RRepoGEO

REPOGEO REPORT · LITE

gmickel/flow-next

Default branch main · commit fccd2ba8 · scanned 5/29/2026, 2:32:16 PM

GitHub: 618 stars · 47 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 gmickel/flow-next, 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 the README H1 and opening statement to clarify its core purpose

    Why:

    CURRENT
    # Flow-Next

**Plan-first AI workflow. Zero external dependencies.**
    COPY-PASTE FIX
    # Flow-Next: Spec-Driven AI Workflow Plugin

**Plan-first AI workflow plugin for Claude Code, OpenAI Codex, and Factory Droid. Zero external dependencies.**
  • mediumreadme#2
    Add a 'Prerequisites' or 'Getting Started' section to the README

    Why:

    COPY-PASTE FIX
    ## Getting Started

To begin using Flow-Next, ensure you have [list key prerequisites, e.g., Node.js version, specific CLI tools]. Install with `npm install -g flow-next` and then initialize your project using `flowctl init`.
  • mediumabout#3
    Refine the 'about' description to explicitly include 'orchestration'

    Why:

    CURRENT
    Spec-driven AI workflow plugin for Claude Code, OpenAI Codex, and Factory Droid. Zero-dep task tracking, worker subagents, Ralph autonomous mode, cross-model reviews.
    COPY-PASTE FIX
    Spec-driven AI agent orchestration plugin for Claude Code, OpenAI Codex, and Factory Droid. Zero-dep task tracking, worker subagents, Ralph autonomous mode, cross-model reviews.

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 gmickel/flow-next
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. microsoft/semantic-kernel · recommended 1×
  4. OpenAI Assistants API · recommended 1×
  5. deepset-ai/haystack · recommended 1×
  • CATEGORY QUERY
    How to manage complex AI agent workflows with task tracking and multi-model reviews?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Microsoft Semantic Kernel (microsoft/semantic-kernel)
    4. OpenAI Assistants API
    5. Haystack (deepset-ai/haystack)
    6. RabbitMQ
    7. Apache Kafka
    8. Apache Airflow
    9. Temporal

    AI recommended 9 alternatives but never named gmickel/flow-next. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a self-contained AI development agent for spec-driven projects without external dependencies.
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter
    2. GPT-Engineer
    3. Ollama
    4. Llama.cpp
    5. Smol-Developer
    6. Auto-GPT
    7. BabyAGI
    8. MetaGPT

    AI recommended 8 alternatives but never named gmickel/flow-next. 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 gmickel/flow-next?
    pass
    AI named gmickel/flow-next explicitly

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

  • If a team adopts gmickel/flow-next in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name gmickel/flow-next — 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?

  • In one sentence, what problem does the repo gmickel/flow-next solve, and who is the primary audience?
    pass
    AI named gmickel/flow-next 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
  • Prioritized action items8 vs 3 in Lite