RRepoGEO

REPOGEO REPORT · LITE

Gentleman-Programming/agent-teams-lite

Default branch main · commit 6901875c · scanned 5/9/2026, 2:22:47 PM

GitHub: 1,196 stars · 148 forks

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 improve categorization and signal deprecation

    Why:

    COPY-PASTE FIX
    ai-agents, agent-orchestration, spec-driven-development, sdd, ai-subagents, developer-tools, deprecated, gentle-ai, multi-agent-systems
  • highabout#2
    Update the 'About' description to explicitly state deprecation and successor

    Why:

    CURRENT
    Spec-Driven Development with AI Sub-Agents. An orchestrator + 9 specialized sub-agents for structured feature development. Zero dependencies. Pure Markdown. Works with Claude Code, OpenCode, Cursor, and more.
    COPY-PASTE FIX
    DEPRECATED: This project is superseded by `gentle-ai`. It was an orchestrator + 9 specialized sub-agents for Spec-Driven Development (SDD) with AI. Zero dependencies, pure Markdown. Migrate to `gentle-ai` for enhanced features.
  • mediumhomepage#3
    Add a homepage link pointing to the successor project

    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
GPT-4
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GPT-4 · recommended 1×
  2. GPT-3.5 Turbo · recommended 1×
  3. Claude 3 Opus · recommended 1×
  4. Claude 3 Sonnet · recommended 1×
  5. Llama 3 · recommended 1×
  • CATEGORY QUERY
    How can I use AI agents to automate structured feature development from specifications?
    you: not recommended
    AI recommended (in order):
    1. GPT-4
    2. GPT-3.5 Turbo
    3. Claude 3 Opus
    4. Claude 3 Sonnet
    5. Llama 3
    6. LangChain
    7. Auto-GPT
    8. BabyAGI
    9. CrewAI
    10. GitHub Copilot
    11. Cursor
    12. Phind
    13. OpenAI API
    14. Code Llama
    15. Pydantic
    16. Anthropic API

    AI recommended 16 alternatives but never named Gentleman-Programming/agent-teams-lite. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool to orchestrate multiple AI assistants for end-to-end software engineering tasks.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Haystack (deepset-ai/haystack)
    4. AutoGPT (Significant-Gravitas/AutoGPT)
    5. BabyAGI (yoheinakajima/babyagi)
    6. Microsoft Semantic Kernel (microsoft/semantic-kernel)
    7. OpenAI Assistants API

    AI recommended 7 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 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?

  • 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 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?

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Gentleman-Programming/agent-teams-lite — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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