RRepoGEO

REPOGEO REPORT · LITE

prefect-archive/ControlFlow

Default branch main · commit a7ffb12f · scanned 5/29/2026, 8:36:39 PM

GitHub: 1,391 stars · 113 forks

AI VISIBILITY SCORE
40 /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
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 prefect-archive/ControlFlow, 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
  • highabout#1
    Clarify archived status and successor in repository description

    Why:

    CURRENT
    🦾 Take control of your AI agents
    COPY-PASTE FIX
    Archived: The next-gen ControlFlow engine is now part of the Marvin AI agentic framework. This repo provides historical context for building agentic AI workflows.
  • mediumtopics#2
    Add 'archived' and 'marvin-ai' to repository topics

    Why:

    CURRENT
    agent, agentic-framework, agentic-workflow, ai, llm, prefect, workflow
    COPY-PASTE FIX
    agent, agentic-framework, agentic-workflow, ai, llm, prefect, workflow, archived, marvin-ai
  • lowreadme#3
    Reinforce archived status and successor project immediately after the main README title

    Why:

    CURRENT
    **ControlFlow is a Python framework for building agentic AI workflows.**
    COPY-PASTE FIX
    **This repository is archived. Its next-generation engine has been merged into the [Marvin AI agentic framework](https://www.askmarvin.ai).**

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 prefect-archive/ControlFlow
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. CrewAI · recommended 2×
  3. LlamaIndex · recommended 2×
  4. Haystack · recommended 1×
  5. Marvin · recommended 1×
  • CATEGORY QUERY
    How can I build structured, observable AI agent workflows using Python?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Haystack
    3. CrewAI
    4. Marvin
    5. DSPy
    6. LlamaIndex
    7. Guidance

    AI recommended 7 alternatives but never named prefect-archive/ControlFlow. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework helps orchestrate complex AI behaviors and manage LLM agent tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack (deepset/Haystack)
    4. AutoGPT
    5. CrewAI
    6. Microsoft Semantic Kernel

    AI recommended 6 alternatives but never named prefect-archive/ControlFlow. 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 prefect-archive/ControlFlow?
    pass
    AI named prefect-archive/ControlFlow explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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