REPOGEO REPORT · LITE

team-attention/plugins-for-claude-natives

Default branch main · commit fd9c2075 · scanned 5/30/2026, 9:27:54 PM

GitHub: 800 stars · 106 forks

AI VISIBILITY SCORE

22 /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

1 / 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 team-attention/plugins-for-claude-natives, 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 H1 and opening paragraph to clarify it's a plugin marketplace

Why:

CURRENT

# Plugins for Claude Natives

A collection of Claude Code plugins for power users who want to extend Claude Code's capabilities beyond the defaults.

COPY-PASTE FIX

# Claude Code Plugin Marketplace

A curated collection of powerful, ready-to-use plugins designed to extend Claude Code's native capabilities. Easily integrate advanced functionalities like multi-AI consensus, YouTube summarization, or productivity tools directly into your Claude Code environment.

hightopics#2

Add relevant topics for better categorization

Why:

CURRENT

(none)

COPY-PASTE FIX

claude-code, claude-plugins, ai-assistant, plugin-marketplace, generative-ai, productivity, youtube-summarizer, gmail-integration, agent-orchestration, developer-tools

mediumhomepage#3
Add a homepage URL to the repository metadata
Why:
CURRENT
```
(none)
```
COPY-PASTE FIX
```
https://team-attention.github.io/plugins-for-claude-natives/
```

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 team-attention/plugins-for-claude-natives

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

langchain-ai/langchain

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

langchain-ai/langchain · recommended 1×
run-llama/llama_index · recommended 1×
wandb/wandb · recommended 1×
confident-ai/deepeval · recommended 1×
Humanloop · recommended 1×

CATEGORY QUERY
How can I extend my AI assistant with advanced development tools and validation?
you: not recommended
AI recommended (in order):
1. LangChain (langchain-ai/langchain)
2. LlamaIndex (run-llama/llama_index)
3. Weights & Biases (wandb/wandb)
4. DeepEval (confident-ai/deepeval)
5. Humanloop
6. Pydantic (pydantic/pydantic)
7. OpenAI Evals (openai/evals)
AI recommended 7 alternatives but never named team-attention/plugins-for-claude-natives. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What AI tools help summarize video content and integrate with productivity applications?
you: not recommended
AI recommended (in order):
1. Notta
2. Otter.ai
3. Tactiq
4. Fireflies.ai
5. Trint
6. Rewatch
7. Scribbl.ai
AI recommended 7 alternatives but never named team-attention/plugins-for-claude-natives. 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 team-attention/plugins-for-claude-natives?
pass
AI named team-attention/plugins-for-claude-natives explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts team-attention/plugins-for-claude-natives in production, what risks or prerequisites should they evaluate first?
pass
AI did not name team-attention/plugins-for-claude-natives — 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?
In one sentence, what problem does the repo team-attention/plugins-for-claude-natives solve, and who is the primary audience?
pass
AI did not name team-attention/plugins-for-claude-natives — 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

Drop this badge into the README of team-attention/plugins-for-claude-natives. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)

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