RRepoGEO

REPOGEO REPORT · LITE

devenjarvis/lathe

Default branch main · commit cb661879 · scanned 6/15/2026, 5:06:54 PM

GitHub: 1,464 stars · 38 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 devenjarvis/lathe, 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 README H1 and opening paragraph for clarity

    Why:

    CURRENT
    # Lathe

An experiment in using LLMs to teach you, rather than think for you.

Lathe generates hands-on, multi-part technical tutorials on demand, with skills tuned to make content approachable. Then you work through them yourself, by hand, in a local UI built from the ground up for pleasant learning. (Just like we did it in the stone age 😎)
    COPY-PASTE FIX
    # Lathe: LLM-Powered Interactive Tutorial Generator

Lathe is an open-source tool that generates hands-on, multi-part technical tutorials on demand, with LLM skills tuned to make content approachable. It's designed to teach you by letting you work through tutorials yourself, by hand, in a purpose-built local UI.
  • hightopics#2
    Add relevant GitHub topics

    Why:

    COPY-PASTE FIX
    llm, generative-ai, tutorials, learning, education, cli, go, golang, interactive-learning, technical-education
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/devenjarvis/lathe

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 devenjarvis/lathe
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Codespaces
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Codespaces · recommended 1×
  2. Gitpod · recommended 1×
  3. Jupyter Notebooks · recommended 1×
  4. JupyterLab · recommended 1×
  5. LearnUpon · recommended 1×
  • CATEGORY QUERY
    How can I generate custom, hands-on technical tutorials for learning new technologies?
    you: not recommended
    AI recommended (in order):
    1. GitHub Codespaces
    2. Gitpod
    3. Jupyter Notebooks
    4. JupyterLab
    5. LearnUpon
    6. Teachable
    7. Thinkific
    8. DocuSign
    9. Read the Docs
    10. CodePen
    11. JSFiddle
    12. CodeSandbox
    13. Vagrant
    14. Docker
    15. AsciiDoc
    16. Markdown
    17. Hugo
    18. Jekyll
    19. MkDocs

    AI recommended 19 alternatives but never named devenjarvis/lathe. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to create personalized, interactive coding exercises from a natural language prompt?
    you: not recommended
    AI recommended (in order):
    1. Codewars
    2. Exercism
    3. Repl.it
    4. GitHub Classroom (education/classroom)
    5. Jupyter Notebooks (jupyter/notebook)
    6. nbgrader (jupyter/nbgrader)
    7. Moodle
    8. CodeRunner
    9. Virtual Programming Lab (VPL)
    10. Google Colaboratory

    AI recommended 10 alternatives but never named devenjarvis/lathe. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 devenjarvis/lathe?
    pass
    AI named devenjarvis/lathe explicitly

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

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

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

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devenjarvis/lathe — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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