RRepoGEO

REPOGEO REPORT · LITE

Ataraxy-Labs/sem

Default branch main · commit 6c397758 · scanned 5/12/2026, 6:52:11 PM

GitHub: 1,997 stars · 59 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 Ataraxy-Labs/sem, 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 tagline to explicitly mention AI agents

    Why:

    CURRENT
    <p align="center">
  <strong>Semantic version control built on Git.</strong><br>
  Instead of lines changed, sem tells you what entities changed: functions, methods, classes.
</p>
    COPY-PASTE FIX
    <p align="center">
  <strong>Semantic version control built on Git for AI coding agents.</strong><br>
  Instead of lines changed, sem tells you what entities changed: functions, methods, classes.
</p>
  • mediumcomparison#2
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled '## Comparison to other tools' or '## How `sem` compares' that briefly outlines `sem`'s unique approach (e.g., built on Git, focus on agents, specific entity types) compared to tools like SemanticDiff, GumTree, or RefactoringMiner.
  • lowreadme#3
    Clarify core dependencies in the README

    Why:

    COPY-PASTE FIX
    Add a small section or sentence under 'How it works' or 'Architecture' clarifying that `sem` leverages Git for version control and Tree-sitter for robust, language-agnostic code parsing. For example: '## Architecture: `sem` builds on Git for version control and uses Tree-sitter for robust, language-agnostic code parsing.'

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 Ataraxy-Labs/sem
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
SemanticDiff
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. SemanticDiff · recommended 1×
  2. GumTreeDiff/gumtree · recommended 1×
  3. tsantalis/RefactoringMiner · recommended 1×
  4. tree-sitter/tree-sitter · recommended 1×
  5. ast module · recommended 1×
  • CATEGORY QUERY
    How can I get entity-level diffs for functions and classes instead of line-by-line changes?
    you: not recommended
    AI recommended (in order):
    1. SemanticDiff
    2. GumTree (GumTreeDiff/gumtree)
    3. RefactoringMiner (tsantalis/RefactoringMiner)
    4. Tree-sitter (tree-sitter/tree-sitter)
    5. ast module
    6. go/ast
    7. Roslyn (dotnet/roslyn)
    8. IntelliJ IDEA
    9. GitHub's Rich Diffs

    AI recommended 9 alternatives but never named Ataraxy-Labs/sem. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What version control tools provide semantic understanding for AI coding agents?
    you: not recommended
    AI recommended (in order):
    1. Git
    2. GitHub Copilot
    3. Sourcegraph Cody
    4. GitHub
    5. GitLab
    6. Bitbucket
    7. Perforce Helix Core
    8. Mercurial

    AI recommended 8 alternatives but never named Ataraxy-Labs/sem. 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 Ataraxy-Labs/sem?
    pass
    AI named Ataraxy-Labs/sem explicitly

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

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

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

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Ataraxy-Labs/sem — 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