RRepoGEO

REPOGEO REPORT · LITE

andyrewlee/awesome-agent-orchestrators

Default branch main · commit 0598f263 · scanned 6/2/2026, 2:52:58 PM

GitHub: 652 stars · 69 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 andyrewlee/awesome-agent-orchestrators, 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
    Refine topics to emphasize 'awesome-list' and remove overly specific tool names

    Why:

    CURRENT
    agent-coordination, agent-orchestration, agent-swarm, agentic-ai, ai-agents, ai-coding, ai-orchestration, awesome, awesome-list, claude-code, codex, coding-agents, gemini-cli, git-worktree, multi-agent-systems, opencode, parallel-agents, ralph-loop, ralph-wiggum, vibe-coding
    COPY-PASTE FIX
    agent-coordination, agent-orchestration, agent-swarm, agentic-ai, ai-agents, ai-coding, ai-orchestration, awesome, awesome-list, multi-agent-systems, parallel-agents, curated-list, resources, frameworks, tools
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root.
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Set the repository's homepage URL in the GitHub settings to the repository's own URL (https://github.com/andyrewlee/awesome-agent-orchestrators) or a dedicated project page if one exists.

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 andyrewlee/awesome-agent-orchestrators
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ray-project/ray
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. ray-project/ray · recommended 3×
  2. LangChain · recommended 1×
  3. Haystack · recommended 1×
  4. CrewAI · recommended 1×
  5. AutoGen · recommended 1×
  • CATEGORY QUERY
    How can I efficiently manage and coordinate multiple AI coding agents for parallel tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Haystack
    3. CrewAI
    4. AutoGen
    5. Open Interpreter
    6. Rivet
    7. Prefect

    AI recommended 7 alternatives but never named andyrewlee/awesome-agent-orchestrators. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help orchestrate and run multiple AI coding agents concurrently across different machines?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes (kubernetes/kubernetes)
    2. Argo Workflows (argoproj/argo-workflows)
    3. Kubeflow Pipelines (kubeflow/pipelines)
    4. Ray (ray-project/ray)
    5. Ray Tune (ray-project/ray)
    6. Ray RLlib (ray-project/ray)
    7. Apache Mesos (apache/mesos)
    8. Marathon (mesosphere/marathon)
    9. Aurora (apache/aurora)
    10. OpenShift
    11. AWS Batch
    12. Google Cloud Batch
    13. Azure Batch
    14. Slurm Workload Manager (SchedMD/slurm)

    AI recommended 14 alternatives but never named andyrewlee/awesome-agent-orchestrators. 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 andyrewlee/awesome-agent-orchestrators?
    pass
    AI did not name andyrewlee/awesome-agent-orchestrators — 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 andyrewlee/awesome-agent-orchestrators in production, what risks or prerequisites should they evaluate first?
    pass
    AI named andyrewlee/awesome-agent-orchestrators 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 andyrewlee/awesome-agent-orchestrators solve, and who is the primary audience?
    pass
    AI did not name andyrewlee/awesome-agent-orchestrators — 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

Drop this badge into the README of andyrewlee/awesome-agent-orchestrators. 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/andyrewlee/awesome-agent-orchestrators.svg)](https://repogeo.com/en/r/andyrewlee/awesome-agent-orchestrators)
HTML
<a href="https://repogeo.com/en/r/andyrewlee/awesome-agent-orchestrators"><img src="https://repogeo.com/badge/andyrewlee/awesome-agent-orchestrators.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

andyrewlee/awesome-agent-orchestrators — 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