RRepoGEO

REPOGEO REPORT · LITE

catlog22/Claude-Code-Workflow

Default branch main · commit 491828ab · scanned 5/13/2026, 4:02:06 PM

GitHub: 1,996 stars · 158 forks

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

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

OVERALL DIRECTION
  • highreadme#1
    Add a concise, differentiating introductory paragraph to the README

    Why:

    COPY-PASTE FIX
    Claude-Code-Workflow is a JSON-driven multi-agent development framework specifically designed to orchestrate complex coding workflows using Anthropic's Claude AI (and other models like Gemini, Qwen, Codex) via an intelligent CLI. It provides a context-first architecture and automated workflow execution for collaborative team development.
  • mediumtopics#2
    Add more specific topics to improve category matching

    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-code-generation, team-development, llm-orchestration, anthropic-claude
  • mediumreadme#3
    Add a dedicated 'Why Choose CCW?' section to the README

    Why:

    COPY-PASTE FIX
    ## 💡 Why Choose Claude-Code-Workflow?
Unlike general-purpose AI agent frameworks such as LangChain or AutoGPT, CCW is purpose-built as a JSON-driven multi-agent system for *cadence-team development*. It specializes in orchestrating complex coding workflows, particularly leveraging Anthropic's Claude AI for structured code generation, refinement, and automated execution, providing a context-first architecture tailored for collaborative software projects.

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
AutoGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoGPT · recommended 1×
  2. LangChain Agents · recommended 1×
  3. CrewAI · recommended 1×
  4. Open Interpreter · recommended 1×
  5. Haystack Agents · recommended 1×
  • CATEGORY QUERY
    How to automate complex coding workflows using multiple AI agents and intelligent task orchestration?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. LangChain Agents
    3. CrewAI
    4. Open Interpreter
    5. Haystack Agents
    6. LlamaIndex Agents

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

    Show full AI answer
  • CATEGORY QUERY
    What CLI frameworks enable JSON-driven multi-AI model integration for collaborative development?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI Assistants API
    3. Haystack
    4. LlamaIndex
    5. Cortex
    6. DVC

    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 — RepoGEO report