RRepoGEO

REPOGEO REPORT · LITE

moazbuilds/CodeMachine-CLI

Default branch main · commit 572def63 · scanned 5/13/2026, 11:52:03 PM

GitHub: 2,478 stars · 239 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 moazbuilds/CodeMachine-CLI, 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 README's opening to distinguish from generic boilerplate generation

    Why:

    CURRENT
    CodeMachine is an open-source tool that orchestrates AI coding agents into repeatable, long-running workflows. ⚡️
    COPY-PASTE FIX
    CodeMachine is an open-source CLI tool designed specifically to orchestrate *AI coding agents* into repeatable, long-running workflows. Unlike generic boilerplate generators, CodeMachine focuses on capturing and automating the complex, multi-step interactions you have with AI agents for tasks like bug fixing, feature development, and code refactoring.
  • mediumabout#2
    Refine the repository description to emphasize AI agent orchestration

    Why:

    CURRENT
    CodeMachine is an open-source tool that orchestrates AI coding agents into repeatable, long-running workflows. ⚡️
    COPY-PASTE FIX
    CodeMachine is an open-source CLI tool for orchestrating AI coding agents into repeatable, long-running development workflows, automating complex interactions beyond simple code generation. ⚡️
  • lowcomparison#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives

While tools like LangChain, AutoGen, and CrewAI provide frameworks for building multi-agent systems, CodeMachine-CLI focuses on orchestrating *existing* AI coding CLIs (e.g., Claude Code, Cursor) through structured, repeatable workflows. It acts as an orchestration layer for headless AI coding engines, allowing developers to define and automate complex interactions without building agents from scratch.

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 moazbuilds/CodeMachine-CLI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. AutoGen · recommended 1×
  3. CrewAI · recommended 1×
  4. OpenAI Assistants API · recommended 1×
  5. Prefect · recommended 1×
  • CATEGORY QUERY
    How can I orchestrate multiple AI coding agents for repeatable development workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. OpenAI Assistants API
    5. Prefect
    6. Apache Airflow

    AI recommended 6 alternatives but never named moazbuilds/CodeMachine-CLI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool to define and execute structured AI-driven code generation workflows.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. AutoGen (microsoft/autogen)
    4. Semantic Kernel (microsoft/semantic-kernel)
    5. DSPy (princeton-nlp/DSPy)
    6. Guidance (microsoft/guidance)
    7. Marvin (PrefectHQ/marvin)

    AI recommended 7 alternatives but never named moazbuilds/CodeMachine-CLI. 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 moazbuilds/CodeMachine-CLI?
    pass
    AI named moazbuilds/CodeMachine-CLI explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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