RRepoGEO

REPOGEO REPORT · LITE

rashadphz/farfalle

Default branch main · commit a9dd4939 · scanned 6/24/2026, 1:02:41 PM

GitHub: 3,533 stars · 321 forks

Scan history for this repo

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.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
40 /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
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 rashadphz/farfalle, 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's opening to strongly assert its identity as an AI search engine

    Why:

    CURRENT
    # Farfalle

Open-source AI-powered search engine. (Perplexity Clone)
    COPY-PASTE FIX
    # Farfalle: Self-Hostable AI Search Engine (Perplexity Clone) that Summarizes Web Results
  • mediumreadme#2
    Add a dedicated 'What is Farfalle?' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, perhaps after the 'Overview', like:

## ✨ What is Farfalle?

Farfalle is an open-source, self-hostable AI search engine designed to provide a full-stack, Perplexity-like experience. It allows you to query multiple search providers and uses local or cloud LLMs to summarize web results, offering a comprehensive answer to your questions. Integrate with popular models like Llama3, GPT-4o, or custom LLMs via LiteLLM.
  • lowtopics#3
    Add 'ai-search' and 'self-hosted' to the repository topics

    Why:

    CURRENT
    fastapi, generative-ui, gpt-4o, groq, llm, nextjs, ollama, openai, perplexity, react, search-engine, shadcn-ui, tailwindcss
    COPY-PASTE FIX
    ai-search, fastapi, generative-ui, gpt-4o, groq, llm, nextjs, ollama, openai, perplexity, react, search-engine, self-hosted, shadcn-ui, tailwindcss

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 rashadphz/farfalle
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Haystack
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Haystack · recommended 2×
  2. OpenSearch · recommended 2×
  3. SearXNG · recommended 1×
  4. Llama.cpp · recommended 1×
  5. Ollama · recommended 1×
  • CATEGORY QUERY
    How can I self-host an AI-powered search engine that summarizes web results?
    you: not recommended
    AI recommended (in order):
    1. SearXNG
    2. Llama.cpp
    3. Ollama
    4. Haystack
    5. Elasticsearch
    6. OpenSearch
    7. Scrapy
    8. LocalAI
    9. Beautiful Soup
    10. Whoosh
    11. Lucene
    12. PyLucene
    13. OpenWebUI
    14. You.com
    15. Perplexity AI

    AI recommended 15 alternatives but never named rashadphz/farfalle. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source projects offer a full-stack AI search experience with flexible LLM integration?
    you: not recommended
    AI recommended (in order):
    1. Haystack
    2. LlamaIndex
    3. LangChain
    4. Rasa
    5. OpenSearch
    6. Weaviate

    AI recommended 6 alternatives but never named rashadphz/farfalle. 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 rashadphz/farfalle?
    pass
    AI named rashadphz/farfalle explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts rashadphz/farfalle in production, what risks or prerequisites should they evaluate first?
    pass
    AI named rashadphz/farfalle 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 rashadphz/farfalle solve, and who is the primary audience?
    pass
    AI named rashadphz/farfalle explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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rashadphz/farfalle — 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