2×
  3. LangChain · recommended 1×
  4. AutoGen · recommended 1×
  5. CrewAI · recommended 1×
  • CATEGORY QUERY
    How to manage multiple AI agents for structured, test-driven software development?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. OpenAI Assistants API
    5. Haystack
    6. Dify
    7. GitHub Actions
    8. GitLab CI/CD

    AI recommended 8 alternatives but never named ShepAlderson/copilot-orchestra. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to improve AI coding workflow with quality gates and TDD enforcement?
    you: not recommended
    AI recommended (in order):
    1. GitHub Actions
    2. GitLab CI/CD
    3. Azure Pipelines
    4. Pytest
    5. pytest-cov
    6. DVC
    7. MLflow
    8. Pylint
    9. Flake8
    10. Black
    11. Mypy
    12. Great Expectations
    13. Pandera
    14. Pre-commit hooks

    AI recommended 14 alternatives but never named ShepAlderson/copilot-orchestra. 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 ShepAlderson/copilot-orchestra?
    pass
    AI named ShepAlderson/copilot-orchestra explicitly

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

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

    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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MARKDOWN (README)
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ShepAlderson/copilot-orchestra — 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