RRepoGEO

REPOGEO REPORT · LITE

KanHarI/gpt-commit-summarizer

Default branch master · commit 50a2e65d · scanned 6/1/2026, 3:52:56 PM

GitHub: 563 stars · 40 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
1 / 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 KanHarI/gpt-commit-summarizer, 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's opening sentence to clarify its core function

    Why:

    CURRENT
    # gpt-commit-summarizer

See announcement blogpost.

Don't have time and want to get hacking right away? Check out the [Getting Started](#getting-started) section.

* [Getting Started](#getting-started)
* [Troubleshooting](#troubleshooting)
* [Encountered any bugs?](#encountered-any-bugs)

The `gpt-commit-summarizer` GitHub Action is a powerful tool that harnesses the capabilities of OpenAI's state-of-the-art text-davinci-003 large language model to provide summaries of the changes introduced by a pull request in a repository.
    COPY-PASTE FIX
    # gpt-commit-summarizer

The `gpt-commit-summarizer` is a GitHub Action that leverages OpenAI's AI to automatically generate concise summaries of pull request changes and individual commits, posting them as comments to streamline code reviews.

See announcement blogpost.

Don't have time and want to get hacking right away? Check out the [Getting Started](#getting-started) section.

* [Getting Started](#getting-started)
* [Troubleshooting](#troubleshooting)
* [Encountered any bugs?](#encountered-any-bugs)
  • highabout#2
    Add a concise 'About' description

    Why:

    COPY-PASTE FIX
    A GitHub Action that uses OpenAI's AI to automatically summarize pull request changes and individual commits for better code reviews.
  • hightopics#3
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    github-action, openai, gpt, llm, pull-request, code-review, summarization, ai, artificial-intelligence, commit-summarizer

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 KanHarI/gpt-commit-summarizer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
CodeRabbit
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. CodeRabbit · recommended 2×
  2. OpenAI API · recommended 2×
  3. GitHub Copilot for Pull Requests · recommended 1×
  4. PR-Agent · recommended 1×
  5. DeepCode AI (Snyk Code) · recommended 1×
  • CATEGORY QUERY
    How can I automatically summarize pull request changes using AI for better code reviews?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot for Pull Requests
    2. CodeRabbit
    3. PR-Agent
    4. DeepCode AI (Snyk Code)
    5. GitLab Duo Code Suggestions
    6. OpenAI API
    7. OpenAI's GPT-4
    8. Anthropic's Claude 3

    AI recommended 8 alternatives but never named KanHarI/gpt-commit-summarizer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best GitHub Actions for generating AI-powered summaries of code changes?
    you: not recommended
    AI recommended (in order):
    1. openai/actions-chatgpt (openai/actions-chatgpt)
    2. actions/github-script (actions/github-script)
    3. OpenAI API
    4. GPT-3.5 Turbo
    5. GPT-4
    6. actions/checkout (actions/checkout)
    7. openai
    8. CodeRabbit
    9. CodeReview.ai
    10. CodiumAI
    11. Google Gemini
    12. Anthropic Claude
    13. reviewdog/reviewdog (reviewdog/reviewdog)
    14. peter-evans/create-or-update-comment (peter-evans/create-or-update-comment)

    AI recommended 14 alternatives but never named KanHarI/gpt-commit-summarizer. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 KanHarI/gpt-commit-summarizer?
    pass
    AI did not name KanHarI/gpt-commit-summarizer — 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 KanHarI/gpt-commit-summarizer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named KanHarI/gpt-commit-summarizer 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 KanHarI/gpt-commit-summarizer solve, and who is the primary audience?
    pass
    AI did not name KanHarI/gpt-commit-summarizer — 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?

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KanHarI/gpt-commit-summarizer — 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