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
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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.
- highreadme#1Reposition 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 FIXUpdate 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#2Add a LICENSE file to the repository
Why:
COPY-PASTE FIXCreate 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#3Add specific topics to improve categorization
Why:
COPY-PASTE FIXai-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.
- mlflow/mlflow · recommended 1×
- iterative/dvc · recommended 1×
- facebookresearch/hydra · recommended 1×
- cookiecutter/cookiecutter · recommended 1×
- GitHub Actions · recommended 1×
- CATEGORY QUERYHow to standardize my AI-assisted development workflow with reusable configurations and scripts?you: not recommendedAI recommended (in order):
- MLflow (mlflow/mlflow)
- DVC (iterative/dvc)
- Hydra (facebookresearch/hydra)
- Cookiecutter (cookiecutter/cookiecutter)
- GitHub Actions
- GitLab CI/CD
- Jenkins (jenkinsci/jenkins)
- Poetry (python-poetry/poetry)
- 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 QUERYWhat are some tools for managing and packaging AI agent skills and development tasks?you: not recommendedAI recommended (in order):
- LangChain
- LlamaIndex
- Haystack
- OpenAI Assistants API
- Microsoft Semantic Kernel
- Weights & Biases (W&B)
- 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 completenessfail
Suggestion:
- README presencepass
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?passAI 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?passAI 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?passAI 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?
Embed your GEO score
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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