RRepoGEO

REPOGEO REPORT · LITE

fengshao1227/ccg-workflow

Default branch main · commit c2ecda19 · scanned 6/26/2026, 9:32:36 PM

GitHub: 5,628 stars · 425 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
27 /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
1 / 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 fengshao1227/ccg-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
    Clarify the core purpose immediately after the H1 in the README

    Why:

    CURRENT
    The core description "CCG is a workflow engine for Claude Code that orchestrates multiple AI models (Codex, Gemini, Claude) with hook-based state tracking, automatic strategy selection, and Agent Teams parallel execution." is currently placed after sponsor sections.
    COPY-PASTE FIX
    # CCG - Claude + Codex + Gemini Multi-Model Collaboration

CCG is a powerful workflow engine designed for Claude Code, orchestrating multiple AI models (Codex, Gemini, Claude) with hook-based state tracking, automatic strategy selection, and Agent Teams parallel execution. It simplifies complex multi-model AI tasks with a single command: `/ccg:go`.
  • mediumtopics#2
    Add more specific LLM orchestration and agent-related topics

    Why:

    CURRENT
    agent-teams, ai, ccg, claude-code, cli, codex, gemini, llm, no-de, nodejs, opsxspec, prompt, workflow
    COPY-PASTE FIX
    agent-teams, ai, ccg, claude-code, cli, codex, gemini, llm, no-de, nodejs, opsxspec, prompt, workflow, llm-orchestration, ai-agents, multi-agent, workflow-engine
  • lowreadme#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives

Unlike general-purpose LLM frameworks such as LangChain or LlamaIndex, CCG is specifically designed as a workflow engine for multi-model collaboration (Claude, Codex, Gemini) with a focus on automatic strategy selection and hook-based state tracking for complex, persistent AI tasks, rather than just providing a library of components. Our `/ccg:go` command offers a streamlined, intent-driven execution model for agent teams, differentiating it from more manual orchestration approaches.

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 fengshao1227/ccg-workflow
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. LlamaIndex · recommended 2×
  3. Haystack · recommended 2×
  4. CrewAI · recommended 2×
  5. Microsoft Semantic Kernel · recommended 1×
  • CATEGORY QUERY
    What framework helps orchestrate multiple large language models for complex collaborative workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Microsoft Semantic Kernel
    5. AutoGPT
    6. BabyAGI
    7. CrewAI
    8. Guidance

    AI recommended 8 alternatives but never named fengshao1227/ccg-workflow. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    CLI tool for automating AI agent team execution and strategy selection?
    you: not recommended
    AI recommended (in order):
    1. AutoGen
    2. CrewAI
    3. LangChain
    4. Haystack
    5. LlamaIndex
    6. SMART (Self-Reflective Multi-Agent Reasoning Tool)
    7. Open Interpreter

    AI recommended 7 alternatives but never named fengshao1227/ccg-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 fengshao1227/ccg-workflow?
    pass
    AI did not name fengshao1227/ccg-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 fengshao1227/ccg-workflow in production, what risks or prerequisites should they evaluate first?
    pass
    AI named fengshao1227/ccg-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 fengshao1227/ccg-workflow solve, and who is the primary audience?
    pass
    AI did not name fengshao1227/ccg-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?

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite