RRepoGEO

REPOGEO REPORT · LITE

bradygaster/squad

Default branch dev · commit c6148e76 · scanned 5/22/2026, 5:31:26 AM

GitHub: 2,641 stars · 393 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 bradygaster/squad, 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
    Add explicit disambiguation and GitHub Copilot integration to the README's introduction

    Why:

    CURRENT
    **Human-led AI agent teams for any project.** One command. A team that helps you move faster with your code.
    COPY-PASTE FIX
    **Squad is a CLI tool for human-led AI agent teams that accelerate software development, powered by GitHub Copilot. It is *not* a Go job queue or the SQuAD NLP dataset.** One command. A team that helps you move faster with your code.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agents, software-development, github-copilot, cli, developer-tools, productivity, agent-teams
  • mediumcomparison#3
    Add a 'Comparison to Alternatives' section in the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

Squad differentiates itself from other AI agent frameworks like AutoGPT, CrewAI, and MetaGPT by focusing on human-led, GitHub Copilot-powered agent teams that persist within your repository. Unlike general-purpose agent orchestration, Squad specializes in accelerating software development workflows by providing dedicated specialists (frontend, backend, tester, lead) that learn your codebase and share decisions, keeping humans in control of priorities and approvals.

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 bradygaster/squad
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AutoGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoGPT · recommended 2×
  2. CrewAI · recommended 2×
  3. LangChain · recommended 2×
  4. MetaGPT · recommended 2×
  5. Smol-developer · recommended 1×
  • CATEGORY QUERY
    How can I use AI agent teams to accelerate my software development workflow?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. CrewAI
    3. LangChain
    4. MetaGPT
    5. Smol-developer
    6. OpenDevin
    7. GitHub Copilot

    AI recommended 7 alternatives but never named bradygaster/squad. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for managing autonomous AI coding agents that learn and collaborate on projects?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. BabyAGI
    3. LangChain
    4. CrewAI
    5. MetaGPT
    6. Open Interpreter
    7. AgentVerse

    AI recommended 7 alternatives but never named bradygaster/squad. 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 bradygaster/squad?
    pass
    AI named bradygaster/squad explicitly

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

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

Subscribe to Pro for deep diagnoses

bradygaster/squad — 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