RRepoGEO

REPOGEO REPORT · LITE

zurawiki/gptcommit

Default branch main · commit 314f6d9e · scanned 6/29/2026, 7:46:17 PM

GitHub: 2,414 stars · 81 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)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
28 /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
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 zurawiki/gptcommit, 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 opening to emphasize its specific niche and differentiate

    Why:

    CURRENT
    A git prepare-commit-msg hook for authoring commit messages with an OpenAI language model. With this tool, you can easily generate clear, comprehensive and descriptive commit messages letting you focus on writing code.
    COPY-PASTE FIX
    gptcommit is a powerful `git prepare-commit-msg` hook that *automates* the generation of clear, comprehensive, and descriptive commit messages using large language models (LLMs) like OpenAI's GPT. It integrates seamlessly into your `git commit` workflow, allowing you to focus on writing code while the AI crafts your commit messages.
  • hightopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    cli, git, githook, large-language-models, rust
    COPY-PASTE FIX
    cli, git, githook, large-language-models, rust, ai-commit-messages, commit-message-generator, gpt, openai
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/zurawiki/gptcommit

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 zurawiki/gptcommit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Commitizen
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Commitizen · recommended 2×
  2. Anthropic's Claude · recommended 2×
  3. OpenAI's GPT-4 · recommended 1×
  4. GitMind · recommended 1×
  5. AIPRM · recommended 1×
  • CATEGORY QUERY
    How can I automate my git commit message generation using large language models?
    you: not recommended
    AI recommended (in order):
    1. Commitizen
    2. OpenAI's GPT-4
    3. Anthropic's Claude
    4. GitMind
    5. AIPRM
    6. ChatGPT
    7. OpenAI API
    8. Google's Gemini
    9. Anthropic's Claude
    10. LazyGit

    AI recommended 10 alternatives but never named zurawiki/gptcommit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best CLI tools for AI-driven git commit message generation?
    you: not recommended
    AI recommended (in order):
    1. Commitizen
    2. cz-conventional-commits-ai
    3. CommitGPT
    4. Aicommit
    5. Git Commit AI
    6. LazyCommit
    7. GitSense

    AI recommended 7 alternatives but never named zurawiki/gptcommit. 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 zurawiki/gptcommit?
    pass
    AI did not name zurawiki/gptcommit — 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?

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

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

Embed your GEO score

Drop this badge into the README of zurawiki/gptcommit. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/zurawiki/gptcommit.svg)](https://repogeo.com/en/r/zurawiki/gptcommit)
HTML
<a href="https://repogeo.com/en/r/zurawiki/gptcommit"><img src="https://repogeo.com/badge/zurawiki/gptcommit.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

zurawiki/gptcommit — 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