RRepoGEO

REPOGEO REPORT · LITE

catlog22/Claude-Code-Workflow

Default branch main · commit 07491b04 · scanned 6/24/2026, 3:02:20 AM

GitHub: 2,133 stars · 168 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
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 catlog22/Claude-Code-Workflow, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • mediumreadme#1
    Reposition README's opening statement to clarify category

    Why:

    COPY-PASTE FIX
    Claude Code Workflow is a JSON-driven multi-agent development framework designed for AI assistants like Claude, Gemini, and Qwen, providing intelligent CLI orchestration and automated workflow execution for complex development tasks.
  • lowtopics#2
    Add more specific AI agent topics

    Why:

    CURRENT
    claude, claude-code, cli-tools, codex, context-management, gemini-cli, json-driven, qwen-code, task-orchestration, workflow-automation
    COPY-PASTE FIX
    claude, claude-code, cli-tools, codex, context-management, gemini-cli, json-driven, qwen-code, task-orchestration, workflow-automation, ai-agents, multi-agent-systems, llm-orchestration, generative-ai, ai-development-framework

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 catlog22/Claude-Code-Workflow
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
mage-ai/mage-ai
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. mage-ai/mage-ai · recommended 1×
  2. PrefectHQ/prefect · recommended 1×
  3. apache/airflow · recommended 1×
  4. temporalio/temporal · recommended 1×
  5. iterative/dvc · recommended 1×
  • CATEGORY QUERY
    How to automate multi-agent development workflows using an intelligent CLI orchestration framework?
    you: not recommended
    AI recommended (in order):
    1. Mage AI (mage-ai/mage-ai)
    2. Prefect (PrefectHQ/prefect)
    3. Apache Airflow (apache/airflow)
    4. Temporal (temporalio/temporal)
    5. DVC (iterative/dvc)
    6. Make
    7. Doit (pydoit/doit)

    AI recommended 7 alternatives but never named catlog22/Claude-Code-Workflow. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a JSON-driven framework for managing AI agent context and automating development tasks.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Assistants API
    4. AutoGen
    5. CrewAI
    6. Haystack

    AI recommended 6 alternatives but never named catlog22/Claude-Code-Workflow. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 catlog22/Claude-Code-Workflow?
    pass
    AI did not name catlog22/Claude-Code-Workflow — 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 catlog22/Claude-Code-Workflow in production, what risks or prerequisites should they evaluate first?
    pass
    AI named catlog22/Claude-Code-Workflow 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 catlog22/Claude-Code-Workflow solve, and who is the primary audience?
    pass
    AI named catlog22/Claude-Code-Workflow explicitly

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

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catlog22/Claude-Code-Workflow — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite