REPOGEO REPORT · LITE

tingaicompass/AI-Compass

Default branch main · commit dcd4c3a2 · scanned 6/1/2026, 11:47:48 PM

GitHub: 765 stars · 98 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 tingaicompass/AI-Compass, 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

highlicense#1

Add a LICENSE file to the repository

Why:

COPY-PASTE FIX

Create a `LICENSE` file in the root of the repository with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that best suits the project's goals.

highabout#2

Reposition the 'About' description to clarify the repo's format and unique use case

Why:

CURRENT

“AI-Compass”将为社区指引在 AI 技术海洋中航行的方向，无论你是初学者还是进阶开发者，都能在这里找到通往 AI 各大方向的路径。旨在帮助开发者系统性地了解 AI 的核心概念、主流技术、前沿趋势，并通过实践掌握从理论到落地的全过程。

COPY-PASTE FIX

“AI-Compass”是一个综合性开源**知识库与学习生态系统**，旨在为AI开发者提供从核心概念到前沿实践的系统性指引。它不仅是AI技术栈的全面资源集合，更可作为**AI编程助手的本地知识库**，支持智能问答、专题检索及学习路径梳理，助力开发者掌握从理论到落地的全过程。

mediumreadme#3

Emphasize the 'local knowledge base for AI assistants' use case in the README's opening

Why:

CURRENT

**AI-Compass**将为你和社区提供在AI技术海洋中航行的方向与指引。无论你是刚踏入AI领域的初学者，还是寻求技术突破的进阶开发者，都能在这里找到通往AI各大技术方向的清晰路径和实践指南。作为一个全面覆盖人工智能技术栈的综合性开源项目，**AI-Compass 不仅仅是一个简单的资源收集库，更是一个经过精心策划和系统化组织的AI学习生态系统**。

COPY-PASTE FIX

**AI-Compass**将为你和社区提供在AI技术海洋中航行的方向与指引。无论你是刚踏入AI领域的初学者，还是寻求技术突破的进阶开发者，都能在这里找到通往AI各大技术方向的清晰路径和实践指南。作为一个全面覆盖人工智能技术栈的综合性开源项目，**AI-Compass 不仅仅是一个简单的资源收集库，更是一个经过精心策划和系统化组织的AI学习生态系统，尤其适合作为AI编程助手的本地知识库**。

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 tingaicompass/AI-Compass

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

fast.ai's Practical Deep Learning for Coders

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

fast.ai's Practical Deep Learning for Coders · recommended 1×
Andrew Ng's Machine Learning Specialization (Coursera) · recommended 1×
Google's Machine Learning Crash Course · recommended 1×
OpenAI's Spinning Up in Deep Reinforcement Learning · recommended 1×
MIT OpenCourseWare - Introduction to Deep Learning (6.S191) · recommended 1×

CATEGORY QUERY
Where can I find a comprehensive roadmap to learn AI, from foundational concepts to advanced applications?
you: not recommended
AI recommended (in order):
1. fast.ai's Practical Deep Learning for Coders
2. Andrew Ng's Machine Learning Specialization (Coursera)
3. Google's Machine Learning Crash Course
4. OpenAI's Spinning Up in Deep Reinforcement Learning
5. MIT OpenCourseWare - Introduction to Deep Learning (6.S191)
6. DeepLearning.AI's Deep Learning Specialization (Coursera)
7. Hugging Face's 🤗 Transformers Course
AI recommended 7 alternatives but never named tingaicompass/AI-Compass. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What resources offer practical guides for deploying LLMs and developing AI agents from theory to production?
you: not recommended
AI recommended (in order):
1. LangChain
2. Hugging Face Transformers
3. Hugging Face Inference Endpoints
4. OpenAI API
5. OpenAI Cookbooks
6. DeepLearning.AI
7. Towards Data Science
8. Medium
9. AWS SageMaker
10. Google Cloud Vertex AI
11. Azure Machine Learning
AI recommended 11 alternatives but never named tingaicompass/AI-Compass. 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 tingaicompass/AI-Compass?
pass
AI named tingaicompass/AI-Compass explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts tingaicompass/AI-Compass in production, what risks or prerequisites should they evaluate first?
pass
AI named tingaicompass/AI-Compass 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 tingaicompass/AI-Compass solve, and who is the primary audience?
pass
AI named tingaicompass/AI-Compass 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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MARKDOWN (README)

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HTML

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite