RRepoGEO

REPOGEO REPORT · LITE

moazbuilds/CodeMachine-CLI

Default branch main · commit 572def63 · scanned 6/24/2026, 10:56:54 AM

GitHub: 2,497 stars · 242 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
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 primary function in README to distinguish from generic code 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 tool that orchestrates AI coding agents into repeatable, long-running workflows. ⚡️ **Unlike traditional scaffolding tools, CodeMachine focuses on automating the entire development process by guiding AI agents through complex, multi-step coding tasks.**
  • mediumtopics#2
    Remove misleading topics

    Why:

    CURRENT
    ai, automation, cli, cli-tool, code-generation, developer-tools, generative-ai, multi-agent-systems, orchestration, scaffolding, workflow-automation
    COPY-PASTE FIX
    ai, automation, cli, cli-tool, developer-tools, generative-ai, multi-agent-systems, orchestration, workflow-automation
  • lowcomparison#3
    Add a 'Comparison to Alternatives' section in README

    Why:

    COPY-PASTE FIX
    Add a new section to the README titled '## Comparison to Alternatives' that explains how CodeMachine-CLI differs from or complements tools like LangChain, AutoGen, and CrewAI, specifically highlighting its focus on orchestrating existing AI coding CLIs for structured workflows.

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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. AutoGen · recommended 2×
  3. CrewAI · recommended 2×
  4. OpenAI Assistants API · recommended 2×
  5. Prefect · recommended 1×
  • CATEGORY QUERY
    How can I define and automate repeatable workflows for AI coding agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. OpenAI Assistants API
    5. Prefect
    6. Apache Airflow
    7. GitHub Actions
    8. GitLab CI/CD

    AI recommended 8 alternatives but never named moazbuilds/CodeMachine-CLI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help orchestrate multiple generative AI agents for complex software development tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGen
    4. CrewAI
    5. Haystack
    6. OpenAI Assistants API

    AI recommended 6 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?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite