RRepoGEO

REPOGEO REPORT · LITE

mckaywrigley/buildware-ai

Default branch main · commit 53da7652 · scanned 6/4/2026, 12:13:16 PM

GitHub: 567 stars · 93 forks

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 mckaywrigley/buildware-ai, 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 H1 and opening paragraph to clarify its core function

    Why:

    CURRENT
    # Buildware

Buildware helps you ship code faster with AI.

Build a code instruction system, give it an issue, and get an AI-generated PR!
    COPY-PASTE FIX
    # Buildware: AI-Powered Pull Request Generation from Issues

Buildware is an experimental AI coding tool that helps software teams ship code faster by automating pull request generation directly from project issues. It allows you to build a code instruction system, feed it an issue, and receive an AI-generated PR.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai, code-generation, pull-requests, software-development, autonomous-agents, llm, github-automation, developer-tools
  • mediumabout#3
    Update the repository description for more specificity

    Why:

    CURRENT
    An experimental AI coding tool.
    COPY-PASTE FIX
    An experimental AI coding tool that automates pull request generation directly from project issues.

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 mckaywrigley/buildware-ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Issues
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Issues · recommended 1×
  2. GitHub Actions · recommended 1×
  3. OpenAI API · recommended 1×
  4. Google Cloud AI · recommended 1×
  5. Anthropic Claude · recommended 1×
  • CATEGORY QUERY
    How can I automate generating pull requests directly from project issues using AI?
    you: not recommended
    AI recommended (in order):
    1. GitHub Issues
    2. GitHub Actions
    3. OpenAI API
    4. Google Cloud AI
    5. Anthropic Claude
    6. Cursor
    7. GitHub Copilot Chat
    8. VS Code (microsoft/vscode)
    9. JetBrains IDEs
    10. GitHub CLI (cli/cli)
    11. GitPython (gitpython-developers/GitPython)

    AI recommended 11 alternatives but never named mckaywrigley/buildware-ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help accelerate software development by automating code generation from specifications?
    you: not recommended
    AI recommended (in order):
    1. OpenAPI Generator (OpenAPITools/openapi-generator)
    2. JHipster (jhipster/jhipster-framework)
    3. Yeoman (yeoman/yeoman)
    4. CodeSmith Generator
    5. Microsoft T4 Text Transformation Toolkit (T4)
    6. GraphQL Code Generator (dotansimha/graphql-code-generator)
    7. Eclipse Modeling Framework - EMF (eclipse-emf/emf)

    AI recommended 7 alternatives but never named mckaywrigley/buildware-ai. 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 mckaywrigley/buildware-ai?
    pass
    AI named mckaywrigley/buildware-ai explicitly

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

  • If a team adopts mckaywrigley/buildware-ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mckaywrigley/buildware-ai 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 mckaywrigley/buildware-ai solve, and who is the primary audience?
    pass
    AI did not name mckaywrigley/buildware-ai — 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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  • Brand-free category queries5 vs 2 in Lite
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