REPOGEO REPORT · LITE

felladrin/awesome-ai-web-search

Default branch main · commit 50f05e75 · scanned 5/8/2026, 6:37:59 PM

GitHub: 1,300 stars · 105 forks

AI VISIBILITY SCORE

27 /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

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 felladrin/awesome-ai-web-search, 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 to clearly state it's an "awesome list"
Why:
CURRENT
```
# AI Web Search
```
COPY-PASTE FIX
```
# Awesome AI Web Search: A Curated List
```

mediumreadme#2

Add a clear "Who is this for?" statement in the README

Why:

COPY-PASTE FIX

Add a new section immediately after the introductory paragraph: `### Who is this list for?

This list is for developers, researchers, and enthusiasts looking to discover and evaluate AI-powered web search solutions, from LLM summarization tools to agent-driven research platforms.`

lowtopics#3

Add "software-directory" and "resource-list" to topics

Why:

CURRENT

ai, ai-search-engine, artificial-intelligence, artificial-intelligence-projects, awesome, awesome-list, generative-ai, generative-ai-projects, generative-ai-tools, information-retrieval, llm-inference, metasearch, question-answering, rag, retrieval-augmented-generation, web-search

COPY-PASTE FIX

ai, ai-search-engine, artificial-intelligence, artificial-intelligence-projects, awesome, awesome-list, generative-ai, generative-ai-projects, generative-ai-tools, information-retrieval, llm-inference, metasearch, question-answering, rag, retrieval-augmented-generation, web-search, software-directory, resource-list

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 felladrin/awesome-ai-web-search

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

SerpApi

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

SerpApi · recommended 2×
langchain-ai/langchain · recommended 1×
run-llama/llama_index · recommended 1×
Google Custom Search JSON API · recommended 1×
beautifulsoup4/beautifulsoup4 · recommended 1×

CATEGORY QUERY
How can I integrate AI to summarize web search results and answer follow-up questions?
you: not recommended
AI recommended (in order):
1. LangChain (langchain-ai/langchain)
2. LlamaIndex (run-llama/llama_index)
3. SerpApi
4. Google Custom Search JSON API
5. Beautiful Soup 4 (beautifulsoup4/beautifulsoup4)
6. Requests (psf/requests)
7. OpenAI GPT-4
8. GPT-3.5 Turbo
9. Anthropic Claude 3
10. Google Gemini
11. Pinecone
12. Weaviate (weaviate/weaviate)
13. Chroma (chroma-core/chroma)
14. OpenAI's `text-embedding-ada-002`
15. Hugging Face embedding model
AI recommended 15 alternatives but never named felladrin/awesome-ai-web-search. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools enable LLMs to perform web searches for comprehensive report generation?
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. SerpApi
4. Google Custom Search API
5. Beautiful Soup
6. Requests
7. Scrapy
AI recommended 7 alternatives but never named felladrin/awesome-ai-web-search. 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 felladrin/awesome-ai-web-search?
pass
AI did not name felladrin/awesome-ai-web-search — 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 felladrin/awesome-ai-web-search in production, what risks or prerequisites should they evaluate first?
pass
AI named felladrin/awesome-ai-web-search 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 felladrin/awesome-ai-web-search solve, and who is the primary audience?
pass
AI did not name felladrin/awesome-ai-web-search — 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)

[![RepoGEO](https://repogeo.com/badge/felladrin/awesome-ai-web-search.svg)](https://repogeo.com/en/r/felladrin/awesome-ai-web-search)

HTML

<a href="https://repogeo.com/en/r/felladrin/awesome-ai-web-search"><img src="https://repogeo.com/badge/felladrin/awesome-ai-web-search.svg" alt="RepoGEO" /></a>

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felladrin/awesome-ai-web-search — 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