RRepoGEO

REPOGEO REPORT · LITE

mikeyobrien/ralph-orchestrator

Default branch main · commit 3eca5177 · scanned 5/9/2026, 8:26:52 AM

GitHub: 2,839 stars · 264 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 mikeyobrien/ralph-orchestrator, 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 H1 and opening paragraph

    Why:

    CURRENT
    # Ralph Orchestrator

A hat-based orchestration framework that keeps AI agents in a loop until the task is done.
    COPY-PASTE FIX
    # Ralph Orchestrator: An Iterative Orchestration Framework for Autonomous AI Agents

Ralph Orchestrator is a hat-based framework designed to keep autonomous AI agents in a continuous loop, enabling them to iteratively refine tasks until completion. It provides a structured approach to managing complex AI workflows, ensuring agents persist and improve their output.
  • mediumhomepage#2
    Add homepage URL to repository About section

    Why:

    COPY-PASTE FIX
    https://mikeyobrien.github.io/ralph-orchestrator/
  • mediumtopics#3
    Refine repository topics for better AI agent orchestration alignment

    Why:

    CURRENT
    ai, ai-agents, ai-agents-framework, ai-developer-tools, claude-code, claude-code-cli, codex-cli, development-tools, development-workflow, gemini-cli, kiro, kiro-cli, opencode, ralph-loop, ralph-wiggum
    COPY-PASTE FIX
    ai, ai-agents, ai-agents-framework, ai-orchestration, iterative-ai, agent-workflow, llm-agents, generative-ai-agents, ralph-loop, ralph-wiggum

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 mikeyobrien/ralph-orchestrator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. Haystack · recommended 2×
  3. Prefect · recommended 2×
  4. AutoGen · recommended 1×
  5. CrewAI · recommended 1×
  • CATEGORY QUERY
    How to orchestrate autonomous AI agents to continuously refine tasks until completion?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. Haystack
    5. OpenAI Assistants API
    6. Prefect
    7. Apache Airflow
    8. Dify
    9. FlowiseAI

    AI recommended 9 alternatives but never named mikeyobrien/ralph-orchestrator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What development tools assist in managing iterative workflows for AI agent task execution?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. BabyAGI
    6. MLflow
    7. Weights & Biases
    8. Prefect

    AI recommended 8 alternatives but never named mikeyobrien/ralph-orchestrator. 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 mikeyobrien/ralph-orchestrator?
    pass
    AI named mikeyobrien/ralph-orchestrator explicitly

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

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

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

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mikeyobrien/ralph-orchestrator — 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