RRepoGEO

REPOGEO REPORT · LITE

kunchenguid/gnhf

Default branch main · commit fe202c4c · scanned 6/22/2026, 1:41:44 AM

GitHub: 2,191 stars · 156 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
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
  • highabout#1
    Update the GitHub repository description to be functional

    Why:

    CURRENT
    Before I go to bed, I tell my agents: good night, have fun
    COPY-PASTE FIX
    An orchestrator for AI agents that automates long-running, iterative development tasks, committing progress while you sleep.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agents, agent-orchestration, autonomous-agents, generative-ai, developer-tools, automation
  • highreadme#3
    Reposition the core functional description in the README's introduction

    Why:

    CURRENT
    <p align="center">Before I go to bed, I tell my agents:</p>
<h1 align="center">good night, have fun</h1>

<p align="center">
  <a href="https://www.npmjs.com/package/gnhf"
    ></a>
  <a href="https://github.com/kunchenguid/gnhf/actions/workflows/ci.yml"
    ></a>
  <a href="https://github.com/kunchenguid/gnhf/actions/workflows/release-please.yml"
    ></a>
  <a
    href="https://img.shields.io/badge/platform-macOS%20%7C%20Linux%20%7C%20Windows-blue?style=flat-square"
    ></a>
  <a href="https://x.com/kunchenguid"
    ></a>
  <a href="https://discord.gg/Wsy2NpnZDu"
    ></a>
</p>

<p align="center">
  
</p>

Never wake up empty-handed.

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.
    COPY-PASTE FIX
    <h1 align="center">good night, have fun</h1>
<p align="center">gnhf is an autoresearch-style orchestrator that keeps your AI 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.</p>
<p align="center">
  <a href="https://www.npmjs.com/package/gnhf"
    ></a>
  <a href="https://github.com/kunchenguid/gnhf/actions/workflows/ci.yml"
    ></a>
  <a href="https://github.com/kunchenguid/gnhf/actions/workflows/release-please.yml"
    ></a>
  <a
    href="https://img.shields.io/badge/platform-macOS%20%7C%20Linux%20%7C%20Windows-blue?style=flat-square"
    ></a>
  <a href="https://x.com/kunchenguid"
    ></a>
  <a href="https://discord.gg/Wsy2NpnZDu"
    ></a>
</p>

<p align="center">
  
</p>

Never wake up empty-handed.

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
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. AutoGPT · recommended 1×
  3. CrewAI · recommended 1×
  4. Open Interpreter · recommended 1×
  5. Haystack · recommended 1×
  • CATEGORY QUERY
    Need a tool to orchestrate AI agents for long-running autonomous background tasks.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGPT
    3. CrewAI
    4. Open Interpreter
    5. Haystack
    6. Microsoft Semantic Kernel

    AI recommended 6 alternatives but never named kunchenguid/gnhf. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to automate iterative development and commit progress from AI agents overnight?
    you: not recommended
    AI recommended (in order):
    1. GitHub Actions
    2. OpenAI API
    3. Anthropic API
    4. Google Gemini API
    5. pytest (pytest-dev/pytest)
    6. Jest (facebook/jest)
    7. git-auto-commit-action (stefanzweifel/git-auto-commit-action)
    8. GitLab CI/CD
    9. Jenkins
    10. Azure DevOps Pipelines
    11. CircleCI
    12. cron
    13. Windows Task Scheduler
    14. GitPython (gitpython-developers/GitPython)

    AI recommended 14 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