REPOGEO REPORT · LITE

buildermethods/agent-os

Default branch main · commit cae8e664 · scanned 5/10/2026, 5:37:00 AM

GitHub: 4,482 stars · 722 forks

AI VISIBILITY SCORE

22 /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

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 buildermethods/agent-os, 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

hightopics#1

Add descriptive topics to improve categorization

Why:

COPY-PASTE FIX

ai-agents, code-standards, spec-driven-development, llm-tools, code-quality, generative-ai, developer-tools

highreadme#2

Clarify AI-powered positioning in README's opening

Why:

CURRENT

## Agents that build the way you would

Agent OS helps you shape better specs, keeps agents aligned in a lightweight system that fits how you already build.

Works alongside Claude Code, Cursor, Antigravity, and other AI tools. Any language, any framework.

COPY-PASTE FIX

## Agent OS: AI-powered standards & spec enforcement for your codebase

Agent OS is a system designed to inject your codebase standards and write better specs for spec-driven development, leveraging AI to ensure consistency and quality. It helps you shape better specs and keeps AI agents aligned with your unique development practices.

Works alongside Claude Code, Cursor, Antigravity, and other AI tools. Any language, any framework.

mediumreadme#3

Add a 'How Agent OS is Different' section to clarify its unique role

Why:

COPY-PASTE FIX

### How Agent OS is Different

Unlike general-purpose AI coding assistants or static analysis tools, Agent OS provides a dedicated system for *defining, deploying, and indexing your unique codebase standards* specifically for AI agents. It acts as the 'operating system' that guides other AI tools (like Claude Code, Cursor, etc.) to build in alignment with your established practices, rather than replacing them.

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 buildermethods/agent-os

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

SonarQube

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

SonarQube · recommended 1×
DeepSource · recommended 1×
CodeClimate · recommended 1×
GitHub Copilot · recommended 1×
eslint/eslint · recommended 1×

CATEGORY QUERY
How can AI help enforce coding standards and best practices across my codebase?
you: not recommended
AI recommended (in order):
1. SonarQube
2. DeepSource
3. CodeClimate
4. GitHub Copilot
5. ESLint (eslint/eslint)
6. Black (psf/black)
7. Prettier (prettier/prettier)
8. Codiga
AI recommended 8 alternatives but never named buildermethods/agent-os. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools assist with maintaining consistent development standards and improving spec quality?
you: not recommended
AI recommended (in order):
1. OpenAPI Generator (OpenAPITools/openapi-generator)
2. Spectral (stoplightio/spectral)
3. Stoplight Studio
4. Swagger UI / ReDoc
5. Postman
6. GitHub Actions / GitLab CI/CD
AI recommended 6 alternatives but never named buildermethods/agent-os. 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 buildermethods/agent-os?
pass
AI did not name buildermethods/agent-os — 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 buildermethods/agent-os in production, what risks or prerequisites should they evaluate first?
pass
AI named buildermethods/agent-os 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 buildermethods/agent-os solve, and who is the primary audience?
pass
AI did not name buildermethods/agent-os — 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?

Embed your GEO score

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Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/buildermethods/agent-os.svg)](https://repogeo.com/en/r/buildermethods/agent-os)

HTML

<a href="https://repogeo.com/en/r/buildermethods/agent-os"><img src="https://repogeo.com/badge/buildermethods/agent-os.svg" alt="RepoGEO" /></a>

Pro

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buildermethods/agent-os — 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