RRepoGEO

REPOGEO REPORT · LITE

lili-luo/aicoding-cookbook

Default branch main · commit 3e912e43 · scanned 6/10/2026, 11:58:45 PM

GitHub: 573 stars · 38 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
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 lili-luo/aicoding-cookbook, 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 README's opening and add a concise description

    Why:

    CURRENT
    # aicoding-cookbook
    
    [简体中文](#zh-cn) | [English](#english)
    
    <a id="zh-cn"></a>
    
    ## 中文说明
    
    `aicoding-cookbook` 是一个面向 AI Coding 工作流的实用资料仓库,收集了本地配置资产、可复用技能和辅助脚本。它的定位不是应用、SDK 或框架,而是一套围绕真实操作场景整理出来的 cookbook,用于配置工具、复用技能,以及标准化日常的 AI 辅助开发流程。
    COPY-PASTE FIX
    Update the README's H1 to `# AI Coding Cookbook: Practical Workflows, Skills & Configurations`. Revise the first paragraph to: `aicoding-cookbook is a practical resource repository (a "cookbook") for AI Coding workflows, collecting local configuration assets, reusable skills, and auxiliary scripts. It is *not* an application, SDK, or framework, but a curated set of recipes for configuring tools, reusing skills, and standardizing daily AI-assisted development processes.` Set the repository description (in GitHub's 'About' section) to: `A practical cookbook for AI Coding workflows, providing reusable configurations, skills, and scripts for AI-assisted development, distinct from SDKs or frameworks.`
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root. Choose an appropriate open-source license (e.g., MIT, Apache-2.0, GPL-3.0) and add its full text to the file.
  • mediumtopics#3
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-coding, ai-workflow, llm-tools, developer-tools, cookbook, codex-skills, agent-skills, ai-assistants, workflow-automation, generative-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 lili-luo/aicoding-cookbook
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
mlflow/mlflow
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. mlflow/mlflow · recommended 1×
  2. iterative/dvc · recommended 1×
  3. facebookresearch/hydra · recommended 1×
  4. cookiecutter/cookiecutter · recommended 1×
  5. GitHub Actions · recommended 1×
  • CATEGORY QUERY
    How to standardize my AI-assisted development workflow with reusable configurations and scripts?
    you: not recommended
    AI recommended (in order):
    1. MLflow (mlflow/mlflow)
    2. DVC (iterative/dvc)
    3. Hydra (facebookresearch/hydra)
    4. Cookiecutter (cookiecutter/cookiecutter)
    5. GitHub Actions
    6. GitLab CI/CD
    7. Jenkins (jenkinsci/jenkins)
    8. Poetry (python-poetry/poetry)
    9. Conda (conda/conda)

    AI recommended 9 alternatives but never named lili-luo/aicoding-cookbook. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some tools for managing and packaging AI agent skills and development tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Assistants API
    5. Microsoft Semantic Kernel
    6. Weights & Biases (W&B)
    7. MLflow

    AI recommended 7 alternatives but never named lili-luo/aicoding-cookbook. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 lili-luo/aicoding-cookbook?
    pass
    AI did not name lili-luo/aicoding-cookbook — 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 lili-luo/aicoding-cookbook in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lili-luo/aicoding-cookbook 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 lili-luo/aicoding-cookbook solve, and who is the primary audience?
    pass
    AI named lili-luo/aicoding-cookbook explicitly

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

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lili-luo/aicoding-cookbook — 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