RRepoGEO

REPOGEO REPORT · LITE

gofireflyio/aiac

Default branch main · commit 8902244d · scanned 5/22/2026, 9:32:04 PM

GitHub: 3,794 stars · 295 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
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 gofireflyio/aiac, 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 core value proposition to the top of the README

    Why:

    CURRENT
    # Artificial Intelligence Infrastructure-as-Code Generator.
    COPY-PASTE FIX
    Replace the current H1 and the following paragraph with a more descriptive title and an immediate, concise explanation of `aiac`'s purpose, e.g., '# AIAC: Generate Cloud Infrastructure-as-Code (Terraform, Pulumi), Configurations, and CI/CD Pipelines with LLMs' followed by a sentence like: '`aiac` is a library and command line tool designed to generate IaC templates, configurations, utilities, and queries for cloud infrastructure using LLM providers such as OpenAI and Amazon Bedrock.'
  • mediumabout#2
    Refine the repository's 'About' description

    Why:

    CURRENT
    Artificial Intelligence Infrastructure-as-Code Generator.
    COPY-PASTE FIX
    Generate cloud Infrastructure-as-Code (Terraform, Pulumi), configurations, and CI/CD pipelines using LLMs like OpenAI and Bedrock.
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a URL to a project website, documentation, or a demo page (e.g., 'https://gofirefly.io/aiac' or similar).

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 gofireflyio/aiac
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 2×
  2. AWS CodeWhisperer · recommended 2×
  3. Google Cloud's Duet AI · recommended 1×
  4. OpenAI GPT-3.5 / GPT-4 · recommended 1×
  5. Hugging Face Transformers · recommended 1×
  • CATEGORY QUERY
    How can I use AI to generate cloud infrastructure code like Terraform or Pulumi?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. AWS CodeWhisperer
    3. Google Cloud's Duet AI
    4. OpenAI GPT-3.5 / GPT-4
    5. Hugging Face Transformers
    6. Terraform AI

    AI recommended 6 alternatives but never named gofireflyio/aiac. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for AI-powered solutions to generate cloud configuration files and CI/CD pipelines.
    you: not recommended
    AI recommended (in order):
    1. OpsGPT
    2. AWS CodeWhisperer
    3. GitHub Copilot
    4. Vertex AI
    5. Terraform
    6. OpenAI's GPT-4
    7. Google's Gemini
    8. Azure OpenAI Service
    9. Azure Machine Learning

    AI recommended 9 alternatives but never named gofireflyio/aiac. 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 gofireflyio/aiac?
    pass
    AI named gofireflyio/aiac explicitly

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

  • If a team adopts gofireflyio/aiac in production, what risks or prerequisites should they evaluate first?
    pass
    AI named gofireflyio/aiac 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 gofireflyio/aiac solve, and who is the primary audience?
    pass
    AI named gofireflyio/aiac 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 gofireflyio/aiac. 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/gofireflyio/aiac.svg)](https://repogeo.com/en/r/gofireflyio/aiac)
HTML
<a href="https://repogeo.com/en/r/gofireflyio/aiac"><img src="https://repogeo.com/badge/gofireflyio/aiac.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

gofireflyio/aiac — 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