RRepoGEO

REPOGEO REPORT · LITE

zts212653/clowder-ai

Default branch main · commit 2ffc5050 · scanned 6/6/2026, 9:11:11 PM

GitHub: 1,047 stars · 349 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 zts212653/clowder-ai, 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 project's core purpose in the README's opening

    Why:

    CURRENT
    # Clowder AI

**Hard Rails. Soft Power. Shared Mission.Every idea deserves a team of souls who take it seriously.*
    COPY-PASTE FIX
    # Clowder AI: Orchestrate LLM Teams, Not Just Agents

**Build AI teams, not just agents. Hard rails, soft power, shared mission.**
Clowder AI is a framework designed to orchestrate multiple large language models (LLMs) and AI agents, enabling them to collaborate on complex tasks. It solves the problem of manually routing context between powerful models like Claude, GPT, and Gemini, allowing you to build cohesive AI teams with shared goals.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://linux.do/t/topic/1900303

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 zts212653/clowder-ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Haystack · recommended 2×
  4. CrewAI · recommended 2×
  5. Microsoft Semantic Kernel · recommended 1×
  • CATEGORY QUERY
    How to orchestrate multiple large language models for complex tasks without manual routing?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Microsoft Semantic Kernel
    5. OpenAI Assistants API
    6. CrewAI
    7. AutoGPT
    8. BabyAGI

    AI recommended 8 alternatives but never named zts212653/clowder-ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a framework to build collaborative AI agent teams with shared goals.
    you: not recommended
    AI recommended (in order):
    1. AutoGen
    2. CrewAI
    3. LangChain
    4. LlamaIndex
    5. Haystack

    AI recommended 5 alternatives but never named zts212653/clowder-ai. 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 zts212653/clowder-ai?
    pass
    AI did not name zts212653/clowder-ai — 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 zts212653/clowder-ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zts212653/clowder-ai 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 zts212653/clowder-ai solve, and who is the primary audience?
    pass
    AI named zts212653/clowder-ai 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 zts212653/clowder-ai. 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/zts212653/clowder-ai.svg)](https://repogeo.com/en/r/zts212653/clowder-ai)
HTML
<a href="https://repogeo.com/en/r/zts212653/clowder-ai"><img src="https://repogeo.com/badge/zts212653/clowder-ai.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

zts212653/clowder-ai — 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