RRepoGEO

REPOGEO REPORT · LITE

Gentleman-Programming/agent-teams-lite

Default branch main · commit 6901875c · scanned 6/19/2026, 10:47:03 AM

GitHub: 1,230 stars · 155 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
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 Gentleman-Programming/agent-teams-lite, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agents, multi-agent-systems, spec-driven-development, sdd, ai-orchestration, code-generation, gentle-ai
  • highreadme#2
    Add a concise introductory sentence to the README

    Why:

    COPY-PASTE FIX
    Agent Teams Lite was a lightweight, dependency-free orchestrator for AI sub-agents, designed for spec-driven software feature development. It provided an orchestrator and 9 specialized sub-agents for structured feature development.

<div align="center">
  • mediumhomepage#3
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/Gentleman-Programming/gentle-ai

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

    AI recommended 7 alternatives but never named Gentleman-Programming/agent-teams-lite. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a simple, dependency-free tool to orchestrate AI sub-agents for coding tasks.
    you: not recommended
    AI recommended (in order):
    1. Bash/Shell Scripts
    2. Python with `subprocess`
    3. Makefiles
    4. Rake
    5. Go with `os/exec`

    AI recommended 5 alternatives but never named Gentleman-Programming/agent-teams-lite. 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 Gentleman-Programming/agent-teams-lite?
    pass
    AI did not name Gentleman-Programming/agent-teams-lite — 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 Gentleman-Programming/agent-teams-lite in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Gentleman-Programming/agent-teams-lite 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 Gentleman-Programming/agent-teams-lite solve, and who is the primary audience?
    pass
    AI named Gentleman-Programming/agent-teams-lite explicitly

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

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Gentleman-Programming/agent-teams-lite — 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