RRepoGEO

REPOGEO REPORT · LITE

TheRealSeanDonahoe/agents-md

Default branch main · commit 90c7198c · scanned 5/31/2026, 12:52:08 PM

GitHub: 547 stars · 67 forks

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 TheRealSeanDonahoe/agents-md, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify the README's opening statement to specify the tool's category

    Why:

    CURRENT
    One file. Every coding agent starts behaving like a senior engineer.
    COPY-PASTE FIX
    One file. Every coding agent starts behaving like a senior engineer. This `AGENTS.md` file is a drop-in governance framework that kills sycophancy, stops drive-by refactors, and forces verification loops for your AI coding assistants.
  • mediumhomepage#2
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Add a relevant URL to the 'About' section, such as a dedicated project page or the main Ferrox Labs website.

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 TheRealSeanDonahoe/agents-md
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
SonarQube/SonarCloud
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. SonarQube/SonarCloud · recommended 1×
  2. ArchUnit · recommended 1×
  3. NDepend · recommended 1×
  4. Refactoring.Guru · recommended 1×
  5. PullRequest.com · recommended 1×
  • CATEGORY QUERY
    How can I make my AI coding assistant perform with more senior-level engineering judgment?
    you: not recommended
    AI recommended (in order):
    1. SonarQube/SonarCloud
    2. ArchUnit
    3. NDepend
    4. Refactoring.Guru
    5. PullRequest.com
    6. DeepSource
    7. Snyk
    8. OWASP ZAP

    AI recommended 8 alternatives but never named TheRealSeanDonahoe/agents-md. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help prevent AI coding agents from making unverified or sycophantic changes?
    you: not recommended
    AI recommended (in order):
    1. GitHub
    2. GitLab
    3. Bitbucket
    4. SonarQube
    5. Snyk Code
    6. Checkmarx SAST
    7. OWASP ZAP (OWASP/ZAP)
    8. Burp Suite Enterprise Edition
    9. Jest (facebook/jest)
    10. Pytest (pytest-dev/pytest)
    11. JUnit (junit-team/junit5)
    12. Selenium WebDriver (SeleniumHQ/selenium)
    13. ESLint (eslint/eslint)
    14. Black (psf/black)
    15. Prettier (prettier/prettier)
    16. GitHub Actions
    17. GitLab CI/CD
    18. Jenkins (jenkinsci/jenkins)

    AI recommended 18 alternatives but never named TheRealSeanDonahoe/agents-md. 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 TheRealSeanDonahoe/agents-md?
    pass
    AI named TheRealSeanDonahoe/agents-md explicitly

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

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

Subscribe to Pro for deep diagnoses

TheRealSeanDonahoe/agents-md — 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