RRepoGEO

REPOGEO REPORT · LITE

kunchenguid/gnhf

Default branch main · commit 208c4248 · scanned 5/11/2026, 7:56:51 PM

GitHub: 1,680 stars · 113 forks

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 kunchenguid/gnhf, 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
    Reposition the README's opening to clearly state its purpose

    Why:

    CURRENT
    <p align="center">Before I go to bed, I tell my agents:</p>
<h1 align="center">good night, have fun</h1>
    COPY-PASTE FIX
    # gnhf: Autonomous Orchestrator for AI Agents

<p align="center">Before I go to bed, I tell my agents: good night, have fun</p>

gnhf is a ralph, autoresearch-style orchestrator that keeps your agents running while you sleep — each iteration makes one small, committed, documented change towards an objective. You wake up to a branch full of clean work and a log of everything that happened.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agents, orchestrator, automation, workflow, autonomous-agents, long-running-tasks, generative-ai
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    Add a URL to a project website or documentation portal (e.g., `https://gnhf.dev` if applicable).

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 kunchenguid/gnhf
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
celery/celery
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. celery/celery · recommended 2×
  2. apache/airflow · recommended 1×
  3. PrefectHQ/prefect · recommended 1×
  4. GitHub Actions · recommended 1×
  5. jenkinsci/jenkins · recommended 1×
  • CATEGORY QUERY
    How can I automate long-running agent tasks to execute overnight autonomously?
    you: not recommended
    AI recommended (in order):
    1. Apache Airflow (apache/airflow)
    2. Prefect (PrefectHQ/prefect)
    3. GitHub Actions
    4. Jenkins (jenkinsci/jenkins)
    5. AWS Step Functions
    6. Cron
    7. Task Scheduler
    8. Celery Beat (celery/celery)
    9. Celery (celery/celery)

    AI recommended 9 alternatives but never named kunchenguid/gnhf. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to manage AI agent workflows that make incremental, documented changes towards a goal?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. OpenAI Assistants API
    5. AutoGPT

    AI recommended 5 alternatives but never named kunchenguid/gnhf. 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 kunchenguid/gnhf?
    pass
    AI named kunchenguid/gnhf explicitly

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

  • If a team adopts kunchenguid/gnhf in production, what risks or prerequisites should they evaluate first?
    pass
    AI named kunchenguid/gnhf 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 kunchenguid/gnhf solve, and who is the primary audience?
    pass
    AI named kunchenguid/gnhf explicitly

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

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kunchenguid/gnhf — 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