REPOGEO REPORT · LITE

openedclaude/claude-reviews-claude

Default branch main · commit a52d83b7 · scanned 5/13/2026, 5:03:09 PM

GitHub: 1,413 stars · 678 forks

AI VISIBILITY SCORE

33 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 warn · 0 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 openedclaude/claude-reviews-claude, 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 subtitle to explicitly state the project's nature

Why:

CURRENT

### *Claude Reviews Claude Code —— 当局者清*

COPY-PASTE FIX

### *Claude Reviews Claude Code: A 17-Chapter Architectural Deep-Dive into Claude Code v2.1.88, Written by Claude Itself —— 当局者清*

mediumtopics#2

Add more specific topics to improve category visibility

Why:

CURRENT

agent, agentic-ai, ai, anthropic, architecture, claude, claude-code, deep-dive, documentation, llm, meta, reverse-engineering, source-code, typescript, vibe-coding

COPY-PASTE FIX

agent, agentic-ai, ai, ai-agent-architecture, ai-internals, anthropic, architecture, claude, claude-code, code-analysis, deep-dive, documentation, llm, llm-architecture, llm-deep-dive, meta, reverse-engineering, source-code, system-design, typescript, vibe-coding

lowcomparison#3

Add a 'What This Is Not' section to the README

Why:

COPY-PASTE FIX

## 💡 What This Is Not

This project is **not**:

*   **An AI evaluation tool:** While Claude reviews its own code, this project is a *document* of that analysis, not a system for automated AI output evaluation.
*   **A raw code dump:** This is a structured, human-readable (and AI-written) architectural analysis, not just a repository of source code.
*   **A general AI research paper:** This is a specific, detailed breakdown of a particular LLM's internal architecture.

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 openedclaude/claude-reviews-claude

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Deep Learning

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Deep Learning · recommended 1×
Reinforcement Learning: An Introduction · recommended 1×
OpenAI · recommended 1×
Attention Is All You Need · recommended 1×
Distill.pub · recommended 1×

CATEGORY QUERY
Looking for resources explaining the internal workings of an advanced AI agent.
you: not recommended
AI recommended (in order):
1. Deep Learning
2. Reinforcement Learning: An Introduction
3. OpenAI
4. Attention Is All You Need
5. Distill.pub
6. Neural Networks and Deep Learning
7. The Illustrated Transformer
AI recommended 7 alternatives but never named openedclaude/claude-reviews-claude. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking detailed architectural breakdowns of complex large language model systems.
you: not recommended
AI recommended (in order):
1. GPT-3
2. PaLM
3. Pathways
4. LaMDA
5. Megatron-LM (NVIDIA/Megatron-LM)
6. LLaMA
7. Hugging Face Transformers Library (huggingface/transformers)
AI recommended 7 alternatives but never named openedclaude/claude-reviews-claude. This is the gap to close.
Show full AI answer

Objective checks

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

Metadata completeness
pass
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 openedclaude/claude-reviews-claude?
pass
AI named openedclaude/claude-reviews-claude explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts openedclaude/claude-reviews-claude in production, what risks or prerequisites should they evaluate first?
pass
AI named openedclaude/claude-reviews-claude 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 openedclaude/claude-reviews-claude solve, and who is the primary audience?
pass
AI did not name openedclaude/claude-reviews-claude — 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?

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